ALBERT

Anmerkung: Dissertation, Gottfried Wilhelm Leibniz Universität Hannover, 2022 , Contents 1 Introduction 2 Theoretical Background 2.1 Cameras and Laserscanning 2.1.1 Cameras 2.1.2 Laserscanning 2.2 Machine Learning Fundamentals 2.2.1 Types of Learning 2.2.2 Supervised Learning - Illustrated by Decision Trees 2.2.3 Boosting 2.3 Deep Learning 2.3.1 Basics 2.3.2 Self-Attention 2.3.3 Generative Adversarial Networks 3 Related Work 3.1 Classification and Semantic Segmentation (2D) 3.2 Semantic Segmentation (3D) 3.3 Semi-Supervised Learning 3.4 Conditional Generative Adversarial Networks 3.5 Multi-View Fusion, Prediction and Labeling 3.6 Shape Completion 4 Multi-View Label Transfer and Correction 4.1 2D to 3D Label Transfer 4.1.1 Regular and Self-Occlusions 4.1.2 Dynamic Occlusions 4.1.3 Naive Label Transfer and Label Policy-Based Noise 4.2 Label Noise Correction 4.2.1 Scanstrip-Based Noise Correction 4.2.2 Semi-Supervised Scanstrip-Based Noise Correction 4.2.3 Conclusion 4.3 Multi-View Outlier Correction and Label Transfer 4.3.1 Multi-View Network 4.3.2 Label Transfer Network 4.3.3 Conclusion 5 Self-Supervised Point Cloud Rendering and Completion 5.1 Photo-Realistic Point Cloud Rendering 5.1.1 Network Architecture 5.1.2 Loss Function 5.1.3 Image Stitching 5.2 Self-Supervised Shape Completion 5.2.1 Subregion-Based GAN model 5.2.2 Loss Function 5.2.3 Network Architecture 6 Preparation of MMS data 6.1 Preprocessing of the Mobile Mapping Dataset 6.1.1 Semantic Segmentation of the MMS-Dataset 6.1.2 Human annotated MMS-Dataset 6.2 Massively Parallel Point Cloud Rendering Using Hadoop 6.3 Datasets of Self-Occluded Objects 6.3.1 Real Dataset 6.3.2 Synthetic Datasets 7 Experiments and Results for Multi-View Label Transfer 7.1 Introduction 7.2 Baseline 7.3 Training, Validation and Test Set 7.4 Scanstrip-Based Correction 7.4.1 Point-Wise Correction 7.4.2 Supervised Scanstrip-Based Correction 7.4.3 Semi-Supervised Scanstrip-Based Correction 7.4.4 Qualitative Evaluation 7.4.5 Conclusion and Discussion 7.5 Multi-View Error Correction 7.5.1 Baseline 7.5.2 Training, Validation and Test Sets 7.5.3 Training Procedure 7.5.4 Ablation Studies and Results 7.5.5 Qualitative Evaluation 7.5.6 Retraining Semantic Segmentation Network 7.5.7 Results of the Retraining Process 7.5.8 Conclusion and Discussion 7.6 Multi-View Label Transfer Learning 7.6.1 Training Procedure 7.6.2 Ablation Studies and Results 7.6.3 Qualitative Evaluation 7.6.4 Conclusion and Discussion 7.7 Summary and Conclusion 8 Experiments and Results for Self-Supervised Completion 8.1 Photorealistic Point Cloud Rendering 8.1.1 Training Procedure 8.1.2 Quantitative Evaluation 8.1.3 Qualitative Evaluation 8.1.4 Multi-View Error Correction in GAN Images 8.1.5 Conclusion and Discussion 8.2 Self-Supervised Shape Completion 8.2.1 Training Procedure 8.2.2 Quantitative Evaluation 8.2.3 Qualitative Evaluation 8.2.4 Conclusion and Discussion 9 Conclusion and Discussion 9.1 Summary and Discussion 9.1.1 Scanstrip-Based Label Error Correction 9.1.2 End-To-End Multi-View Label Transfer 9.1.3 Self-Supervised Completion 9.1.4 Conclusion 9.2 Outlook List of Figures List of Tables Bibliography Resume Acknowledgements , Sprache der Kurzfassungen: Englisch, Deutsch

Anmerkung: Dissertation, Gottfried Wilhelm Leibniz Universität Hannover, 2022 , Inhaltsverzeichnis 0. Einleitung 1. Ländliche Räume und ihre Herausforderungen 1.1 Charakteristika von Dörfern und Kommunen – Lebensraum Dorf 1.2 Typisierungsmöglichkeiten und Heterogenität ländlicher Räume 1.3 Besondere Herausforderungen für strukturschwache, periphere Räume 2. Konzepte von Kooperation, Vertrauen, Sozialem Kapital und Verantwortung als theoretische Grundlagen für regionale Netzwerke 2.1 Kooperation als Kern von Governance-Theorien 2.1.1 Kooperation und Regionalentwicklung 2.1.2 Governance-Theorien in Fragen ländlicher Entwicklung 2.1.3 Handlungsebenen und Akteure in Governance-Theorien 2.2 Die Relation von Vertrauen und Kooperation: Ein ökonomischer Blick auf kooperatives Verhalten 2.2.1 Vertrauen als Koordinationsmechanismus 2.2.2 Ein Öffentliches-Gut-Spiel (ÖGS) als neuer Verständniszugang für zivilgesellschaftliche Netzwerke 2.3 Die Relation von Sozialem Kapital und Kooperation 2.4 Verantwortungsübernahme in Kooperationen 3. Grundlagen zur Netzwerkbildung – regional und interkommunal 3.1 Gesetzliche Grundlagen der Verantwortungsteilung in der Regionalentwicklung 3.1.1 Europäische Impulse zur regionalen Entwicklung 3.1.2 Föderalstaatlicher Rahmen und partizipative, bundesweite Fördermaßnahmen 3.2 Zivilgesellschaftliche Netzwerke im interkommunalen Kontext 3.2.1 Definition von Netzwerken 3.2.2 Verständnis von Netzwerk im regionalwissenschaftlichen Kontext unter Beteiligung der Zivilgesellschaft 3.3 Ausgewählte Studien zu Netzwerken in strukturschwachen, ländlichen Räumen 4. Forschungsfragen und Methodik der Erforschung von regionalen Netzwerken 4.1 Forschungsziel und Forschungsfragen 4.2 Auswahlkriterien des zu untersuchenden Netzwerks 4.2.1 Bestimmung der Region: Geographische Abgrenzung und sozioökonomischer Hintergrund als Auswahlkriterien 4.2.2 Wahl des Netzwerks 4.3 Methodik der Datenerhebung 4.3.1 Methodenüberblick und Begründung der Vorgehensweise 4.3.2 Dokumentenanalyse 4.3.3 Leitfaden-gestützte Interviews mit Akteuren des Netzwerks 4.3.3.1 Konzeption des Interviewleitfadens 4.3.3.2 Organisation und Durchführung der Interviews 4.3.4 Fotographische Dokumentation von Motivation und Demotivation der Akteure 4.4 Methodik der Datenauswertung – inhaltlich-strukturierende qualitative Inhaltsanalyse nach Kuckartz 5. Ergebnisse der empirischen Untersuchung des Netzwerks „Gemeinsam für die Region – Evangelische Kirche und Strukturwandel in Nordostbayern“ 5.1 Hintergründe und Arbeitsfelder des Netzwerks „Gemeinsam für die Region“ 5.1.1 Gründungsbedingungen und Vorläuferprojekt 5.1.2 Organisatorische Struktur und Ziele des Netzwerks 5.1.3 Projekte des Netzwerks 5.1.4 Gründe für Beständigkeit 5.2 Kooperation im Netzwerk 5.2.1 Definitionen von Kooperationen 5.2.2 Chancen von Kooperationen 5.2.2.1 Verbesserungsmöglichkeiten von Kooperationen 5.2.2.2 Mittelbare Effekte von Netzwerkkooperationen 5.2.3 Grenzen von Kooperationen 5.2.3.1 Umgang mit Schwierigkeiten 5.2.3.2 Herausforderungen für den Fortbestand des Netzwerks 5.2.3.3 Nicht-kooperatives Handeln 5.2.4 Interkommunale Kooperationen 5.3 Akteure als zentrale Wirkfaktoren für Kommunal- und Regionalentwicklung 5.3.1 Kompetenzen für Mitarbeit 5.3.2 Beginn und Ende der Mitarbeit 5.3.3 Art und Weise der Mitarbeit 5.3.4 Bedingungen und Hintergründe des Mitmachens 5.3.4.1 Intrinsische Motivatoren 5.3.4.2 Extrinsische Motivatoren 5.3.4.3 Motivations- und Demotivationsfaktoren im Vergleich 5.3.5 Der Rollenkontext der Mitwirkenden 5.4 Verantwortungsübernahme im Netzwerk 5.4.1 Definition von Verantwortung 5.4.2 Teilung von Verantwortung 5.4.3 Verantwortungsträger:innen 5.4.4 Verantwortung für die Region 5.4.5 Grenzen von Verantwortungsübernahme 5.4.6 Drei Dimensionen von Verantwortungsübernahme 6. Ergänzende Evidenz und Ergebnisvergleich der Erkenntnisse aus der Untersuchung des Netzwerks „Gemeinsam für die Region“ zur Kommunal- und Regionalentwicklung 6.1 Indizien der Wirkungen des Netzwerks für die Entwicklung der Region mithilfe von Daten zur Allgemeinen Lebenszufriedenheit des Sozioökonomischen Panels (SOEP) 6.1.1 Beschreibung der SOEP-Daten 6.1.2 Entwicklung der Lebenszufriedenheit im Landkreis Wunsiedel im Fichtelgebirge von 2002 bis 2017 6.1.3 Vergleich der Lebenszufriedenheit im Landkreis Wunsiedel mit Daten über den Freistaat Bayern und Deutschland von 2002 bis 2017 6.2 Theorieabgleich und Ergebnisvergleich mit Schlussfolgerungen anderer Studien 6.2.1 Beantwortung der Forschungsfragen und Abgleich der empirischen Evidenz mit dem theoretischen Fundament für regionale Netzwerkarbeit 6.2.2 Ergebnisabgleich mit ausgewählten Studien zur Kommunal- und Regionalentwicklung 7. Schlussfolgerungen 7.1 Anregungen für die Ausgestaltung der Zusammenarbeit von Staat und Bürgerschaft in der Regionalentwicklung 7.2 Ein Wirkfaktorenmodell als weiteres Ergebnis - Impuls zur Übertragbarkeit für Initiierung und Organisation (rein) zivilgesellschaftlicher Netzwerke 7.3 Ansätze für weiteren Forschungsbedarf 8. Kritische Reflexion der Forschungsarbeit Literaturverzeichnis Abbildungsverzeichnis Tabellenverzeichnis Anhang I. Leitfaden für die Experteninterviews II. Codesystem der qualitativen Inhaltsanalyse III. Fotographische Dokumentation der Motivationskärtchen IV. Schätzergebnisse SOEP-Daten , Sprache der Kurzfassungen: Englisch, Deutsch

Anmerkung: Contents Chang, S.-G. and Zheng, D. / Mesozoic biological events and ecosystems in East Asia: introduction Clues and evidence from vertebrate fossils Zhou, C.-F., Wang, X. and Wang, J. / First evidence for tooth–tooth occlusion in a ctenochasmatid pterosaur from the Early Cretaceous Jehol Biota Yang, T.-R. and Sander, P. M. / The reproductive biology of oviraptorosaurs: a synthesis Pei, R. and Xu, X. / New prospects on the cranial evolution of non-avialan paravian theropods based on geometric morphometrics Clues and evidence from invertebrate and plant fossils Zhang, Q., Zheng, D., Wang, B. and Zhang, H. / A review of Triassic insects in China Chen, J. / True hopper fossils (Fulgoromorpha and Cicadomorpha) in the Jurassic to Cretaceous of eastern Asia and their evolutionary implications Cui, D.-F., Hou, Y., Yin, P. and Wang, X. / A Jurassic flower bud from China Peng, J., Slater, S. M. and Vajda, V. / A Late Triassic vegetation record from the Huangshanjie Formation, Junggar Basin, China: possible evidence for the Carnian Pluvial Episode Liao, H. / Clam shrimp of the Middle–Late Jurassic Yanliao Biota in China Wang, H., Du, S., Yu, T., Li, S., Lu, H., Zhang, H., Cao, M. and Horne, D. J. / Ostracods from the Pingyi Basin (eastern China) and their significance for the K/Pg boundary Significant fossils from amber Zhang, Q. and Zhang, J. / New record of Zhangsolva Nagatomi and Yang, 1998 (Diptera, Zhangsolvidae) from mid-Cretaceous Burmese amber and its implications Yu, Y., Hu, G., Zhu, Y., Li, Y., Jiang, W., Rasnitsyn, A. P., Zhang, H. and Zhang, Q. / New material for Peleserphidae (Proctotrupoidea, Hymenoptera) in Mid-Cretaceous Burmese (Kachin) amber Yu, T. / New data on gastropod genus Hirsuticyclus (Caenogastropoda, Cyclophoridae) from mid-Cretaceous Kachin amber Jarzembowski, E. A., Zheng, D. and Zhao, X. / Is the beetle Omma (Insecta: Coleoptera) a living fossil? Zheng, D., Jarzembowski, E. A., Zhuo, D. and Nel, A. / Protohemiphlebiidae fam. nov., a stem hemiphlebioid damselfly from Cretaceous amber in Kachin Paleoenvironments and paleoecosystems Zhao, X., Zheng, D., Wang, H., Fang, Y., Xue, N. and Zhang, H. / Carbon cycle perturbation and mercury anomalies in terrestrial Oceanic Anoxic Event 1b from Jiuquan Basin, NW China Li, T., Yang, X.-J. and Zhu, Y.-B. / Estimates of late Albian atmospheric CO2 based on stomata of Pseudofrenelopsis from Jilin Province, NE China Wang, J., Zhou, C.-F., Jourdan, F. and Chang, S.-C. / Jehol fossils from the Jiaolai Basin of Shandong, North China: review and new perspectives Wang, J., Yuan, Y., Zhang, D. and Chang, S.-C. / Detrital zircon geochronology of Late Cretaceous successions in the Ganzhou Basin, South China: evidence of a major tectonic transition Index

Anmerkung: Contents Chang, S.-G. and Zheng, D. / Mesozoic biological events and ecosystems in East Asia: introduction Clues and evidence from vertebrate fossils Zhou, C.-F., Wang, X. and Wang, J. / First evidence for tooth–tooth occlusion in a ctenochasmatid pterosaur from the Early Cretaceous Jehol Biota Yang, T.-R. and Sander, P. M. / The reproductive biology of oviraptorosaurs: a synthesis Pei, R. and Xu, X. / New prospects on the cranial evolution of non-avialan paravian theropods based on geometric morphometrics Clues and evidence from invertebrate and plant fossils Zhang, Q., Zheng, D., Wang, B. and Zhang, H. / A review of Triassic insects in China Chen, J. / True hopper fossils (Fulgoromorpha and Cicadomorpha) in the Jurassic to Cretaceous of eastern Asia and their evolutionary implications Cui, D.-F., Hou, Y., Yin, P. and Wang, X. / A Jurassic flower bud from China Peng, J., Slater, S. M. and Vajda, V. / A Late Triassic vegetation record from the Huangshanjie Formation, Junggar Basin, China: possible evidence for the Carnian Pluvial Episode Liao, H. / Clam shrimp of the Middle–Late Jurassic Yanliao Biota in China Wang, H., Du, S., Yu, T., Li, S., Lu, H., Zhang, H., Cao, M. and Horne, D. J. / Ostracods from the Pingyi Basin (eastern China) and their significance for the K/Pg boundary Significant fossils from amber Zhang, Q. and Zhang, J. / New record of Zhangsolva Nagatomi and Yang, 1998 (Diptera, Zhangsolvidae) from mid-Cretaceous Burmese amber and its implications Yu, Y., Hu, G., Zhu, Y., Li, Y., Jiang, W., Rasnitsyn, A. P., Zhang, H. and Zhang, Q. / New material for Peleserphidae (Proctotrupoidea, Hymenoptera) in Mid-Cretaceous Burmese (Kachin) amber Yu, T. / New data on gastropod genus Hirsuticyclus (Caenogastropoda, Cyclophoridae) from mid-Cretaceous Kachin amber Jarzembowski, E. A., Zheng, D. and Zhao, X. / Is the beetle Omma (Insecta: Coleoptera) a living fossil? Zheng, D., Jarzembowski, E. A., Zhuo, D. and Nel, A. / Protohemiphlebiidae fam. nov., a stem hemiphlebioid damselfly from Cretaceous amber in Kachin Paleoenvironments and paleoecosystems Zhao, X., Zheng, D., Wang, H., Fang, Y., Xue, N. and Zhang, H. / Carbon cycle perturbation and mercury anomalies in terrestrial Oceanic Anoxic Event 1b from Jiuquan Basin, NW China Li, T., Yang, X.-J. and Zhu, Y.-B. / Estimates of late Albian atmospheric CO2 based on stomata of Pseudofrenelopsis from Jilin Province, NE China Wang, J., Zhou, C.-F., Jourdan, F. and Chang, S.-C. / Jehol fossils from the Jiaolai Basin of Shandong, North China: review and new perspectives Wang, J., Yuan, Y., Zhang, D. and Chang, S.-C. / Detrital zircon geochronology of Late Cretaceous successions in the Ganzhou Basin, South China: evidence of a major tectonic transition Index

Anmerkung: Contents Torvela, T., Chapman, R. and Lambert-Smith, J. / An introduction to Recent Advances in Understanding Gold Deposits: from Orogeny to Alluvium: the importance of multi-method approaches and developing a characterization Large-scale processes, models and multi-variate datasets Mortensen, J. K., Craw, D. and MacKenzie, D. J. / Concepts and revised models for Phanerozoic orogenic gold deposits Babedi, L., von der Heyden, B. P., Tadie, M. and Mayne, M. / Trace elements in pyrite from five different gold ore deposit classes: a review and meta-analysis Liu, Y., Zhao, Y., Xue, C., Yu, L., Chu, H. and Zhao, X. / The Changshagou gold deposit, Eastern Tianshan, NW China: orogenic gold mineralization overprinting a porphyry gold occurrence Mesquita, M. J., Gomes, M. E. B., Moreira, I. de C., Paes, R. A. S., Martins, H. E. da S., Matos, J. H., Ruggiero, A., Primo, G., Ducart, D. F., Poggi, L., Pimenta, V., de Laurentis, L. Z. and Kunifoshita, A. M. U. / Paleoproterozoic gold deposits at Alta Floresta Mineral Province, Brazil: two overprinted mineralizing events? Zhao, W., Zhao, X., Xue, C., Seltmann, R., Dolgopolova, A., Andersen, J. C., Cui, X. and Xing, L. / Thermochronological constraints on the exhumation history of the Carboniferous Katebasu gold deposit, western Tianshan gold belt, NW China Orogenic gold deposit case studies Combes, V., Eglinger, A., André-Mayer, A.-S., Teitler, Y., Heuret, A., Gibert, P. and Béziat, D. / Polyphase gold mineralization at the Yaou deposit, French Guiana Perret, J., André-Mayer, A.-S., Eglinger, A., Feneyrol, J., Voinot, A., Morlot, C., Barou, F., Teitler, Y., Seira, D. and Bosc, R. / Structural and geochemical ore-forming processes in deformed gold deposits: towards a multiscale and multimethod approach Smith, M., Banks, D., Ray, S. and Bowers, F. / Hypozonal gold mineralization in shear zone-hosted deposits driven by fault valve action and fluid mixing: the Nalunaq deposit, Greenland Alexandre, P. and Fayek, M. / Formation temperature and ages of the True North ‘orogenic’ gold deposit in Manitoba, Canada Gold in the surficial environment Chapman, R. J., Craw, D., Moles, N. R., Banks, D. A. and Grimshaw, M. R. / Evaluation of the contributions of gold derived from hypogene, supergene and surficial processes in the formation of placer gold deposits Chapman, R. J., Moles, N. R., Bluemel, B. and Walshaw, R. D. / Detrital gold as an indicator mineral Masson, F.-X., Beaudoin, G. and Laurendeau, D. / Multi-method 2D and 3D reconstruction of gold grain morphology in alluvial deposits: a review and application to the Rivière du Moulin (Québec, Canada) Combes, V., Teitler, Y., Eglinger, A., André-Mayer, A.-S., Heuret, A., Pochon, A., Cathelineau, M. and Gibert, P. / Diversity of supergene gold expressions and implications for gold targetting in an equatorial regolith (AMG’s Couriège Exploration Prospect, French Guiana) Leal, S., Lima, A. and Noronha, F. / Characterization of heavy mineral concentrates and detrital gold particles from the Bigorne granite-hosted gold deposit in the Iberian Variscan Belt Standish, C. D., Chapman, R. J., Moles, N. R., Walshaw, R. D. and Sheridan, J. A. / Archaeological applications of natural gold analyses Index

Anmerkung: Contents Acknowledgements Archer, S. G., Kombrink, H., Patruno, S., Chiarella, D., Jackson, C. A.-L. and Howell, J. A. / Cross-border petroleum geology in the North Sea: an introduction General North Sea Patruno, S., Kombrink, H. and Archer, S. G. / Cross-border stratigraphy of the Northern, Central and Southern North Sea: a comparative tectono-stratigraphic megasequence synthesis Kombrink, H. and Patruno, S. / The integration of public domain lithostratigraphic data into a series of cross-border North Sea well-penetration maps Quirk, D. G. and Archer, S. G. / Exploration play statistics in the Southern North Sea region of The Netherlands and UK Quirk, D. G. and Archer, S. G. / Exploration play statistics in the central–northern North Sea region of UK–Norway–Denmark Roberts, P., Jordan, O., Steen, Ø., Leppard, C., Janssen, J. S., Baudia, E., Ramm, A. and Helgesen, G. / One North Sea fairway analysis: revealing opportunities through data integration across scales Myers, K., Rouillard, P. and Zanella, E. / Exploration performance in the UK and Norwegian North Sea Quirk, D. G., Underhill, J. R., Gluyas, J. G., Howe, M. J., Wilson, H. A. M. and Anderson, S. A / low-carbon future for The North Sea Basin Paleozoic Boscolo Gallo, A., Kilhams, B., de Keijzer, M. and Nicolai, C. / Can thin coals be resolved in seismic data? An example of the challenges for Carboniferous (Visean to Westphalian) source-rock definition across the Elbow Spit Platform (Netherlands) and the Mid North Sea High (UK) through well synthetic modelling Doornenbal, J. C., Kombrink, H., Bouroullec, R., Dalman, R. A. F., De Bruin, G., Geel, C. R., Houben, A. J. P., Jaarsma, B., Juez-Larré, J., Kortekaas, M., Mijnlieff, H. F., Nelskamp, S., Pharaoh, T. C., Ten Veen, J. H., Ter Borgh, M., Van Ojik, K., Verreussel, R. M. C. H., Verweij, J. M. and Vis, G.-J. / New insights on subsurface energy resources in the Southern North Sea Basin area Daniels, S. E., Tucker, M. E., Mawson, M. J., Holdsworth, R. E., Long, J. J., Gluyas, J. G. and Jones, R. R. / Nature and origin of collapse breccias in the Zechstein of NE England: local observations with cross-border petroleum exploration and production significance, across the North Sea Scisciani, V., Patruno, S., D’Intino, N. and Esestime, P. / Paleozoic basin reactivation and inversion of the underexplored Northern North Sea platforms: a cross-border approach Mesozoic Archer, S. G., McKie, T., Andrews, S. D., Wilkins, A. D., Hutchison, M., Young-Ziolkowski, N., Osunde, C., Matheson, J., Thackrey, S., Lang, M., Sola, B., Mouritzen, C., Perrell, C., Greenwood, M., Mauritzen, E. and Tenepalli, S. / Triassic mudstones of the Central North Sea: cross-border characterization, correlation and their palaeoclimatic significance Gray, E., Hartley, A. and Howell, J. / The influence of stratigraphy and facies distribution on reservoir quality and production performance in the Triassic Skagerrak Formation of the UK and Norwegian Central North Sea Orre, L. T. E. and Folkestad, A. / Depositional environments of the Early to Middle Triassic northern North Sea in a syn-rift to a post-rift setting Galluccio, L., Foote, N., Bertouche, M., Kostic, B. and James, A. / Preliminary assessment of dolomite stringers in the Upper Jurassic Farsund Formation as a potential unconventional hydrocarbon reservoir Cenozoic Pernin, N., Feuilleaubois, L., Bird, T. and Reiser, C. / Identifying and de-risking near-field opportunities through reliable pre-stack broadband attributes: examples from the Paleocene North Sea (UK–Norway) injectites play Karstens, J., Müller, P., Berndt, C. and Patruno, S. / Deep-seated focused fluid migration as indicator for hydrocarbon leads in the East Shetland Platform, North Sea Province Medvedev, S., Hartz, E. H., Schmid, D. W., Zakariassen, E. and Varhaug, P. / Influence of glaciations on North Sea petroleum systems Index

Anmerkung: Contents Characteristics of LIPs and their plumbing systems Srivastava, R. K., Ernst, R. E., Buchan, K. L. and de Kock, M. An overview of the plumbing systems of large igneous provinces and their significance Klausen, M. B. / Highly magmatic break-up LIP centres: revisiting the East Greenland volcanic rifted margin Precambrian LIPs and their plumbing systems Cundari, R., Hollings, P., Smyk, M. and Carl, C. / The geochemical evolution of the Logan Igneous Suite, Ontario, Canada: new insights from the Logan Basin and implications for the genesis of the Mesoproterozoic Midcontinent Rift System Davis, W. R., Collins, M. A., Rooney, T. O., Brown, E. L., Stein, C. A., Stein, S. and Moucha, R. / Geochemical, petrographic, and stratigraphic analyses of the Portage Lake Volcanics of the Keweenawan CFBP: implications for the evolution of main stage volcanism in continental flood basalt provinces Stepanova, A. V., Stepanov, V. S., Larionov, A. N., Salnikova, E. B., Samsonov, A. V., Azimov, P., Egorova, S. V., Babarina, I. I., Larionova, Y. O., Sukhanova, M. A., Kervinen, A. V. and Maksimov, O. A. / Relicts of Paleoproterozoic LIPs in the Belomorian Province, eastern Fennoscandian Shield: barcode reconstruction for a deeply eroded collisional orogen Peng, P., Xu, H., Wang, C., Su, X., Sun, F. and Wang, X. / Spatiotemporal evolution of large igneous provinces and their related rifts in the North China craton: role in craton breakup and destruction Pandit, M. K., Pivarunas, A. and Meert, J. G. / Geochemical and palaeomagnetic characteristics of the Vestfold Hills mafic dykes in the Prydz Bay region: implications of a Paleoproterozoic connection between East Antarctica and Proto-India Srivastava, R. K., Ernst, R. E., Söderlund, U., Samal, A. K., Pandey, O. P. and Gautam, G. C. / Existence of the Dharwar–Bastar–Singhbhum (DHABASI) megacraton since 3.35 Ga: constraints from the Precambrian large igneous province record Ahmad, T., Yousuf, I. and Chauhan, H. / Petrogenesis and tectonic settings of Proterozoic mafic magmatism from the northern Indian Shield and the Himalaya: possible role for interaction of mantle plume with the subcontinental lithospheric mantle Phanerozoic LIPs and their plumbing systems Pham, T. T., Shellnutt, J. G., Tran, T.-A. , Denyszyn, S. W. and Iizuka, Y. / Petrogenesis of silicic rocks from the Phan Si Pan–Tu Le region of the Emeishan large igneous province, northwestern Vietnam Morake, M. A., O’Kennedy, J. N. F., Knoper, M. W., de Kock, M., Kramers, J. D., Grantham, G. H., Belyanin, G. and Elburg, M. A. / The age and palaeomagnetism of Jurassic dykes, western Dronning Maud Land: implications for Gondwana breakup Oliveira, A. L., Hollanda, M. H. B. M., Siqueira, R. and Macêdo Filho, A. A. / Using a ‘speedy’ unspiked K–Ar methodology to investigate age patterns in giant mafic dyke swarms Singh, A. K., Oinam, G., Chung, S.-L., Bikramaditya, R. K., Lee, H.-Y. and Joshi, M. / Magmatism in the Siang window of the Eastern Himalayan Syntaxis, NE India: a vestige of Kerguelen mantle plume activity Cucciniello, C., Morra, V., Melluso, L. and Jourdan, F. / Constraints on duration, age and migration of the feeder systems of the Madagascan Flood Basalt Province from high-precision 40 Ar/39 Ar chronology Kale, V. S., Dole, G., Patil Pillai, S., Chatterjee, P. and Bodas, M. / Morphological types in the Deccan Volcanic Province, India: implications for emplacement dynamics of continental flood basalts Sonu, Kumar, A., Satyanarayanan, M., Pathak, V., Vedanti, N. and Shrivastava, J. P. / Chemical stratigraphy of subsurface lava flows from the Koyna (KBH1) core and correlation with the southwestern stratigraphy of the Deccan Traps Steiner, R. A., Rooney, T. O., Girard, G., Rogers, N., Ebinger, C. J., Peterson, L. and Phillips, R. K. / Initial Cenozoic magmatic activity in East Africa: new geochemical constraints on magma distribution within the Eocene continental flood basalt province LIPs and their economic potential Pirajno, F. / Mineral systems and their putative link with mantle plumes Reis, N. J., Teixeira, W., D’Agrella-Filho, M. S., Bettencourt, J. S., Ernst, R. E. and Goulart, L. E. A. / Large igneous provinces of the Amazonian Craton and their metallogenic potential in Proterozoic times Shellnutt, J. G., Pang, K.-N., Qi, L. and Bhat, G. M. / Platinum-group element geochemistry of the Panjal Traps: constraints on mantle melting and implications for mineral exploration Dey, A. and Mondal, S. K. / Origin of Fe–Ni–Cu (Co) sulfide and Fe–Ti oxide minerals in the c. 1.77 Ga dolerite dyke, Singhbhum Craton (eastern India) Choudhary, S., Sen, K. and Kumar, S. / Pyroxenite-hosted chalcopyrites from Sung Valley, Meghalaya, NE India: implications for the formation of both high- and low-temperature sulfides in plume-derived magma Index

Anmerkung: Contents Characteristics of LIPs and their plumbing systems Srivastava, R. K., Ernst, R. E., Buchan, K. L. and de Kock, M. An overview of the plumbing systems of large igneous provinces and their significance Klausen, M. B. / Highly magmatic break-up LIP centres: revisiting the East Greenland volcanic rifted margin Precambrian LIPs and their plumbing systems Cundari, R., Hollings, P., Smyk, M. and Carl, C. / The geochemical evolution of the Logan Igneous Suite, Ontario, Canada: new insights from the Logan Basin and implications for the genesis of the Mesoproterozoic Midcontinent Rift System Davis, W. R., Collins, M. A., Rooney, T. O., Brown, E. L., Stein, C. A., Stein, S. and Moucha, R. / Geochemical, petrographic, and stratigraphic analyses of the Portage Lake Volcanics of the Keweenawan CFBP: implications for the evolution of main stage volcanism in continental flood basalt provinces Stepanova, A. V., Stepanov, V. S., Larionov, A. N., Salnikova, E. B., Samsonov, A. V., Azimov, P., Egorova, S. V., Babarina, I. I., Larionova, Y. O., Sukhanova, M. A., Kervinen, A. V. and Maksimov, O. A. / Relicts of Paleoproterozoic LIPs in the Belomorian Province, eastern Fennoscandian Shield: barcode reconstruction for a deeply eroded collisional orogen Peng, P., Xu, H., Wang, C., Su, X., Sun, F. and Wang, X. / Spatiotemporal evolution of large igneous provinces and their related rifts in the North China craton: role in craton breakup and destruction Pandit, M. K., Pivarunas, A. and Meert, J. G. / Geochemical and palaeomagnetic characteristics of the Vestfold Hills mafic dykes in the Prydz Bay region: implications of a Paleoproterozoic connection between East Antarctica and Proto-India Srivastava, R. K., Ernst, R. E., Söderlund, U., Samal, A. K., Pandey, O. P. and Gautam, G. C. / Existence of the Dharwar–Bastar–Singhbhum (DHABASI) megacraton since 3.35 Ga: constraints from the Precambrian large igneous province record Ahmad, T., Yousuf, I. and Chauhan, H. / Petrogenesis and tectonic settings of Proterozoic mafic magmatism from the northern Indian Shield and the Himalaya: possible role for interaction of mantle plume with the subcontinental lithospheric mantle Phanerozoic LIPs and their plumbing systems Pham, T. T., Shellnutt, J. G., Tran, T.-A. , Denyszyn, S. W. and Iizuka, Y. / Petrogenesis of silicic rocks from the Phan Si Pan–Tu Le region of the Emeishan large igneous province, northwestern Vietnam Morake, M. A., O’Kennedy, J. N. F., Knoper, M. W., de Kock, M., Kramers, J. D., Grantham, G. H., Belyanin, G. and Elburg, M. A. / The age and palaeomagnetism of Jurassic dykes, western Dronning Maud Land: implications for Gondwana breakup Oliveira, A. L., Hollanda, M. H. B. M., Siqueira, R. and Macêdo Filho, A. A. / Using a ‘speedy’ unspiked K–Ar methodology to investigate age patterns in giant mafic dyke swarms Singh, A. K., Oinam, G., Chung, S.-L., Bikramaditya, R. K., Lee, H.-Y. and Joshi, M. / Magmatism in the Siang window of the Eastern Himalayan Syntaxis, NE India: a vestige of Kerguelen mantle plume activity Cucciniello, C., Morra, V., Melluso, L. and Jourdan, F. / Constraints on duration, age and migration of the feeder systems of the Madagascan Flood Basalt Province from high-precision 40 Ar/39 Ar chronology Kale, V. S., Dole, G., Patil Pillai, S., Chatterjee, P. and Bodas, M. / Morphological types in the Deccan Volcanic Province, India: implications for emplacement dynamics of continental flood basalts Sonu, Kumar, A., Satyanarayanan, M., Pathak, V., Vedanti, N. and Shrivastava, J. P. / Chemical stratigraphy of subsurface lava flows from the Koyna (KBH1) core and correlation with the southwestern stratigraphy of the Deccan Traps Steiner, R. A., Rooney, T. O., Girard, G., Rogers, N., Ebinger, C. J., Peterson, L. and Phillips, R. K. / Initial Cenozoic magmatic activity in East Africa: new geochemical constraints on magma distribution within the Eocene continental flood basalt province LIPs and their economic potential Pirajno, F. / Mineral systems and their putative link with mantle plumes Reis, N. J., Teixeira, W., D’Agrella-Filho, M. S., Bettencourt, J. S., Ernst, R. E. and Goulart, L. E. A. / Large igneous provinces of the Amazonian Craton and their metallogenic potential in Proterozoic times Shellnutt, J. G., Pang, K.-N., Qi, L. and Bhat, G. M. / Platinum-group element geochemistry of the Panjal Traps: constraints on mantle melting and implications for mineral exploration Dey, A. and Mondal, S. K. / Origin of Fe–Ni–Cu (Co) sulfide and Fe–Ti oxide minerals in the c. 1.77 Ga dolerite dyke, Singhbhum Craton (eastern India) Choudhary, S., Sen, K. and Kumar, S. / Pyroxenite-hosted chalcopyrites from Sung Valley, Meghalaya, NE India: implications for the formation of both high- and low-temperature sulfides in plume-derived magma Index

Anmerkung: Dissertation, Gottfried Wilhelm Leibniz Universität Hannover, 2022 , Inhaltsverzeichnis Abbildungsverzeichnis Abkürzungsverzeichnis 1. Einführung 1.1. Ausgangssituation für die Arbeit 1.2. Stand der Wissenschaft und Forschung 1.3. Methodik der Arbeit 2. Rahmenbedingungen des Immobilienmarktes 2.1. Allgemeines 2.2. Aktuelle und zukünftige Entwicklungstendenzen 2.3. Die wachsende Bedeutung künftiger Entwicklungen 3. Theoretische Ausgangsbasis 3.1. Zur Entwicklung des Verkehrswertbegriffs 3.2. Künftige Entwicklungen - von der WertV zur ImmoWertV 2021 3.3. Normierte und nicht normierte Wertermittlungsverfahren 3.4. Die allgemeinen Wertverhältnisse 3.5. Die wertbeeinflussenden Grundstücksmerkmale 3.5.1. Allgemeines 3.5.2. Rechtliche Gegebenheiten 3.5.2.1. Allgemeines 3.5.2.2. Öffentliches Bau- und Planungsrecht 3.5.2.3. Bauordnungsrecht 3.5.2.4. Bestandsschutz 3.5.2.5. Weitere rechtliche Gegebenheiten des öffentlichen Rechts 3.5.2.6. Rechtliche Gegebenheiten des Zivilrechts 3.5.3. Die Beschaffenheit und tatsächliche Eigenschaften 3.5.4. Die Lagemerkmale 3.6. Spezifische Grundstückszustände und -merkmale 3.6.1. Allgemeines 3.6.2. Absehbare Nutzungsänderungen 3.6.3. Flächen mit Vornutzungsbelastungen und künftiger Neunutzung 3.6.4. Flächen mit städtebaulichen Missständen und erheblichenFunktionsverlusten 3.6.5. Weitere spezifische Grundstückszustände und -merkmale 3.6.5.1. Künftige Änderungen des baulichen Zustandes 3.6.5.2. Nicht ausgeschöpfte Nutzungspotentiale 3.6.5.3. Zwischennutzungen 3.6.5.4. Geplanter Ausbau der Infrastruktur 3.6.5.5. Geplante Ansiedlungen oder deren künftiger Wegfall 3.7. Internationale Wertermittlungsverfahren 3.8 Bilanzierung von Immobilien 3.9. Kreditwirtschaftliche Wertermittlung 3.10. Fazit 4. Empirische Untersuchungen zur Bedeutung künftiger Entwicklungen 4.1. Übersicht 4.2. Expertenbefragung 4.3. Auswertung von Wertgutachten 4.4. Auswertung von Grundstücksmarktberichten 4.5. Auswertung von anderenDatenquellen 4.6. Fazit 5. Systematisierung von künftigen Entwicklungen 5.1. Übersicht 5.2. Systematisierung 5.3. Fazit 6. Allgemeine Instrumente zur Berücksichtigung künftiger Entwicklungen 6.1. Übersicht 6.2. Prognosen 6.2.1. Allgemeines 6.2.2. Prognoseermächtigung und -begrenzung in der ImmoWertV 6.2.3. Prognosehorizont 6.3. Risikobewertung 6.4. Szenarien, Entwicklungskorridore undMarktanalysen 6.5. SWOT-Analysen 6.6. Fazit 7. Beispiele zum Einfluss künftiger Entwicklungen 7.1. Übersicht 7.2. Fallbeispiel: Allgemeine Wertverhältnisse - Pandemie 7.2.1. Allgemeines 7.2.2. Auswirkungen auf die Stadtentwicklungsprozesse 7.2.3. Auswirkungen auf einzelne Teilmärkte 7.2.3.1. Einzelhandel 7.2.3.2. Büro-, Gewerbe- und Industrieimmobilien 7.2.3.3. Hotels, Gaststätten und Freizeitimmobilien 7.2.3.4. Logistik-, Hafen- und Messeimmobilien 7.2.3.5. Wohnungsimmobilien 7.2.4. Fazit 7.3. Fallbeispiel: Entwicklung der Standortqualität - demografische Entwicklung 7.3.1. Allgemeines 7.3.2. Berücksichtigung von demografischen Entwicklungen am Beispiel von rückläufigen Einwohnerzahlen 7.3.3. Fazit 7.4. Fallbeispiel: Entwicklung der Standortqualität - wirtschaftliche Entwicklungen 7.4.1. Allgemeines 7.4.2. Berücksichtigung von wirtschaftlichen Entwicklungen 7.4.3. Fazit 7.5. Fallbeispiel: Entwicklungen der Standortqualität - städtebauliche Entwicklungen - Brachflächen 7.5.1. Allgemeines 7.5.2. Berücksichtigung von künftigen Entwicklungen bei zu erwartenden Brachflächen 7.5.3. Berücksichtigung von künftigen Entwicklungen bei entstandenen Brachflächen 7.5.4. Wahl der Wertermittlungsmethode bei entstandenen Brachflächen 7.5.4.1. Allgemeines 7.5.4.2. Das Residualwertverfahren 7.5.4.3. Das Liquidationswertverfahren 7.5.5. Fazit 7.6. Fallbeispiel: Planungsbezogene Entwicklungen - Informelle städtebauliche Planungen 7.6.1 Allgemeines 7.6.2. Arten von informellen städtebaulichen Planungen 7.6.3. Allgemeine Wirkung von informellen Planungen und ihreWertrelevanz 7.6.4. Bedeutung von informellen Planungen für die Wertermittlungan Beispielen 7.6.4.1. Einzelhandelskonzepte 7.6.4.2. Vergnügungsstättenkonzepte 7.6.4.3. Innenbereichsstärkungskonzepte 7.6.4.4. Stadtumbaukonzepte 7.6.5. Bedeutung von städtebaulichen Verträgen für die Wertermittlung 7.6.6. Fazit 8. Weitere Wertermittlungsaspekte zur Berücksichtigung künftiger Entwicklungen 8.1. Allgemeines 8.2. Erfordernis derhinreichenden Sicherheit aufgrundkonkreter Tatsachen 8.3. Wartezeit 8.4. Besonderheiten beider retrogradenVerkehrswertermittlung 8.5. Fazit 9. Zusammenfassende Darstellung und Ausblick 9.1. Zusammenfassung 9.2. Mögliche Weiterentwicklung desWertermittlungsrechtes und Forschungsbedarf Literaturverzeichnis , Sprache der Kurzfassungen: Englisch, Deutsch

Anmerkung: Data Analysis in the Earth Sciences.- Introduction to Python.- Univariate Statistics.- Bivariate Statistics.- Time Series Analysis.- Signal Processing.- Spatial Data.- Image Processing.- Multivariate Statistics.- Directional Data.

Anmerkung: Contents Acknowledgements Archer, S. G., Kombrink, H., Patruno, S., Chiarella, D., Jackson, C. A.-L. and Howell, J. A. / Cross-border petroleum geology in the North Sea: an introduction General North Sea Patruno, S., Kombrink, H. and Archer, S. G. / Cross-border stratigraphy of the Northern, Central and Southern North Sea: a comparative tectono-stratigraphic megasequence synthesis Kombrink, H. and Patruno, S. / The integration of public domain lithostratigraphic data into a series of cross-border North Sea well-penetration maps Quirk, D. G. and Archer, S. G. / Exploration play statistics in the Southern North Sea region of The Netherlands and UK Quirk, D. G. and Archer, S. G. / Exploration play statistics in the central–northern North Sea region of UK–Norway–Denmark Roberts, P., Jordan, O., Steen, Ø., Leppard, C., Janssen, J. S., Baudia, E., Ramm, A. and Helgesen, G. / One North Sea fairway analysis: revealing opportunities through data integration across scales Myers, K., Rouillard, P. and Zanella, E. / Exploration performance in the UK and Norwegian North Sea Quirk, D. G., Underhill, J. R., Gluyas, J. G., Howe, M. J., Wilson, H. A. M. and Anderson, S. A / low-carbon future for The North Sea Basin Paleozoic Boscolo Gallo, A., Kilhams, B., de Keijzer, M. and Nicolai, C. / Can thin coals be resolved in seismic data? An example of the challenges for Carboniferous (Visean to Westphalian) source-rock definition across the Elbow Spit Platform (Netherlands) and the Mid North Sea High (UK) through well synthetic modelling Doornenbal, J. C., Kombrink, H., Bouroullec, R., Dalman, R. A. F., De Bruin, G., Geel, C. R., Houben, A. J. P., Jaarsma, B., Juez-Larré, J., Kortekaas, M., Mijnlieff, H. F., Nelskamp, S., Pharaoh, T. C., Ten Veen, J. H., Ter Borgh, M., Van Ojik, K., Verreussel, R. M. C. H., Verweij, J. M. and Vis, G.-J. / New insights on subsurface energy resources in the Southern North Sea Basin area Daniels, S. E., Tucker, M. E., Mawson, M. J., Holdsworth, R. E., Long, J. J., Gluyas, J. G. and Jones, R. R. / Nature and origin of collapse breccias in the Zechstein of NE England: local observations with cross-border petroleum exploration and production significance, across the North Sea Scisciani, V., Patruno, S., D’Intino, N. and Esestime, P. / Paleozoic basin reactivation and inversion of the underexplored Northern North Sea platforms: a cross-border approach Mesozoic Archer, S. G., McKie, T., Andrews, S. D., Wilkins, A. D., Hutchison, M., Young-Ziolkowski, N., Osunde, C., Matheson, J., Thackrey, S., Lang, M., Sola, B., Mouritzen, C., Perrell, C., Greenwood, M., Mauritzen, E. and Tenepalli, S. / Triassic mudstones of the Central North Sea: cross-border characterization, correlation and their palaeoclimatic significance Gray, E., Hartley, A. and Howell, J. / The influence of stratigraphy and facies distribution on reservoir quality and production performance in the Triassic Skagerrak Formation of the UK and Norwegian Central North Sea Orre, L. T. E. and Folkestad, A. / Depositional environments of the Early to Middle Triassic northern North Sea in a syn-rift to a post-rift setting Galluccio, L., Foote, N., Bertouche, M., Kostic, B. and James, A. / Preliminary assessment of dolomite stringers in the Upper Jurassic Farsund Formation as a potential unconventional hydrocarbon reservoir Cenozoic Pernin, N., Feuilleaubois, L., Bird, T. and Reiser, C. / Identifying and de-risking near-field opportunities through reliable pre-stack broadband attributes: examples from the Paleocene North Sea (UK–Norway) injectites play Karstens, J., Müller, P., Berndt, C. and Patruno, S. / Deep-seated focused fluid migration as indicator for hydrocarbon leads in the East Shetland Platform, North Sea Province Medvedev, S., Hartz, E. H., Schmid, D. W., Zakariassen, E. and Varhaug, P. / Influence of glaciations on North Sea petroleum systems Index

Anmerkung: Contents Torvela, T., Chapman, R. and Lambert-Smith, J. / An introduction to Recent Advances in Understanding Gold Deposits: from Orogeny to Alluvium: the importance of multi-method approaches and developing a characterization Large-scale processes, models and multi-variate datasets Mortensen, J. K., Craw, D. and MacKenzie, D. J. / Concepts and revised models for Phanerozoic orogenic gold deposits Babedi, L., von der Heyden, B. P., Tadie, M. and Mayne, M. / Trace elements in pyrite from five different gold ore deposit classes: a review and meta-analysis Liu, Y., Zhao, Y., Xue, C., Yu, L., Chu, H. and Zhao, X. / The Changshagou gold deposit, Eastern Tianshan, NW China: orogenic gold mineralization overprinting a porphyry gold occurrence Mesquita, M. J., Gomes, M. E. B., Moreira, I. de C., Paes, R. A. S., Martins, H. E. da S., Matos, J. H., Ruggiero, A., Primo, G., Ducart, D. F., Poggi, L., Pimenta, V., de Laurentis, L. Z. and Kunifoshita, A. M. U. / Paleoproterozoic gold deposits at Alta Floresta Mineral Province, Brazil: two overprinted mineralizing events? Zhao, W., Zhao, X., Xue, C., Seltmann, R., Dolgopolova, A., Andersen, J. C., Cui, X. and Xing, L. / Thermochronological constraints on the exhumation history of the Carboniferous Katebasu gold deposit, western Tianshan gold belt, NW China Orogenic gold deposit case studies Combes, V., Eglinger, A., André-Mayer, A.-S., Teitler, Y., Heuret, A., Gibert, P. and Béziat, D. / Polyphase gold mineralization at the Yaou deposit, French Guiana Perret, J., André-Mayer, A.-S., Eglinger, A., Feneyrol, J., Voinot, A., Morlot, C., Barou, F., Teitler, Y., Seira, D. and Bosc, R. / Structural and geochemical ore-forming processes in deformed gold deposits: towards a multiscale and multimethod approach Smith, M., Banks, D., Ray, S. and Bowers, F. / Hypozonal gold mineralization in shear zone-hosted deposits driven by fault valve action and fluid mixing: the Nalunaq deposit, Greenland Alexandre, P. and Fayek, M. / Formation temperature and ages of the True North ‘orogenic’ gold deposit in Manitoba, Canada Gold in the surficial environment Chapman, R. J., Craw, D., Moles, N. R., Banks, D. A. and Grimshaw, M. R. / Evaluation of the contributions of gold derived from hypogene, supergene and surficial processes in the formation of placer gold deposits Chapman, R. J., Moles, N. R., Bluemel, B. and Walshaw, R. D. / Detrital gold as an indicator mineral Masson, F.-X., Beaudoin, G. and Laurendeau, D. / Multi-method 2D and 3D reconstruction of gold grain morphology in alluvial deposits: a review and application to the Rivière du Moulin (Québec, Canada) Combes, V., Teitler, Y., Eglinger, A., André-Mayer, A.-S., Heuret, A., Pochon, A., Cathelineau, M. and Gibert, P. / Diversity of supergene gold expressions and implications for gold targetting in an equatorial regolith (AMG’s Couriège Exploration Prospect, French Guiana) Leal, S., Lima, A. and Noronha, F. / Characterization of heavy mineral concentrates and detrital gold particles from the Bigorne granite-hosted gold deposit in the Iberian Variscan Belt Standish, C. D., Chapman, R. J., Moles, N. R., Walshaw, R. D. and Sheridan, J. A. / Archaeological applications of natural gold analyses Index

Anmerkung: Contents PART A Lucas, S. G., Schneider, J. W., Nikolaeva, S. and Wang, X. / The Carboniferous timescale: an introduction Carboniferous chronostratigraphy Lucas, S. G., Schneider, J. W., Nikolaeva, S. and Wang, X. / The Carboniferous chronostratigraphic scale: history, status and prospectus Alekseev, A. S., Nikolaeva, S. V., Goreva, N. V., Donova, N. B., Kossovaya, O. L., Kulagina, E. I., Kucheva, N. A., Kurilenko, A. V., Kutygin, R. V., Popeko, L. I. and Stepanova, T. I. / Russian regional Carboniferous stratigraphy González, C. R. and Díaz Saravia, P. / Proposed chronostratigraphic units for the Carboniferous and early Permian of the southwestern Gondwana margin Magnetostratigraphy Hounslow, M. W. / A geomagnetic polarity timescale for the Carboniferous Isotope stratigraphy Chen, J., Chen, B. and Montañez, I. P. 7 Carboniferous isotope stratigraphy Cyclostratigraphy Montañez, I. P. 7 Current synthesis of the penultimate icehouse and its imprint on the Upper Devonian through Permian stratigraphic record Marine biostratigraphy Vachard, D. and Le Coze, F. 7 Carboniferous smaller Foraminifera: convergences and divergences Ueno, K. 7 Carboniferous fusuline Foraminifera: taxonomy, regional biostratigraphy, and palaeobiogeographic faunal development Angiolini, L., Cisterna, G. A., Mottequin, B., Shen, S.-Z. and Muttoni, G. 7 Global Carboniferous brachiopod biostratigraphy Ausich, W. I., Kammer, T. W. and Mirantsev, G. V. 7 Carboniferous crinoids Wang, X.-D., Yang, S.-R., Yao, L., Sugiyama, T. and Hu, K.-yi 7 Carboniferous biostratigraphy of rugose corals Nikolaeva, S. V. / Carboniferous ammonoid genozones PART B Barrick, J. E., Alekseev, A. S., Blanco-Ferrera, S., Goreva, N. V., Hu, K., Lambert, L. L., Nemyrovska, T. I., Qi, Y., Ritter, S. M. and Sanz-López, J. 7 Carboniferous conodont biostratigraphy Ginter, M. / The biostratigraphy of Carboniferous chondrichthyans Non-marine biostratigraphy Eble, C. F. / Appalachian coal bed palynofloras: changes in composition through time and comparison with other areas Opluštil, S., Cleal, C. J., Wang, J. and Wan, M. / Carboniferous macrofloral biostratigraphy: an overview Schneider, J. W., Scholze, F., Ross, A. J., Blake, B. M. Jr and Lucas, S. G. / Improved blattoid insect and conchostracan zonation for the Late Carboniferous, Pennsylvanian, of Euramerica Amler, M. R. W. and Silantiev, V. V. / A global review of Carboniferous marine and non-marine bivalve biostratigraphy Lucas, S. G., Stimson, M. R., King, O. A., Calder, J. H., Mansky, C. F., Hebert, B. L. and Hunt, A. P. / Carboniferous tetrapod footprint biostratigraphy, biochronology and evolutionary events Lucas, S. G. / Carboniferous tetrapod biostratigraphy, biochronology and evolutionary events Index

Anmerkung: Contents PART A Lucas, S. G., Schneider, J. W., Nikolaeva, S. and Wang, X. / The Carboniferous timescale: an introduction Carboniferous chronostratigraphy Lucas, S. G., Schneider, J. W., Nikolaeva, S. and Wang, X. / The Carboniferous chronostratigraphic scale: history, status and prospectus Alekseev, A. S., Nikolaeva, S. V., Goreva, N. V., Donova, N. B., Kossovaya, O. L., Kulagina, E. I., Kucheva, N. A., Kurilenko, A. V., Kutygin, R. V., Popeko, L. I. and Stepanova, T. I. / Russian regional Carboniferous stratigraphy González, C. R. and Díaz Saravia, P. / Proposed chronostratigraphic units for the Carboniferous and early Permian of the southwestern Gondwana margin Magnetostratigraphy Hounslow, M. W. / A geomagnetic polarity timescale for the Carboniferous Isotope stratigraphy Chen, J., Chen, B. and Montañez, I. P. 7 Carboniferous isotope stratigraphy Cyclostratigraphy Montañez, I. P. 7 Current synthesis of the penultimate icehouse and its imprint on the Upper Devonian through Permian stratigraphic record Marine biostratigraphy Vachard, D. and Le Coze, F. 7 Carboniferous smaller Foraminifera: convergences and divergences Ueno, K. 7 Carboniferous fusuline Foraminifera: taxonomy, regional biostratigraphy, and palaeobiogeographic faunal development Angiolini, L., Cisterna, G. A., Mottequin, B., Shen, S.-Z. and Muttoni, G. 7 Global Carboniferous brachiopod biostratigraphy Ausich, W. I., Kammer, T. W. and Mirantsev, G. V. 7 Carboniferous crinoids Wang, X.-D., Yang, S.-R., Yao, L., Sugiyama, T. and Hu, K.-yi 7 Carboniferous biostratigraphy of rugose corals Nikolaeva, S. V. / Carboniferous ammonoid genozones PART B Barrick, J. E., Alekseev, A. S., Blanco-Ferrera, S., Goreva, N. V., Hu, K., Lambert, L. L., Nemyrovska, T. I., Qi, Y., Ritter, S. M. and Sanz-López, J. 7 Carboniferous conodont biostratigraphy Ginter, M. / The biostratigraphy of Carboniferous chondrichthyans Non-marine biostratigraphy Eble, C. F. / Appalachian coal bed palynofloras: changes in composition through time and comparison with other areas Opluštil, S., Cleal, C. J., Wang, J. and Wan, M. / Carboniferous macrofloral biostratigraphy: an overview Schneider, J. W., Scholze, F., Ross, A. J., Blake, B. M. Jr and Lucas, S. G. / Improved blattoid insect and conchostracan zonation for the Late Carboniferous, Pennsylvanian, of Euramerica Amler, M. R. W. and Silantiev, V. V. / A global review of Carboniferous marine and non-marine bivalve biostratigraphy Lucas, S. G., Stimson, M. R., King, O. A., Calder, J. H., Mansky, C. F., Hebert, B. L. and Hunt, A. P. / Carboniferous tetrapod footprint biostratigraphy, biochronology and evolutionary events Lucas, S. G. / Carboniferous tetrapod biostratigraphy, biochronology and evolutionary events Index

Anmerkung: Contents Dedication Hunter, A. W., Álvaro, J. J., Lefebvre, B., Van Roy, P. and Zamora, S. / An introduction to the Great Ordovician Biodiversification Event: insights from the Tafilalt Biota, Morocco Geological and faunal context Lefebvre, B., Van Roy, P., Zamora, S., Gutiérrez-Marco, J. C. and Nohejlová, M. / The Late Ordovician Tafilalt Biota, Anti-Atlas, Morocco: A high-latitude perspective on the GOBE Álvaro, J. J., Benharref, M., Destombes, J., Gutiérrez-Marco, J. C., Hunter, A. W., Lefebvre, B., Van Roy, P. and Zamora, S. / Ordovician stratigraphy and benthic community replacements in the eastern Anti-Atlas, Morocco International fossil trade Gutiérrez-Marco, J. C. and García-Bellido, D. C. / The international fossil trade from the Paleozoic of the Anti-Atlas, Morocco Early Paleozoic faunas from the Anti-Atlas Gutiérrez-Marco, J. C., Pereira, S., García-Bellido, D. C. and Rábano, I. / Ordovician trilobites from the Tafilalt Lagerstätte: new data and reappraisal of the Bou Nemrou assemblage Budil, P. and Fatka, O. / Ordovician trilobites with soft parts in African West Gondwana, European peri-Gondwana and Avalonia: a review Colmenar, J., Villas, E. and Rasmussen, C. M. Ø. / A synopsis of Late Ordovician brachiopod diversity in the Anti-Atlas, Morocco Villas, E. and Colmenar, J. / Brachiopods from the Upper Ordovician of Erfoud (eastern Anti-Atlas, Morocco) and the stratigraphic correlation of the bryozoan-rich Khabt-el Hajar Formation Van Iten, H., Gutiérrez-Marco, J. C., Muir, L. A., Simões, M. G. and Leme, J. M. / Ordovician conulariids (Scyphozoa) from the Upper Tiouririne Formation (Katian), eastern Anti-Atlas Mountains, southern Morocco Ernst, A. / Upper Ordovician bryozoans of Morocco Gutiérrez-Marco, J. C., Muir, L. A. and Mitchell, C. E. / Upper Ordovician planktic and benthic graptolites and a possible hydroid from the Tafilalt Biota, southeastern Morocco Ebbestad, J. O. R., Polechová, M., Kröger, B. and Gutiérrez-Marco, J. C. / Late Ordovician molluscs of the central and eastern Anti-Atlas, Morocco Muir, L. A., Botting, J. P., Walker, S. N. A., Schiffbauer, J. D. and MacGabhann, B. A. / Onuphionella corusca sp. nov.: an early Cambrian-type agglutinated tube from Upper Ordovician strata of Morocco Echinoderm Lagerstätten Lefebvre, B., Nohejlová, M., Kašička, L. and Zicha, O. / New peri-Gondwanan occurrences of the Ordovician genus Diamphidiocystis (Echinodermata, Stylophora): implications for mitrocystitid palaeobiogeography and diversity Lefebvre, B., Nohejlová, M., Martin, E. L. O., Kašič ka, L., Zicha, O. and Gutiérrez-Marco, J. C. / New Middle and Late Ordovician cornute stylophorans (Echinodermata) from Morocco and other peri-Gondwanan areas Nohejlová, M. and Lefebvre, B. / Late Ordovician solutan echinoderms from the Western Tafilalt, Morocco Botting, J. P. / Late Ordovician crinoids from the Anti-Atlas region of Morocco Sumrall, C. D. and Zamora, S. / New Upper Ordovician edrioasteroids from Morocco Zamora, S. and Sumrall, C. D. / Hexedriocystis, an aberrant echinoderm from the Upper Ordovician of Morocco Zamora, S., Nardin, E., Esteve, J. and Gutiérrez-Marco, J. C. / New rhombiferan blastozoans (Echinodermata) from the Late Ordovician of Morocco Zamora, S. and Sumrall, C. D. / The first report of coronates (echinodermata) from Africa Index

Anmerkung: Contents Acknowledgements Asch, K., Kitazato, H. and Vallius, H. / From Continental Shelf to Slope: Mapping the Oceanic Realm: Introduction Vallius, H. T. V., Kotilainen, A. T., Asch, K. C., Fiorentino, A., Judge, M., Stewart, H. A. and Pjetursson, B. / Discovering Europe’s seabed geology: the EMODnet concept of uniform collection and harmonization of marine data Ryabchuk, D., Sergeev, A., Zhamoida, V., Budanov, L., Krek, A., Neevin, I., Bubnova, E., Danchenkov, A. and Kovaleva, O. / High-resolution geological mapping towards an understanding of post-glacial development and Holocene sedimentation processes in the eastern Gulf of Finland: an EMODnet Geology case study Breuer, S. and Asch, K. / A first approach to a Quaternary geomorphological map of the German seas Bøe, R., Rún Bjarnadóttir, L., Elvenes, S., Dolan, M., Bellec, V., Thorsnes, T., Lepland, A. and Longva, O. / Revealing the secrets of Norway’s seafloor – geological mapping within the MAREANO programme and in coastal areas O’Toole, R., Judge, M., Sacchetti, F., Furey, T., Mac Craith, E., Sheehan, K., Kelly, S., Cullen, S., McGrath, F. and Monteys, X. / Mapping Ireland’s coastal, shelf and deep-water environments using illustrative case studies to highlight the impact of seabed mapping on the generation of blue knowledge Terrinha, P., Medialdea, T., Batista, L., Somoza, L., Magalhães, V., González, F. J., Noiva, J., Lobato, A., Rosa, M., Marino, E., Brito, P., Neres, M. and Ribeiro, C. / Integrated thematic geological mapping of the Atlantic Margin of Iberia Gozhik, P. F. and Rokitsky, V. E. / The Pliocene deposits of the Black Sea Shelf east of the Danube River Delta Mil-Homens, M., Brito, P., Magalhães, V., Rosa, M., Neres, M., Silva, M., Salgueiro, E., Drago, T., Rodrigues, A. I., Guerra, M. T., Gaudêncio, M. J., Almeida, E., Silva, M., Freitas, M., Pinto, C. A., Bandarra, C. and Terrinha, P. / Integrated geophysical and sedimentological datasets for assessment of offshore borrow areas: the CHIMERA project (western Portuguese Coast) Battaglini, L., D’Angelo, S. and Fiorentino, A. / Collating European data on geological events in submerged areas: examples of correlation and interpretation from Italian seas Greene, H. G. and Barrie, J. V. / Faulting within the San Juan–southern Gulf Islands Archipelagos, upper plate deformation of the Cascadia subduction complex Arai, K. / Geological mapping of coastal and offshore Japan (by GSJ-AIST): collecting and utilizing the geological information Ikehara, K., Katayama, H., Sagayama, T. and Irino, T. / Geological controls on dispersal and deposition of river flood sediments on the Hidaka shelf, Northern Japan Furuyama, S., Sato, T., Arai, K. and Ozaki, M. / Tectonic evolution in the Early to Middle Pleistocene off the east coast of the Boso Peninsula, Japan Sato, T., Furuyama, S., Komatsubara, J., Ozaki, M. and Yamaguchi, K. / Bent incised valley formed in uplifting shelf facing subduction margin: case study off the eastern coast of the Boso Peninsula, central Japan Ohta, A., Imai, N., Tachibana, Y. and Ikehara, K. / Application of spatial distribution patterns of multi-elements in geochemical maps for provenance and transfer process of marine sediments in Kyushu, western Japan Oki, Y., Kitazato, H., Fujii, T. and Yasukawa, S. / Habitat mapping for human well-being: a tool for reducing risk in disaster-prone coastal environments and human communities Index

Anmerkung: Contents Dedication Hunter, A. W., Álvaro, J. J., Lefebvre, B., Van Roy, P. and Zamora, S. / An introduction to the Great Ordovician Biodiversification Event: insights from the Tafilalt Biota, Morocco Geological and faunal context Lefebvre, B., Van Roy, P., Zamora, S., Gutiérrez-Marco, J. C. and Nohejlová, M. / The Late Ordovician Tafilalt Biota, Anti-Atlas, Morocco: A high-latitude perspective on the GOBE Álvaro, J. J., Benharref, M., Destombes, J., Gutiérrez-Marco, J. C., Hunter, A. W., Lefebvre, B., Van Roy, P. and Zamora, S. / Ordovician stratigraphy and benthic community replacements in the eastern Anti-Atlas, Morocco International fossil trade Gutiérrez-Marco, J. C. and García-Bellido, D. C. / The international fossil trade from the Paleozoic of the Anti-Atlas, Morocco Early Paleozoic faunas from the Anti-Atlas Gutiérrez-Marco, J. C., Pereira, S., García-Bellido, D. C. and Rábano, I. / Ordovician trilobites from the Tafilalt Lagerstätte: new data and reappraisal of the Bou Nemrou assemblage Budil, P. and Fatka, O. / Ordovician trilobites with soft parts in African West Gondwana, European peri-Gondwana and Avalonia: a review Colmenar, J., Villas, E. and Rasmussen, C. M. Ø. / A synopsis of Late Ordovician brachiopod diversity in the Anti-Atlas, Morocco Villas, E. and Colmenar, J. / Brachiopods from the Upper Ordovician of Erfoud (eastern Anti-Atlas, Morocco) and the stratigraphic correlation of the bryozoan-rich Khabt-el Hajar Formation Van Iten, H., Gutiérrez-Marco, J. C., Muir, L. A., Simões, M. G. and Leme, J. M. / Ordovician conulariids (Scyphozoa) from the Upper Tiouririne Formation (Katian), eastern Anti-Atlas Mountains, southern Morocco Ernst, A. / Upper Ordovician bryozoans of Morocco Gutiérrez-Marco, J. C., Muir, L. A. and Mitchell, C. E. / Upper Ordovician planktic and benthic graptolites and a possible hydroid from the Tafilalt Biota, southeastern Morocco Ebbestad, J. O. R., Polechová, M., Kröger, B. and Gutiérrez-Marco, J. C. / Late Ordovician molluscs of the central and eastern Anti-Atlas, Morocco Muir, L. A., Botting, J. P., Walker, S. N. A., Schiffbauer, J. D. and MacGabhann, B. A. / Onuphionella corusca sp. nov.: an early Cambrian-type agglutinated tube from Upper Ordovician strata of Morocco Echinoderm Lagerstätten Lefebvre, B., Nohejlová, M., Kašička, L. and Zicha, O. / New peri-Gondwanan occurrences of the Ordovician genus Diamphidiocystis (Echinodermata, Stylophora): implications for mitrocystitid palaeobiogeography and diversity Lefebvre, B., Nohejlová, M., Martin, E. L. O., Kašič ka, L., Zicha, O. and Gutiérrez-Marco, J. C. / New Middle and Late Ordovician cornute stylophorans (Echinodermata) from Morocco and other peri-Gondwanan areas Nohejlová, M. and Lefebvre, B. / Late Ordovician solutan echinoderms from the Western Tafilalt, Morocco Botting, J. P. / Late Ordovician crinoids from the Anti-Atlas region of Morocco Sumrall, C. D. and Zamora, S. / New Upper Ordovician edrioasteroids from Morocco Zamora, S. and Sumrall, C. D. / Hexedriocystis, an aberrant echinoderm from the Upper Ordovician of Morocco Zamora, S., Nardin, E., Esteve, J. and Gutiérrez-Marco, J. C. / New rhombiferan blastozoans (Echinodermata) from the Late Ordovician of Morocco Zamora, S. and Sumrall, C. D. / The first report of coronates (echinodermata) from Africa Index

Anmerkung: Contents Acknowledgements Asch, K., Kitazato, H. and Vallius, H. / From Continental Shelf to Slope: Mapping the Oceanic Realm: Introduction Vallius, H. T. V., Kotilainen, A. T., Asch, K. C., Fiorentino, A., Judge, M., Stewart, H. A. and Pjetursson, B. / Discovering Europe’s seabed geology: the EMODnet concept of uniform collection and harmonization of marine data Ryabchuk, D., Sergeev, A., Zhamoida, V., Budanov, L., Krek, A., Neevin, I., Bubnova, E., Danchenkov, A. and Kovaleva, O. / High-resolution geological mapping towards an understanding of post-glacial development and Holocene sedimentation processes in the eastern Gulf of Finland: an EMODnet Geology case study Breuer, S. and Asch, K. / A first approach to a Quaternary geomorphological map of the German seas Bøe, R., Rún Bjarnadóttir, L., Elvenes, S., Dolan, M., Bellec, V., Thorsnes, T., Lepland, A. and Longva, O. / Revealing the secrets of Norway’s seafloor – geological mapping within the MAREANO programme and in coastal areas O’Toole, R., Judge, M., Sacchetti, F., Furey, T., Mac Craith, E., Sheehan, K., Kelly, S., Cullen, S., McGrath, F. and Monteys, X. / Mapping Ireland’s coastal, shelf and deep-water environments using illustrative case studies to highlight the impact of seabed mapping on the generation of blue knowledge Terrinha, P., Medialdea, T., Batista, L., Somoza, L., Magalhães, V., González, F. J., Noiva, J., Lobato, A., Rosa, M., Marino, E., Brito, P., Neres, M. and Ribeiro, C. / Integrated thematic geological mapping of the Atlantic Margin of Iberia Gozhik, P. F. and Rokitsky, V. E. / The Pliocene deposits of the Black Sea Shelf east of the Danube River Delta Mil-Homens, M., Brito, P., Magalhães, V., Rosa, M., Neres, M., Silva, M., Salgueiro, E., Drago, T., Rodrigues, A. I., Guerra, M. T., Gaudêncio, M. J., Almeida, E., Silva, M., Freitas, M., Pinto, C. A., Bandarra, C. and Terrinha, P. / Integrated geophysical and sedimentological datasets for assessment of offshore borrow areas: the CHIMERA project (western Portuguese Coast) Battaglini, L., D’Angelo, S. and Fiorentino, A. / Collating European data on geological events in submerged areas: examples of correlation and interpretation from Italian seas Greene, H. G. and Barrie, J. V. / Faulting within the San Juan–southern Gulf Islands Archipelagos, upper plate deformation of the Cascadia subduction complex Arai, K. / Geological mapping of coastal and offshore Japan (by GSJ-AIST): collecting and utilizing the geological information Ikehara, K., Katayama, H., Sagayama, T. and Irino, T. / Geological controls on dispersal and deposition of river flood sediments on the Hidaka shelf, Northern Japan Furuyama, S., Sato, T., Arai, K. and Ozaki, M. / Tectonic evolution in the Early to Middle Pleistocene off the east coast of the Boso Peninsula, Japan Sato, T., Furuyama, S., Komatsubara, J., Ozaki, M. and Yamaguchi, K. / Bent incised valley formed in uplifting shelf facing subduction margin: case study off the eastern coast of the Boso Peninsula, central Japan Ohta, A., Imai, N., Tachibana, Y. and Ikehara, K. / Application of spatial distribution patterns of multi-elements in geochemical maps for provenance and transfer process of marine sediments in Kyushu, western Japan Oki, Y., Kitazato, H., Fujii, T. and Yasukawa, S. / Habitat mapping for human well-being: a tool for reducing risk in disaster-prone coastal environments and human communities Index

Anmerkung: Common theoretical and practical basis -- The multifaceted nature of magma mixing -- The fundamental phenomenon -- The evolution of igneous rocks and in triggering explosive volcanic eruptions -- Draw the most complete picture about this natural process.

Anmerkung: Contents Preface Introduction 1.1 Hazard and Risk Analysis 1.2 Uses of Hazard and Risk Infonnation 1.3 Detenninistic Analysis 1.4 Probabilistic Seismic Hazard Analysis 1.5 Probabilistic Risk Analysis 1.6 Benefits of Probabilistic Analysis I. 7 Uncertainties in Probabilistic Analysis 1.8 Validation Part I Hazard Inputs 2 Seismic Source Characterization 2.1 Introduction 2.2 Earth Structure and Plate Tectonics 2.3 Faults 2.4 Earthquake Processes 2.5 Earthquake Size 2.6 Definitions of Seismic Sources 2. 7 Source Characteristics 2.8 Conceptual Development of SSMs Exercises 3 Characterization of Earthquake Rates and Rupture Scenarios 3.1 Introduction 3.2 Approaches to Determining Rupture Rates 3.3 Constraints from Seismicity Data 3.4 Geological Constraints on Activity 3.5 Magnitude-Frequency Distributions 3.6 Rupture Scenarios and Computation of Rates 3.7 Generation of Rupture Scenarios 3.8 Time-Dependent Ruptw-e Rates Exercises 4 Empirical Ground-Motion Characterization 147 4.1 Introduction 147 4.2 Engineering Characterization of Ground Motion 149 4.3 Ground-Motion Databases 161 4.4 Mathematical Representation 166 4.5 General Trends in Empirical Data and Models 170 4.6 Prediction Using Empirical GMMs 179 4.7 Epistemic Uncertainty 186 4.8 Limitations of Empirical GMMs 192 Exercises 193 5 Physics-Based Ground-Motion Characterization 196 5.1 Introduction 196 5.2 Utility of Physics-Based Ground-Motion Simulation 198 5.3 Earthquake Source Representation 200 5.4 Seismic Wave Propagation 205 5.5 Methods for Physics-Based Ground-Motion Simulation 220 5.6 Prediction Using Physics-Based GMMs 233 Exercises Part II Hazard Calculations 247 6 PSHA Calculation 249 6.1 Introduction 249 6.2 The PSHA Calculation 250 6.3 Example Calculations 255 6.4 Hazard Curve Metrics 262 6.5 Sensitivity of Hazard Results to Inputs 266 6.6 Model Uncertainty 269 6.7 Logic Trees 272 6.8 PSHA with Epistemic Uncertainty 276 6.9 Monte Carlo PSHA 279 6.10 Discussion 280 Exercises 7 PSHA Products 286 7.1 Introduction 286 7.2 Disaggregation 287 7.3 Uniform Hazard Spectrum 301 7.4 Hazard Maps 306 7.5 Conditional Spectrum 307 7.6 VectorPSHA 312 7.7 Earthquake Sequences in PSHA 312 7.8 Implementation and Documentation of Hazard Studies 316 Exercises 8 Non-Ergodic Hazard Analysis 8.1 Introduction 8.2 Fundamental Concepts 8.3 Aleatory Variability versus Epistemic Uncertainty 8.4 When Can Non-Ergodic Approaches Be Applied? 8.5 Non-Ergodic Ground-Motion Models 8.6 Non-Ergodic Site Effects 8.7 Non-Ergodic Path Effects 8.8 Non-Ergodic Source Effects 8.9 Non-Ergodic Components in Seismic-Source Models Exercises Part Ill Risk 9 Seismic Risk 9.1 Introduction 9.2 Fragility and Vulnerability Functions 9.3 Calibrating Fragility and Vulnerability Functions 9.4 Risk Metrics 9.5 PEER Framework 9.6 Epistemic Uncertainty 9.7 Risk-Targeted Ground-Motion Intensity Exercises 10 Ground-Motion Selection I 0.1 Introduction I 0.2 Principles of Hazard-Consistent Ground-Motion Selection 10.3 Target Intensity Measure Distributions I 0.4 Selection Algorithms 10.5 Assessing Accuracy and Precision of Seismic Responses 10.6 Application-Specific Decisions 10.7 Design Code and Guideline Requirements 10.8 Documentation Exercises 11 Spatially Distributed Systems 11.1 Introduction 11.2 Parameterization Using Empirical Ground-Motion Models 11.3 Parameterization Using Physics-Based Simulations 11.4 Numerical Implementation 11.5 Coherency 11.6 Risk Exercises 12 Validation 12. l Introduction 12.2 Verification and Validation 12.3 Validation from Limited Observations 12.4 Direct Validation of Seismic Hazard Curves 12.5 Validation of Model Components 12.6 Do Failures of Past Calculations [nvalidate the PSHA Methodology? 12.7 Seismic Hazard and Risk Analysis for Decision-Making Exercises Appendix A Basics of Probability A. l Random Events A.2 Conditional Probability A.3 Random Variables A.4 Expectations and Moments A.5 Common Probability Distributions A.6 Random Number Generation Appendix B Basics of Statistics for Model Calibration 1 B.3 Statistical Estimation of m1,,x my,y B.5 Maximum Likelihood Estimation of Seismicity Parameters Estimation ofIM ofSymbols 433 484 486 494 514 519 523 529 533 578 viii Contents 12 Validation 12. l Introduction 12.2 Verification and Validation 12.3 Validation from Limited Observations 12.4 Direct Validation of Seismic Hazard Curves 12.5 Validation of Model Components 12.6 Do Failures of Past Calculations [nvalidate the PSHA Methodology? 12.7 Seismic Hazard and Risk Analysis for Decision-Making Exercises Appendix A Basics of Probability A. l Random Events A.2 Conditional Probability A.3 Random Variables A.4 Expectations and Moments A.5 Common Probability Distributions A.6 Random Number Generation Appendix B Basics of Statistics for Model Calibration B. l Confidence Intervals for the Sample Mean and Standard Deviation B.2 Hypothesis Testing for Statistical Significance B.3 Statistical Estimation of mmax B.4 Bayesian Estimation of lnmax B.5 Maximum Likelihood Estimation of Seismicity Parameters B.6 Empirical GMM Calibration B.7 Estimation of JM Correlations from GMMs B.8 Fragility Function Fitting References List of Symbols and Abbreviations Notation Conventions Index

Anmerkung: Dissertation, Gottfried Wilhelm Leibniz Universität Hannover, 2021 , Contents 1. Introduction 1.1. Motivation and Research Goal 1.2. Outline 2. Basics 2.1. Archaeology 2.2. Geographic Information System 2.2.1. Spatial Reference System 2.2.2. Coordinate Reference Systems 2.2.3. Raster and Vector Data 2.2.4. GIS Software 2.2.5. GIS Data File Formats 2.3. Remote Sensing 2.3.1. Passive and Active Remote Sensing 2.3.2. LiDAR Systems 2.3.3. Processing LiDAR Data 2.3.4. Digital Terrain Models and Derived Rasters 2.4. Deep Learning 2.4.1. Neurons 2.4.2. Layers 2.4.3. Objective Functions 2.4.4. Evaluation Metrics 2.4.5. Backpropagation 2.4.6. Gradient Descent 2.4.7. Gradient Descent Optimization Algorithms 2.4.8. Supervised Learning 2.4.9. Transfer Learning 2.4.10. Unsupervised Learning 2.4.11. Self Supervised Learning 3. Related Work 3.1. Remote Sensing in Archaeology 3.2. Deep Learning in Remote Sensing 3.3. Deep Learning in Point Clouds and Digital Terrain Models 3.4. Deep Learning in Archaeology 4. Datasets 4.1. Digital Terrain Model and Relief Visualization Dataset 4.2. Archaeological Monuments in the Harz 4.2.1. Areal Dataset 4.2.2. Linear Dataset 4.2.3. Stone Quarries Dataset 4.3. Data Preparation for Deep Learning Models 4.3.1. Data Processing for Self Supervised Learning Pretext 4.3.2. Data Processing for Classification 4.3.3. Data Processing for Instance Segmentation 4.3.4. Data Processing for Semantic Segmentation 5. Methodology 5.1. Pretext Methods 5.1.1. Relief Visualization Network (RVNet) 5.1.2. Relief Visualization GAN (RVGan) 5.2. Downstream Method 5.2.1. Classification of Archaeological Monuments and Terrain Structures 5.2.2. Instance Segmentation of Archaeological Monuments and Terrain Structures 5.2.3. Semantic Segmentation of Archaeological Monuments and Terrain Structures 6. Experiments and Results 6.1. Self Supervised Learning Pretext Experiments 6.2. Classification 6.3. Instance Segmentation 6.3.1. Areal Dataset 6.3.2. Linear Dataset 6.4. Semantic Segmentation 6.4.1. Areal Dataset 6.4.2. Linear Dataset 6.4.3. Stone Quarries Dataset 6.5. Evaluation on 4 Test Regions with Distinct Objects 6.6. Qualitative Evaluations 6.6.1. Qualitative Results for Areal Dataset 6.6.2. Qualitative Results for the Linear Dataset 6.6.3. Qualitative Results for Stone Quarries Dataset 6.7. Summary 7. Discussions and Conclusions 7.1. Discussions 7.1.1. Assessment of Pretext Methods 7.1.2. Assessment of Downstream Methods 7.1.3. Assessment of Selected Core Deep Learning Architectures 7.1.4. Assessment of Predictions for each Category 7.2. Summary and Outlook List of Figures List of Tables Bibliography Acknowledgements Resume A. Appendix A.1. Self Supervised Learning Pretext A.2. Classification A.3. Areal Dataset A.4. Linear Dataset , Sprache der Kurzfassungen: Englisch, Deutsch

Anmerkung: Contents 1 Introduction 2 Groundwater Flow and Transport 3 Hydro-Mechanical Coupling 4 Earthquakes Influenced by Water 5 Response to Tides, Barometric Pressure and Seismic Waves 6 Groundwater Level 7 Stream Flow 8 Groundwater Temperature 9 Groundwater and Stream Composition 10 Geysers 11 Liquefaction 12 Mud Volcanoes 13 Hydrologic Precursors 14 Epilogue

Anmerkung: Dissertation, Fakultät für Bauingenieurwesen und Geodäsie der Gottfried Wilhelm Leibniz Universität Hannover, 2021 , 1 Introduction 1.1 Problem Statement 1.2 Contributions 1.3 Thesis Outline 2 Basics 2.1 Dense Stereo Matching 2.1.1 Terminology and Practical Simplifications 2.1.2 Taxonomy of the Matching Process 2.1.3 Challenges and Common Assumptions 2.2 Uncertainty Quantification 2.3 Deep Learning 2.3.1 Convolutional Neural Networks 2.3.2 Bayesian Neural Networks 3 Related Work 3.1 Dense Stereo Matching 3.2 Aleatoric Uncertainty Estimation 3.3 Epistemic Uncertainty Estimation 3.4 Discussion 4 Uncertainty Estimation for Dense Stereo Matching - A New Method 4.1 Overview 4.2 Aleatoric Uncertainty Estimation 4.2.1 CNN-based Cost Volume Analysis 4.2.2 Uncertainty Models 4.3 Epistemic Uncertainty Estimation 4.3.1 Functional Model 4.3.2 Stochastic Model 4.4 Joint Uncertainty Estimation 4.5 Discussion 5 Experimental Setup 5.1 Objectives 5.2 Datasets 5.3 Training and Hyper-parameter Settings 5.3.1 General Remarks 5.3.2 CVA-Net 5.3.3 Probabilistic GC-Net 5.3.4 Combined Approach 5.4 Evaluation Strategy andCriteria 5.4.1 Disparity Error Metrics 5.4.2 Confidence Error Metric 5.4.3 Uncertainty Error Metric 5.4.4 Region Masks 5.4.5 Monte Carlo Sampling 6 Results and Discussion 6.1 CVA-Net Architecture 6.2 Aleatoric Uncertainty Models 6.3 Dense Stereo Matching using a Bayesian Neural Network 6.3.1 Comparison to the Deterministic Baseline 6.3.2 On the Relevance of Aleatoric and Epistemic Uncertainty 6.3.3 The Kullback-Leibler Divergence and the Mode Collapse Problem 6.4 Discussion 7 Conclusions and Outlook Bibliography Acknowledgment

Anmerkung: Contents Dedication Bojar, A.-V., Pelc, A. and Lécuyer, C. / Stable isotope studies of the water cycle and terrestrial environments: introduction The water cycle Lécuyer, C., Bojar, A.-V., Daux, V. and Legendre, S. / Geographic variations in the slope of the δ2H–δ18O meteoric water line over Europe: a record of increasing continentality Nagavciuc, V., Bădăluță , C.-A. and Ionita, M. / The influence of the Carpathian Mountains on the variability of stable isotopes in precipitation and the relationship with large-scale atmospheric circulation Daux, V., Minster, B., Cauquoin, A., Jossoud, O., Werner, M. and Landais, A. / Oxygen and hydrogen isotopic composition of tap waters in France Marche, B. M., Rashid, H. and Parkinson, D.-R. / Correlation of seasonal precipitation isotopic profile with the modern climatological data: a case study from the western Newfoundland region of Canada Varlam, C., Duliu, O. G., Ionete, R. E. and Costinel, D. / Time series analysis of the δ2 H, δ18 O and dexcess values in correlation with monthly temperature, relative humidity and precipitation in Râmnicu Vâlcea, Romania: 2012–2018 Bojar, A.-V., Chmiel, S., Bojar, H.-P., Varlam, C. and Barbu, V. / Hydrological system in Quaternary clastic deposits, Mehedinţi County, Romania: isotope composition, chemistry and radiocarbon dating Bădăluț ă, C. A., Mihă ilă, D., Mihă ilă, D., Bădăluț ă, G. and Bistricean, P. I. 7 Stable isotopic and geochemical characterization of precipitation and riverine waters in the Eastern Carpathians and links with large-scale drivers Joshi, S. K., Rai, S. P. and Sinha, R. / Understanding groundwater recharge processes in the Sutlej-Yamuna plain in NW India using an isotopic approach Sironić, A., Bronić, I. K., Horvatinčić, N., Barešić, J., Borković, D., Vurnek, M. and Mikelić, I. L. / Carbon isotopes in dissolved inorganic carbon as tracers of carbon sources in karst waters of the Plitvice Lakes, Croatia Papp, D. C., Baciu, C., Turunen, K. and Kittilä, A. / Applicability of selected stable isotopes to study the hydrodynamics and contaminant transport within mining areas in Romania and Finland Terrestrial environments Bojar, A.-V., Lécuyer, C., Duliu, O. G., Bojar, H.-P. and Fourel, F. / Isotopic and time series investigations of recent stalagmites (1945–2018), Schlossberg tunnels, Graz, Austria: implications for climate change in Central Europe Cleary, D. M. and Onac, B. P. / Using ratios in cave guano to assess past environmental changes Tabor, N. J., Jahren, A. H., Wyman, L., Feseha, M., Todd, L. and Kappleman, J. / Stable isotope geochemistry of the modern Shinfa River, northwestern Ethiopian lowlands: a potential model for interpreting ancient environments of the Middle Stone Age Bayat, O., Karimi, A. and Amundson, R. / Stable isotope geochemistry of pedogenic carbonates in calcareous materials, Iran: a review and synthesis Dias Veras, J. D., de Souza Neto, J. A., Sial, A. N., Ferreira, V. P. and Neumann, V. H. de M. L. / Stable isotope and chemical stratigraphy of the Eocene Tambaba Formation: correlations with the Paleocene–Eocene Thermal Maximum event Yamamura, D., Suarez, C. A., Titus, A. L., Manlove, H. M. and Jackson, T. 7 Multiproxy approaches to investigating palaeoecology and palaeohydrology in the Upper Cretaceous Kaiparowits Formation, USA Suarez, M. B., Knight, J. A., Godet, A., Ludvigson, G. A., Snell, K. E., Murphy, L. and Kirkland, J. I. / Multiproxy strategy for determining palaeoclimate parameters in the Ruby Ranch Member of the Cedar Mountain Formation Suarez, C. A., Frucci, M. N., Tompkins, T. B. and Suarez, M. B. / Quantification of a North American greenhouse hydrological cycle: using oxygen isotopic composition of phosphate from Early Cretaceous (Aptian–Albian) turtles Index

Anmerkung: Contents Xu, J., Oppenheimer, C., Hammond, J.O.S. and Wei, H. / Perspectives on the active volcanoes of China Wei, H., Zhao, B., Chen, Z. and Yu, H. / Volcanic processes and magmatic evolution of Tianchi volcano, Changbaishan Zhao, B., Xu, D., Bai, Z. and Chen, Z. / Volcanism in the Longgang volcanic field of NE China: insights from eruption history, volcano types and geochemical characteristics Bai, X., Wei, W., Yu, H. and Chen, Z. / Petrogenesis and dynamic implications of the Cenozoic alkali basalts from the Jingpohu Volcanic Field, NE China Chen, Z., Zhao, Y., Bai, X., Wei, W., Liu, Y. and Bai, Z. / Wudalianchi volcanic field, NE China: tectonic setting, eruptive history, and geophysical insights Zhao, Y.-W., Zou, H. and Li, N. / Geomorphology and geochemistry of the Late Cenozoic volcanoes in the Halaha River–Chaoer River volcanic fields, western Greater Hinggan Mountain Range, NE China Li, N., Zhao, Y.-W., Gong, L.-W. and Wang, J.-L. / The Late Cenozoic volcanic groups in the South Daxing’anling, NE China: geology, geochemistry, and chronology Hong, L., Zhang, Y., Zhang, L., Xu, Y.-G., Liu, Z. and He, P. / Olivine chemistry of the Quaternary Datong basalts of the Trans-North China Orogen: insights into mantle source lithology and redox–hydration state Xu, J., Zhao, B., Yu, H., Wei, F. and Chen, Z. / Volcanic geology and petrochemistry of Ashikule volcanic field in western Kunlun Mountains of the Tibetan plateau Zhao, B., Wei, F., Yang, W., Xu, J. and Cui, X. / Cenozoic volcanism along Dahongliutan fault in the West Kunlun Mountains, China: implication from distribution of volcanic rocks, volcanic geology, and geochemistry Yu, H., Zhao, B., Chen, Z., Wei, H., Yang, W. and Bai, X. / Eruption history, petrogeochemistry, and geodynamic background of Tengchong volcanoes in Yunnan Province, SW China Wei, F., Wei, W. and Yu, H. / The Cenozoic volcanic fields in northern Hainan Island and the Leizhou Peninsula, south China: eruption history, magma source and dynamic background Yu, W., Wei, W., Wei, F., Bai, X., Liu, S. and Xu, D./ Magma plumbing system and origin of the intraplate volcanoes in Mainland China: an overview of constraints from geophysical imaging Ji, L., Xu, J., Liu, L. and Zhang, W. / A review of present-day deformation of active volcanoes in China between 1970 and 2013 Pan, B., Liu, G., Cheng, T., Zhang, J., Sun, Z., Ma, B., Wu, H., Liang, G., Guo, M., Kong, Q., Wei, F., Zhao, C. and Zhao, Q. / Development and status of active volcano monitoring in China Liang, Y. and Xu, J. / The impact of volcanic ash on the safety of aviation industry: review of China’s current situation Wang, X., Pan, B., Pan, M. and Liang, Y. / Current situation of early warning and emergency countermeasures of volcanic eruptions in China Chen, Z. and Chen, Z. / Identifying references to volcanic eruptions in Chinese historical records Pan, B., Cheng, T., Xu, J., Zhang, J. and Chen, Z. / Knowledge base of Cenozoic volcanoes in China Index

Anmerkung: Contents Xu, J., Oppenheimer, C., Hammond, J.O.S. and Wei, H. / Perspectives on the active volcanoes of China Wei, H., Zhao, B., Chen, Z. and Yu, H. / Volcanic processes and magmatic evolution of Tianchi volcano, Changbaishan Zhao, B., Xu, D., Bai, Z. and Chen, Z. / Volcanism in the Longgang volcanic field of NE China: insights from eruption history, volcano types and geochemical characteristics Bai, X., Wei, W., Yu, H. and Chen, Z. / Petrogenesis and dynamic implications of the Cenozoic alkali basalts from the Jingpohu Volcanic Field, NE China Chen, Z., Zhao, Y., Bai, X., Wei, W., Liu, Y. and Bai, Z. / Wudalianchi volcanic field, NE China: tectonic setting, eruptive history, and geophysical insights Zhao, Y.-W., Zou, H. and Li, N. / Geomorphology and geochemistry of the Late Cenozoic volcanoes in the Halaha River–Chaoer River volcanic fields, western Greater Hinggan Mountain Range, NE China Li, N., Zhao, Y.-W., Gong, L.-W. and Wang, J.-L. / The Late Cenozoic volcanic groups in the South Daxing’anling, NE China: geology, geochemistry, and chronology Hong, L., Zhang, Y., Zhang, L., Xu, Y.-G., Liu, Z. and He, P. / Olivine chemistry of the Quaternary Datong basalts of the Trans-North China Orogen: insights into mantle source lithology and redox–hydration state Xu, J., Zhao, B., Yu, H., Wei, F. and Chen, Z. / Volcanic geology and petrochemistry of Ashikule volcanic field in western Kunlun Mountains of the Tibetan plateau Zhao, B., Wei, F., Yang, W., Xu, J. and Cui, X. / Cenozoic volcanism along Dahongliutan fault in the West Kunlun Mountains, China: implication from distribution of volcanic rocks, volcanic geology, and geochemistry Yu, H., Zhao, B., Chen, Z., Wei, H., Yang, W. and Bai, X. / Eruption history, petrogeochemistry, and geodynamic background of Tengchong volcanoes in Yunnan Province, SW China Wei, F., Wei, W. and Yu, H. / The Cenozoic volcanic fields in northern Hainan Island and the Leizhou Peninsula, south China: eruption history, magma source and dynamic background Yu, W., Wei, W., Wei, F., Bai, X., Liu, S. and Xu, D./ Magma plumbing system and origin of the intraplate volcanoes in Mainland China: an overview of constraints from geophysical imaging Ji, L., Xu, J., Liu, L. and Zhang, W. / A review of present-day deformation of active volcanoes in China between 1970 and 2013 Pan, B., Liu, G., Cheng, T., Zhang, J., Sun, Z., Ma, B., Wu, H., Liang, G., Guo, M., Kong, Q., Wei, F., Zhao, C. and Zhao, Q. / Development and status of active volcano monitoring in China Liang, Y. and Xu, J. / The impact of volcanic ash on the safety of aviation industry: review of China’s current situation Wang, X., Pan, B., Pan, M. and Liang, Y. / Current situation of early warning and emergency countermeasures of volcanic eruptions in China Chen, Z. and Chen, Z. / Identifying references to volcanic eruptions in Chinese historical records Pan, B., Cheng, T., Xu, J., Zhang, J. and Chen, Z. / Knowledge base of Cenozoic volcanoes in China Index

Anmerkung: Contents Dedication Preface Background and importance Fitzpatrick, R. W. and Donnelly, L. J. / An introduction to forensic soil science and forensic geology: a synthesis Kobus, H. and Robertson, J. / The importance of forensic soil science and geology being connected to mainstream forensic science Search for burials Ruffell, A. and Barry, L. / The desktop study – an essential element of geoforensic search: homicide and environmental cases (west Belfast, Northern Ireland, UK) McKinley, J. and Ruffell, A. / Geographical Information Science (GIS), spatial sampling and sediment variability examined using a case of manslaughter Donnelly, L. J., Cassella, J., Pirrie, D., Dawson, L., Blom, G., Davidson, A., Arnold, P., Harrison, M. and Hope, C. / Analysis of soil following a police-led open area search and the recovery of a cold-case homicide grave Barone, P. M. and Di Maggio, R. M. / Dealing with different forensic targets: geoscientists at crime scenes Canata, R. E., Salvador, F. A. S., Borges, W. R., Ferreira, F. J. F., Seimetz, E. X., Pinto, I. and Barros, E. O. / The forensic application of ground-penetrating radar, Tekoha Jevy indigenous village, Paraná, Brazil Molina, C. M. and Pringle, J. K. / Comparison of geophysical and botanical results in simulated clandestine graves in rural and tropical environments in Colombia, South America Donnelly, L. / A standard operating procedure (SOP), for soil sampling, for the detection of volatile organic compounds and leachate associated with human decomposition from a shallow, unmarked, homicide grave Trace evidence Dixon, R. D. and Merkle, R. K. W. / Identifying the source of illicit gold from South America Salvador, F. A. da S., Nogueira e Silva, M. P., de Oliveira Mascarenhas, R. and Rumbelsperger, A. M. B. / The application of forensic geology to investigate the substitution of zinc ingots between China and Brazil Guo, H., Wang, P., Hu, C., Zhu, J., Yang, X., Quan, Y., Mei, H. and Li, J. / A case study in forensic soil examination from China Raven, M. D., Fitzpatrick, R. W. and Self, P. G. / Trace evidence examination using laboratory and synchrotron X-ray diffraction technique Testoni, S. A., Melo, V. F., Dawson, L. A., Salvador, F. A. S. and Prandel, L. V. / Evaluation of forensic soil traces from a crime scene: robbery of a safety deposit box in Brazil Fitzpatrick, R. W. and Raven, M. D. / The forensic comparison of trace amounts of soil on a pyjama top with hypersulphidic subaqueous soil from a river as evidence in a homicide cold case Research developments Di Maggio, R. M. and Barone, P. M. / Geoforensics in Italy: education and research standards Bergslien, E. / Portable X-ray fluorescence (PXRF) spectrometry of earth materials: considerations for forensic analysis Young, J. M., Higgins, D. and Austin, J. J. / Soil DNA: advances in DNA technology offer a powerful new tool for forensic science Dawson, L. A., Macdonald, L. M. and Ritz, K. / Plant wax compounds and soil microbial DNA profiles to ascertain urban land use type Pirrie, D., Crean, D. E., Pidduck, A. J., Nicholls, T. M., Awbery, R. P. and Shail, R. K. / Automated mineralogical profiling of soils as an indicator of local bedrock lithology: a tool for predictive forensic geolocation Index

Anmerkung: Contents Dedication Introduction Background and context Shumilovskikh, L., O’Keefe, J. M. K. and Marret, F. / An overview of the taxonomic groups of non-pollen palynomorphs Pound, M. J., O’Keefe, J. M. K. and Marret, F. / An overview of techniques applied to the extraction of non-pollen palynomorphs, their known taphonomic issues and recommendations to maximize recovery O’Keefe, J. M. K., Nuñez Otaño, N. B. and Virginia Bianchinotti, M. / Nomenclature: how do we designate NPP taxa? The major groups of NPPs Nuñez Otaño, N. B., Virginia Bianchinotti, M. and Saparrat, M. C. N. / Palaeomycology: a modern mycological view of fungal palynomorphs McCarthy, F. M. G., Pilkington, P. M., Volik, O., Heyde, A. and Cocker, S. L. / Non-pollen palynomorphs in freshwater sediments and their palaeolimnological potential and selected applications Andrews, L. O., Payne, R. J. and Swindles, G. T. / Testate amoebae as non-pollen palynomorphs in pollen slides: usefulness and application in palaeoenvironmental reconstruction Mudie, P. J., Marret, F., Gurdebeke, P. R., Hartman, J. D. and Reid, P. C. / Marine dinocysts, acritarchs and less well-known NPP: tintinnids, ostracod and foraminiferal linings, copepod and worm remains Application of NPPs to a variety of problems Gauthier, E. and Jouffroy-Bapicot, I. / Detecting human impacts: non-pollen palynomorphs as proxies for human impact on the environment van Asperen, E. N., Perrotti, A. and Baker, A. / Coprophilous fungal spores: non-pollen palynomorphs for the study of past megaherbivores Denison, C. N. / Stratigraphic and sedimentological aspects of the worldwide distribution of Apectodinium in Paleocene/Eocene Thermal Maximum deposits Wellman, C. H. and Ball, A. C. / Early land plant phytodebris Agić , H. and Cohen, P. A. / Non-pollen palynomorphs in deep time: unravelling the evolution of early eukaryotes Index

Anmerkung: Dissertation, Gottfried Wilhelm Leibniz Universität Hannover, 2021 , Inhaltsverzeichnis 1 Problemstellung 2 Stand der Forschung: Literaturreview und Beurteilung 2.1 Die Boden- und Gebäudewertermittlung aus Kaufpreisen bebauter Grundstücke 2.1.1 Beiträge zur Bodenwertableitung oder Repartition mittels Umkehrung der Wertermittlungsverfahren 2.1.2 Beiträge zur Bodenwertableitung oder Repartition mittels konstantem Verteilungsschlüssel 2.1.3 Beiträge zur Bodenwertableitung oder Repartition mittels sachverständigem Ermessen 2.1.4 Beiträge zur Bodenwertableitung oder Repartition mittels sonstiger Ansätze 2.1.5 Beiträge zur Bodenwertableitung oder Repartition ohne Benennung eines spezifischen Ansatzes 2.2 Bodenwertermittlung über den direkten und indirekten Preisvergleich 2.2.1 Verfahren des direkten Preisvergleichs 2.2.2 Verfahren des indirekten Preisvergleichs 2.3 Zusammenfassung und Beurteilung der Verfahren zur Bodenwertermittlung und Repartition 3 Zielstellung und Methodik 3.1 Forschungslücke und Forschungsbeitrag 3.2 Eingrenzung der Untersuchung 3.3 Methodik 4 Die Bodenwertableitung aus Kaufpreisen bebauter Grundstücke (Ziel 1) 4.1 Definition wesentlicher Begriffe 4.1.1 Der Marktteilnehmer 4.1.2 Preis und Wert 4.1.3 Die Trennung von Boden und Gebäude 4.2 Prozess der Kaufentscheidung 4.3 Verhalten des Marktteilnehmers 4.4 Dem Marktteilnehmer zugängliche Marktdaten 4.5 Mathematischer Ansatz 4.6 Erläuterungen zu den Merkmalen 4.7 Die kausale Unabhängigkeit von Gebäude- und Bodenwertanteil 4.8 Regressionsanalyse – Verfahrenswahl 4.9 Die Regressionsanalyse mit partieller Modellauflösung unter Anwendung des Normierungsprinzips gemäß Mann (2004) 4.9.1 Das Verfahren im Überblick 4.9.2 Schritt 1: Teilmarktdefinition 4.9.3 Schritt 2: Klassierung der Merkmalsausprägungen 4.9.4 Schritt 3: Regressionsanalyse 4.9.5 Schritt 4: Partielle Zerlegung und Normierung 4.10 Bodenrichtwerte aus Kaufpreisen bebauter Grundstücke 5 Fallstudien, Parameterschätzung und Validierung 5.1 Innere und äußere Genauigkeit 5.2 Datenbasis – Wahl der Testregionen und des Untersuchungszeitraums 5.3 Parameterschätzung – Empirische Untersuchung anhand ausgewählter Fallstudien 5.3.1 Einführende Hinweise 5.3.2 Dresden, Doppelhaushälften 5.3.3 Dresden, Freistehende Einfamilienhäuser 5.3.4 Düsseldorf, Doppelhaushälften 5.3.5 Düsseldorf, Freistehende Einfamilienhäuser 5.3.6 Frankfurt a. M., Doppelhaushälften 5.3.7 Frankfurt a. M., Freistehende Einfamilienhäuser 5.3.8 Freiburg i. Br., Doppelhaushälften 5.3.9 Freiburg i. Br., Freistehende Einfamilienhäuser 5.3.10 Hannover, Doppelhaushälften 5.3.11 Hannover, Freistehende Einfamilienhäuser 5.3.12 Stuttgart, Doppelhaushälften 5.3.13 Stuttgart, Freistehende Einfamilienhäuser 5.4 Innere Genauigkeit 5.4.1 Diskussion der Ergebnisse 5.4.2 Eine Besonderheit in Hannover? 5.5 Die multiple lineare Regression im Vergleich 5.5.1 Lösung des Modells mithilfe der Methode der klassischen multiplen linearen Regression 5.5.2 Überführung des Regressionsmodells in eine einfache lineare Form 5.5.3 Vergleich der Ergebnisse 5.5.4 Die Frage der Objektivierung 5.5.5 Zur Bestätigung der Verfahrenswahl 5.6 Äußere Genauigkeit – Validierung des Verfahrens 5.7 Anwendungsbeispiel 6 Die überregionale Vergleichbarkeit des Preisbildungsmechanismus 6.1 Die Korrekturfunktionen fk(BW ), gk(FL) und uk(GSW ) 6.2 Der Normpreis N 6.3 Fazit 7 Die Repartition von Kaufpreisen bebauter Grundstücke (Ziel 2) 7.1 Entwicklung eines Ansatzes zur Repartition 7.2 Bedeutung und Interpretation der korrigierten Konstanten β0 korr 7.3 Plausibilisierung der Interpretation der korrigierten Konstanten β0 korr durch Expertenbefragung 7.4 Diskussion und Schlussfolgerungen aus dem Repartitionsansatz 7.5 Modellgröße und Marktgröße vs. Markttransparenz 8 Schlussbetrachtung 8.1 Methodenkritik 8.2 Zusammenfassung und Ausblick Quellenverzeichnis Literatur Interviews Anhang: Plots und Berechnungsprotokolle , Sprache der Kurzfassungen: Englisch, Deutsch

Anmerkung: Contents Dedication Bojar, A.-V., Pelc, A. and Lécuyer, C. / Stable isotope studies of the water cycle and terrestrial environments: introduction The water cycle Lécuyer, C., Bojar, A.-V., Daux, V. and Legendre, S. / Geographic variations in the slope of the δ2H–δ18O meteoric water line over Europe: a record of increasing continentality Nagavciuc, V., Bădăluță , C.-A. and Ionita, M. / The influence of the Carpathian Mountains on the variability of stable isotopes in precipitation and the relationship with large-scale atmospheric circulation Daux, V., Minster, B., Cauquoin, A., Jossoud, O., Werner, M. and Landais, A. / Oxygen and hydrogen isotopic composition of tap waters in France Marche, B. M., Rashid, H. and Parkinson, D.-R. / Correlation of seasonal precipitation isotopic profile with the modern climatological data: a case study from the western Newfoundland region of Canada Varlam, C., Duliu, O. G., Ionete, R. E. and Costinel, D. / Time series analysis of the δ2 H, δ18 O and dexcess values in correlation with monthly temperature, relative humidity and precipitation in Râmnicu Vâlcea, Romania: 2012–2018 Bojar, A.-V., Chmiel, S., Bojar, H.-P., Varlam, C. and Barbu, V. / Hydrological system in Quaternary clastic deposits, Mehedinţi County, Romania: isotope composition, chemistry and radiocarbon dating Bădăluț ă, C. A., Mihă ilă, D., Mihă ilă, D., Bădăluț ă, G. and Bistricean, P. I. 7 Stable isotopic and geochemical characterization of precipitation and riverine waters in the Eastern Carpathians and links with large-scale drivers Joshi, S. K., Rai, S. P. and Sinha, R. / Understanding groundwater recharge processes in the Sutlej-Yamuna plain in NW India using an isotopic approach Sironić, A., Bronić, I. K., Horvatinčić, N., Barešić, J., Borković, D., Vurnek, M. and Mikelić, I. L. / Carbon isotopes in dissolved inorganic carbon as tracers of carbon sources in karst waters of the Plitvice Lakes, Croatia Papp, D. C., Baciu, C., Turunen, K. and Kittilä, A. / Applicability of selected stable isotopes to study the hydrodynamics and contaminant transport within mining areas in Romania and Finland Terrestrial environments Bojar, A.-V., Lécuyer, C., Duliu, O. G., Bojar, H.-P. and Fourel, F. / Isotopic and time series investigations of recent stalagmites (1945–2018), Schlossberg tunnels, Graz, Austria: implications for climate change in Central Europe Cleary, D. M. and Onac, B. P. / Using ratios in cave guano to assess past environmental changes Tabor, N. J., Jahren, A. H., Wyman, L., Feseha, M., Todd, L. and Kappleman, J. / Stable isotope geochemistry of the modern Shinfa River, northwestern Ethiopian lowlands: a potential model for interpreting ancient environments of the Middle Stone Age Bayat, O., Karimi, A. and Amundson, R. / Stable isotope geochemistry of pedogenic carbonates in calcareous materials, Iran: a review and synthesis Dias Veras, J. D., de Souza Neto, J. A., Sial, A. N., Ferreira, V. P. and Neumann, V. H. de M. L. / Stable isotope and chemical stratigraphy of the Eocene Tambaba Formation: correlations with the Paleocene–Eocene Thermal Maximum event Yamamura, D., Suarez, C. A., Titus, A. L., Manlove, H. M. and Jackson, T. 7 Multiproxy approaches to investigating palaeoecology and palaeohydrology in the Upper Cretaceous Kaiparowits Formation, USA Suarez, M. B., Knight, J. A., Godet, A., Ludvigson, G. A., Snell, K. E., Murphy, L. and Kirkland, J. I. / Multiproxy strategy for determining palaeoclimate parameters in the Ruby Ranch Member of the Cedar Mountain Formation Suarez, C. A., Frucci, M. N., Tompkins, T. B. and Suarez, M. B. / Quantification of a North American greenhouse hydrological cycle: using oxygen isotopic composition of phosphate from Early Cretaceous (Aptian–Albian) turtles Index

Anmerkung: Contents Reolid, M., Mattioli, E., Duarte, L. V. and Ruebsam, W. / The Toarcian Oceanic Anoxic Event: where do we stand? Correia, V. F., Riding, J. B., Duarte, L. V., Fernandes, P. and Pereira, Z. / The effects of the Jenkyns Event on the radiation of Early Jurassic dinoflagellate cysts Fraguas, Á., Gómez, J. J., Goy, A. and Comas-Rengifo, M. J. / The response of calcareous nannoplankton to the latest Pliensbachian–early Toarcian environmental changes in the Camino Section (Basque Cantabrian Basin, northern Spain) Menini, A., Mattioli, E., Hesselbo, S. P., Ruhl, M. and Suan, G. / Primary v. carbonate production in the Toarcian, a case study from the Llanbedr (Mochras Farm) borehole, Wales Thuy, B. and Numberger-Thuy, L. D. / Brittlestar diversity at the dawn of the Jenkyns Event (early Toarcian Oceanic Anoxic Event): new microfossils from the Dudelange drill core, Luxembourg Bomou, B., Suan, G., Schlögl, J., Grosjean, A.-S., Suchéras-Marx, B., Adatte, T., Spangenberg, J. E., Fouché, S., Zacaï, A., Gibert, C., Brazier, J.-M., Perrier, V., Vincent, P., Janneau, K. and Martin, J. E. / The palaeoenvironmental context of Toarcian vertebrate-yielding shales of southern France (Hérault) Martin, J. E., Suan, G., Suchéras-Marx, B., Rulleau, L., Schlögl, J., Janneau, K., Williams, M., Léna, A., Grosjean, A.-S., Sarroca, E., Perrier, V., Fernandez, V., Charruault, A.-L., Maxwell, E. E. and Vincent, P. / Stenopterygiids from the lower Toarcian of Beaujolais and a chemostratigraphic context for ichthyosaur preservation during the Toarcian Oceanic Anoxic Event Fernández-Martínez, J., Rodríguez-Tovar, F. J., Piñuela, L., Martínez-Ruiz, F. and García-Ramos, J. C. / The Halimedides record in the Asturian Basin (northern Spain): supporting the Toarcian Oceanic Anoxic Event relationship Šimo, V. and Reolid, M. / Palaeogeographical homogeneity of trace-fossil assemblages in Lower Jurassic spotted marls and limestones: comparison of the Western Carpathians and the Betic Cordillera Reolid, M., Soussi, M., Reolid, J., Ruebsam, W., Taher, I. B., Mattioli, E., Saidi, M. and Schwark, L. / The onset of the Early Toarcian flooding of the Pliensbachian carbonate platform of central Tunisia (north–south axis) as inferred from trace fossils and geochemistry Boomer, I., Copestake, P., Page, K., Huxtable, J., Loy, T., Bown, P., Dunkley Jones, T., O’Callaghan, M., Hawkes, S., Halfacree, D., Reay, H. and Caughtry, N. / Biotic and stable-isotope characterization of the Toarcian Ocean Anoxic Event through a carbonate–clastic sequence from Somerset, UK Müller, T., Price, G. D., Mattioli, E., Leskó, M. Z., Kristály, F. and Pálfy, J. / Hardground, gap and thin black shale: spatial heterogeneity of arrested carbonate sedimentation during the Jenkyns Event (T-OAE) in a Tethyan pelagic Basin (Gerecse Mts, Hungary) Rodrigues, B., Silva, R. L., Mendonça Filho, J. G., Reolid, M., Sadki, D., Comas-Rengifo, M. J., Goy, A. and Duarte, L. V. / The Phytoclast Group as a tracer of palaeoenvironmental changes in the early Toarcian Fonseca, C., Mendonça Filho, J. G., Lézin, C., Baudin, F., de Oliveira, A. D., Souza, J. T. and Duarte, L. V. / Boosted microbial productivity during the Toarcian Oceanic Anoxic Event in the Paris Basin, France: new evidence from organic geochemistry and petrographic analysis Xu, W., Weijers, J. W. H., Ruhl, M., Idiz, E. F., Jenkyns, H. C., Riding, J. B., Gorbanenko, O. and Hesselbo, S. P. / Molecular and petrographical evidence for lacustrine environmental and biotic change in the palaeo-Sichuan mega-lake (China) during the Toarcian Oceanic Anoxic Event Ruebsam, W. and Schwark, L. / Impact of a northern-hemispherical cryosphere on late Pliensbachian–early Toarcian climate and environment evolution Silva, R. L., Ruhl, M., Barry, C., Reolid, M. and Ruebsam, W. / Pacing of late Pliensbachian and early Toarcian carbon cycle perturbations and environmental change in the westernmost Tethys (La Cerradura Section, Subbetic zone of the Betic Cordillera, Spain) Index

Anmerkung: Contents Reolid, M., Mattioli, E., Duarte, L. V. and Ruebsam, W. / The Toarcian Oceanic Anoxic Event: where do we stand? Correia, V. F., Riding, J. B., Duarte, L. V., Fernandes, P. and Pereira, Z. / The effects of the Jenkyns Event on the radiation of Early Jurassic dinoflagellate cysts Fraguas, Á., Gómez, J. J., Goy, A. and Comas-Rengifo, M. J. / The response of calcareous nannoplankton to the latest Pliensbachian–early Toarcian environmental changes in the Camino Section (Basque Cantabrian Basin, northern Spain) Menini, A., Mattioli, E., Hesselbo, S. P., Ruhl, M. and Suan, G. / Primary v. carbonate production in the Toarcian, a case study from the Llanbedr (Mochras Farm) borehole, Wales Thuy, B. and Numberger-Thuy, L. D. / Brittlestar diversity at the dawn of the Jenkyns Event (early Toarcian Oceanic Anoxic Event): new microfossils from the Dudelange drill core, Luxembourg Bomou, B., Suan, G., Schlögl, J., Grosjean, A.-S., Suchéras-Marx, B., Adatte, T., Spangenberg, J. E., Fouché, S., Zacaï, A., Gibert, C., Brazier, J.-M., Perrier, V., Vincent, P., Janneau, K. and Martin, J. E. / The palaeoenvironmental context of Toarcian vertebrate-yielding shales of southern France (Hérault) Martin, J. E., Suan, G., Suchéras-Marx, B., Rulleau, L., Schlögl, J., Janneau, K., Williams, M., Léna, A., Grosjean, A.-S., Sarroca, E., Perrier, V., Fernandez, V., Charruault, A.-L., Maxwell, E. E. and Vincent, P. / Stenopterygiids from the lower Toarcian of Beaujolais and a chemostratigraphic context for ichthyosaur preservation during the Toarcian Oceanic Anoxic Event Fernández-Martínez, J., Rodríguez-Tovar, F. J., Piñuela, L., Martínez-Ruiz, F. and García-Ramos, J. C. / The Halimedides record in the Asturian Basin (northern Spain): supporting the Toarcian Oceanic Anoxic Event relationship Šimo, V. and Reolid, M. / Palaeogeographical homogeneity of trace-fossil assemblages in Lower Jurassic spotted marls and limestones: comparison of the Western Carpathians and the Betic Cordillera Reolid, M., Soussi, M., Reolid, J., Ruebsam, W., Taher, I. B., Mattioli, E., Saidi, M. and Schwark, L. / The onset of the Early Toarcian flooding of the Pliensbachian carbonate platform of central Tunisia (north–south axis) as inferred from trace fossils and geochemistry Boomer, I., Copestake, P., Page, K., Huxtable, J., Loy, T., Bown, P., Dunkley Jones, T., O’Callaghan, M., Hawkes, S., Halfacree, D., Reay, H. and Caughtry, N. / Biotic and stable-isotope characterization of the Toarcian Ocean Anoxic Event through a carbonate–clastic sequence from Somerset, UK Müller, T., Price, G. D., Mattioli, E., Leskó, M. Z., Kristály, F. and Pálfy, J. / Hardground, gap and thin black shale: spatial heterogeneity of arrested carbonate sedimentation during the Jenkyns Event (T-OAE) in a Tethyan pelagic Basin (Gerecse Mts, Hungary) Rodrigues, B., Silva, R. L., Mendonça Filho, J. G., Reolid, M., Sadki, D., Comas-Rengifo, M. J., Goy, A. and Duarte, L. V. / The Phytoclast Group as a tracer of palaeoenvironmental changes in the early Toarcian Fonseca, C., Mendonça Filho, J. G., Lézin, C., Baudin, F., de Oliveira, A. D., Souza, J. T. and Duarte, L. V. / Boosted microbial productivity during the Toarcian Oceanic Anoxic Event in the Paris Basin, France: new evidence from organic geochemistry and petrographic analysis Xu, W., Weijers, J. W. H., Ruhl, M., Idiz, E. F., Jenkyns, H. C., Riding, J. B., Gorbanenko, O. and Hesselbo, S. P. / Molecular and petrographical evidence for lacustrine environmental and biotic change in the palaeo-Sichuan mega-lake (China) during the Toarcian Oceanic Anoxic Event Ruebsam, W. and Schwark, L. / Impact of a northern-hemispherical cryosphere on late Pliensbachian–early Toarcian climate and environment evolution Silva, R. L., Ruhl, M., Barry, C., Reolid, M. and Ruebsam, W. / Pacing of late Pliensbachian and early Toarcian carbon cycle perturbations and environmental change in the westernmost Tethys (La Cerradura Section, Subbetic zone of the Betic Cordillera, Spain) Index

Anmerkung: Beiträge teilweise in deutscher, teilweise in englischer Sprache

Anmerkung: Contents I Artificial Intelligence 1 Introduction 1.1 What Is AI? 1.2 The Foundations of Artificial Intelligence 1.3 The History of Artificial Intelligence 1.4 The State of the Art 1.5 Risks and Benefits of AI Summary Bibliographical and Historical Notes 2 Intelligent Agents 2.1 Agents and Environments 2.2 Good Behavior: The Concept of Rationality 2.3 The Nature of Environments 2.4 The Structure of Agents Summary Bibliographical and Historical Notes II Problem-solving 3 Solving Problems by Searching 3.1 Problem-Solving Agents 3.2 Example Problems 3.3 Search Algorithms 3.4 Uninformed Search Strategies 3.5 Informed (Heuristic) Search Strategies 3.6 Heuristic Functions Summary Bibliographical and Historical Notes 4 Search in Complex Environments 4.1 Local Search and Optimization Problems 4.2 Local Search in Continuous Spaces 4.3 Search with Nondeterministic Actions 4.4 Search in Partially Observable Environments 4.5 Online Search Agents and Unknown Environments Summary Bibliographical and Historical Notes 5 Constraint Satisfaction Problems 5.1 Defining Constraint Satisfaction Problems 5.2 Constraint Propagation: Inference in CSPs 5.3 Backtracking Search for CSPs 5.4 Local Search for CSPs 5.5 The Structure of Problems Summary Bibliographical and Historical Notes 6 Adversarial Search and Games 6.1 Game Theory 6.2 Optimal Decisions in Games 6.3 Heuristic Alpha-Beta Tree Search 6.4 Monte Carlo Tree Search 6.5 Stochastic Games 6.6 Partially Observable Games 6.7 Limitations of Game Search Algorithms Summary Bibliographical and Historical Notes III Knowledge, reasoning, and planning 7 Logical Agents 7.1 Knowledge-Based Agents 7.2 The Wumpus World 7.3 Logic 7.4 Propositional Logic: A Very Simple Logic 7.5 Propositional Theorem Proving 7.6 Effective Propositional Model Checking 7.7 Agents Based on Propositional Logic Summary Bibliographical and Historical Notes 8 First-Order Logic 8.1 Representation Revisited 8.2 Syntax and Semantics of First-Order Logic 8.3 Using First-Order Logic 8.4 Knowledge Engineering in First-Order Logic Summary Bibliographical and Historical Notes 9 Inference in First-Order Logic 9.1 Propositional vs. First-Order Inference 9.2 Unification and First-Order Inference 9.3 Forward Chaining 9.4 Backward Chaining 9.5 Resolution Summary Bibliographical and Historical Notes 10 Knowledge Representation 10.1 Ontological Engineering 10.2 Categories and Objects 10.3 Events 10.4 Mental Objects and Modal Logic 10.5 Reasoning Systems for Categories 10.6 Reasoning with Default Information Summary Bibliographical and Historical Notes 11 Automated Planning 11.1 Definition of Classical Planning 11.2 Algorithms for Classical Planning 11.3 Heuristics for Planning 11.4 Hierarchical Planning 11.5 Planning and Acting in Nondeterministic Domains 11.6 Time, Schedules, and Resources 11.7 Analysis of Planning Approaches Summary Bibliographical and Historical Notes IV Uncertain knowledge and reasoning 12 Quantifying Uncertainty 12.1 Acting under Uncertainty 12.2 Basic Probability Notation 12.3 Inference Using Full Joint Distributions 12.4 Independence 12.5 Bayes' Rule and Its Use 12.6 Naive Bayes Models 12.7 The Wumpus World Revisited Summary Bibliographical and Historical Notes 13 Probabilistic Reasoning 13.1 Representing Knowledge in an Uncertain Domain 13.2 The Semantics of Bayesian Networks 13.3 Exact Inference in Bayesian Networks 13.4 Approximate Inference for Bayesian Networks 13.5 Causal Networks Summary Bibliographical and Historical Notes 14 Probabilistic Reasoning over Time 14.1 Time and Uncertainty 14.2 Inference in Temporal Models 14.3 Hidden Markov Models 14.4 Kalman Filters 14.5 Dynamic Bayesian Networks Summary Bibliographical and Historical Notes 15 Making Simple Decisions 15.1 Combining Beliefs and Desires under Uncertainty 15.2 The Basis of Utility Theory 15.3 Utility Functions 15.4 Multiattribute Utility Functions 15.5 Decision Networks 15.6 The Value of Information 15.7 Unknown Preferences Summary Bibliographical and Historical Notes 16 Making Complex Decisions 16.1 Sequential Decision Problems 16.2 Algorithms for MDPs 16.3 Bandit Problems 16.4 Partially Observable MDPs 16.5 Algorithms for Solving POMDPs Summary Bibliographical and Historical Notes 17 Multiagent Decision Making 17.1 Properties of Multiagent Environments 17.2 Non-Cooperative Game Theory 17.3 Cooperative Game Theory 17.4 Making Collective Decisions Summary Bibliographical and Historical Notes 18 Probabilistic Programming 18.1 Relational Probability Models 18.2 Open-Universe Probability Models 18.3 Keeping Track of a Complex World 18.4 Programs as Probability Models Summary Bibliographical and Historical Notes V Machine Learning 19 Learning from Examples 19.1 Forms of Learning 19.2 Supervised Learning 19.3 Learning Decision Trees 19.4 Model Selection and Optimization 19.5 The Theory of Learning 19.6 Linear Regression and Classification 19.7 Nonparametric Models 19.8 Ensemble Learning 19.9 Developing Machine Learning Systems Summary Bibliographical and Historical Notes 20 Knowledge in Learning 20.1 A Logical Formulation of Learning 20.2 Knowledge in Learning 20.3 Explanation-Based Learning 20.4 Learning Using Relevance Information 20.5 Inductive Logic Programming Summary Bibliographical and Historical Notes 21 Learning Probabilistic Models 21.1 Statistical Learning 21.2 Learning with Complete Data 21.3 Learning with Hidden Variables: The EM Algorithm Summary Bibliographical and Historical Notes 22 Deep Learning 22.1 Simple Feedforward Networks 22.2 Computation Graphs for Deep Learning 22.3 Convolutional Networks 22.4 Learning Algorithms 22.5 Generalization 22.6 Recurrent Neural Networks 22.7 Unsupervised Learning and Transfer Learning 22.8 Applications Summary Bibliographical and Historical Notes 23 Reinforcement Learning 23.1 Learning from Rewards 23.2 Passive Reinforcement Learning 23.3 Active Reinforcement Learning 23.4 Generalization in Reinforcement Learning 23.5 Policy Search 23.6 Apprenticeship and Inverse Reinforcement Learning 23.7 Applications of Reinforcement Learning Summary Bibliographical and Historical Notes VI Communicating, perceiving, and acting 24 Natural Language Processing 24.1 Language Models 24.2 Grammar 24.3 Parsing 24.4 Augmented Grammars 24.5 Complications of Real Natural Language 24.6 Natural Language Tasks Summary Bibliographical and Historical Notes 25 Deep Learning for Natural Language Processing 25.1 Word Embeddings 25.2 Recurrent Neural Networks for NLP 25.3 Sequence-to-Sequence Models 25.4 The Transformer Architecture 25.5 Pretraining and Transfer Learning 25.6 State of the art Summary Bibliographical and Historical Notes 26 Robotics 26.1 Robots 26.2 Robot Hardware 26.3 What kind of problem is robotics solving? 26.4 Robotic Perception 26.5 Planning and Control 26.6 Planning Uncertain Movements 26.7 Reinforcement Learning in Robotics 26.8 Humans and Robots 26.9 Alternative Robotic Frameworks 26.10 Application Domains Summary Bibliographical and Historical Notes 27 Computer Vision 27.1 Introduction 27.2 Image Formation 27.3 Simple Image Features 27.4 Classifying Images 27.5 Detecting Objects 27.6 The 3D World 27.7 Using Computer Vision Summary Bibliographical and Historical Notes VII Conclusions 28 Philosophy, Ethics, and Safety of AI 28.1 The Limits of AI 28.2 Can Machines Really Think? 28.3 The Ethics of AI Summary Bibliographical and Historical Notes 29 The Future of AI 29.1 AI Components 29.2 AI Architectures A Mathematical Background A.1 Complexity Analysis and 0() Notation A.2 Vectors, Matrices, and Linear Algebra A.3 Probability Distributions Bibliographical and Historical Notes B Notes on Languages and Algorithms B. l Defining Languages with Backus-Naur Form (BNF) B.2 Describing Algorithms with Pseudocode B.3 Online Supplemental Material Bibliography Index

Anmerkung: Contents 1 End Poverty in All Its Forms Everywhere / Joel C. Gill, Sarah Caven, and Ekbal Hussain 2 Zero Hunger / Benson H. Chishala, Rhoda Mofya-Mukuka, Lydia M. Chabala, and Elias Kuntashula 3 Ensure Healthy Lives and Promote Well-Being for All At All Ages / Kim Dowling, Rachael Martin, Singarayer K. Florentine, and Dora C. Pearce 4 Quality Education / Ellen Metzger, David Gosselin, and Cailin Huyck Orr 5 Achieve Gender Equality and Empower All Women and Girls / Ezzoura Errami, Gerel Ochir, and Silvia Peppoloni 6 Clean Water and Sanitation / Kirsty Upton and Alan MacDonald 7 Affordable and Clean Energy / Michael H. Stephenson 8 Decent Work and Economic Growth / Katrien An Heirman, Joel C. Gill, and Sarah Caven 9 Infrastructure, Industry, and Innovation / Joel C. Gill, Ranjan Kumar Dahal, and Martin Smith 10 Reduce Inequality Within and Amongst Countries / Melissa Moreano and Joel C. Gill 11 Sustainable Cities and Communities / Martin Smith and Stephanie Bricker 12 Ensure Sustainable Consumption and Production Patterns / Joseph Mankelow, Martin Nyakinye, and Evi Petavratzi 13 Climate Action / Joy Jacqueline Pereira, T. F. Ng, and Julian Hunt 14 Conserve and Sustainably Use the Oceans, Seas, and Marine Resources / Michael G. Petterson, Hyeon-Ju Kim, and Joel C. Gill 15 Life on Land / Eric O. Odada, Samuel O. Ochola, and Martin Smith 16 Peace, Justice, and Strong Institutions / Joel C. Gill, Amel Barich, Nic Bilham, Sarah Caven, Amy Donovan, Marleen de Ruiter, and Martin Smith 17 Partnerships for the Goals / Susanne Sargeant, Joel C. Gill, Michael Watts, Kirsty Upton, and Richard Ellison 18 Reshaping Geoscience to Help Deliver the Sustainable Development Goals / Joel C. Gill Index