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  • Books  (15)
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  • 2020-2020
  • 2015-2019  (15)
  • 1960-1964
  • Natural Disasters, Disaster Management  (9)
  • Geophysics  (6)
  • 1
    Call number: 8/M 19. 93253
    Type of Medium: Monograph available for loan
    Pages: xi, 114 Seiten
    ISBN: 978-981-13-9004-3
    Series Statement: Economics, Law, and Institutions in Asia Pacific
    Classification:
    Natural Disasters, Disaster Management
    Language: English
    Branch Library: GFZ Library
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  • 2
    Monograph available for loan
    Monograph available for loan
    Amsterdam : Elsevier
    Call number: M 18.91612
    Description / Table of Contents: Front Cover -- Machine Learning Techniques for Space Weather -- Copyright -- Contents -- Contributors -- Introduction -- Machine Learning and Space Weather -- Scope and Structure of the Book -- Acknowledgments -- References -- Part I: Space Weather -- Chapter 1: Societal and Economic Importance of Space Weather -- 1 What is Space Weather? -- 2 Why Now? -- 3 Impacts -- 3.1 Geomagnetically Induced Currents -- 3.2 Global Navigation Satellite Systems -- 3.3 Single-Event Effects -- 3.4 Other Radio Systems -- 3.5 Satellite Drag -- 4 Looking to the Future -- 5 Summary and Conclusions -- Acknowledgments -- References -- Chapter 2: Data Availability and Forecast Products for Space Weather -- 1 Introduction -- 2 Data and Models Based on Machine Learning Approaches -- 3 Space Weather Agencies -- 3.1 Government Agencies -- 3.1.1 NOAA's Data and Products -- 3.1.2 NASA -- 3.1.3 European Space Agency -- 3.1.4 The US Air Force Weather Wing -- 3.2 Academic Institutions -- 3.2.1 Kyoto University, Japan -- 3.2.2 Rice University, USA -- 3.2.3 Laboratory for Atmospheric and Space Physics, USA -- 3.3 Commercial Providers -- 3.4 Other Nonprofit, Corporate Research Agencies -- 3.4.1 USGS -- 3.4.2 JHU Applied Physics Lab -- 3.4.3 US Naval Research Lab -- 3.4.4 Other International Service Providers -- 4 Summary -- References -- Part II: Machine Learning -- Chapter 3: An Information-Theoretical Approach to Space Weather -- 1 Introduction -- 2 Complex Systems Framework -- 3 State Variables -- 4 Dependency, Correlations, and Information -- 4.1 Mutual Information as a Measure of Nonlinear Dependence -- 4.2 Cumulant-Based Cost as a Measure of Nonlinear Dependence -- 4.3 Causal Dependence -- 4.4 Transfer Entropy and Redundancy as Measures of Causal Relations -- 4.5 Conditional Redundancy -- 4.6 Significance of Discriminating Statistics
    Description / Table of Contents: 4.7 Mutual Information and Information Flow -- 5 Examples From Magnetospheric Dynamics -- 6 Significance as an Indicator of Changes in Underlying Dynamics -- 6.1 Detecting Dynamics in a Noisy System -- 6.2 Cumulant-Based Information Flow -- 7 Discussion -- 8 Summary -- Acknowledgments -- References -- Chapter 4: Regression -- 1 What is Regression? -- 2 Learning From Noisy Data -- 2.1 Prediction Errors -- 2.2 A Probabilistic Set-Up -- 2.3 The Least Squares Method for Linear Regression -- 2.3.1 The Least Squares Method and the Best Linear Predictor -- 2.3.2 The Least Squares Method and the Maximum Likelihood Principle -- 2.3.3 A More General Approach and Higher-Order Predictors -- 2.4 Overfitting -- 2.4.1 The Order Selection Problem -- Error Decomposition: The Bias Versus Variance Trade-Off -- Some Popular Order Selection Criteria -- 2.4.2 Regularization -- 2.5 From Point Predictors to Interval Predictors -- 2.5.1 Distribution-Free Interval Predictors -- 2.6 Probability Density Estimation -- 3 Predictions Without Probabilities -- 3.1 Approximation Theory -- Dense Sets -- Best Approximator -- 3.1.1 Neural Networks -- The Backpropagation Algorithm: High-Level Idea -- Multiple Layers Networks (Deep Networks) -- 4 Probabilities Everywhere: Bayesian Regression -- 4.1 Gaussian Process Regression -- 5 Learning in the Presence of Time: Identification of Dynamical Systems -- 5.1 Linear Time-Invariant Systems -- 5.2 Nonlinear Systems -- References -- Chapter 5: Supervised Classification: Quite a Brief Overview -- 1 Introduction -- 1.1 Learning, Not Modeling -- 1.2 An Outline -- 2 Classifiers -- 2.1 Preliminaries -- 2.2 The Bayes Classifier -- 2.3 Generative Probabilistic Classifiers -- 2.4 Discriminative Probabilistic Classifiers -- 2.5 Losses and Hypothesis Spaces -- 2.5.1 0-1 Loss -- 2.5.2 Convex Surrogate Losses
    Description / Table of Contents: 2.5.3 Particular Surrogate Losses -- 2.6 Neural Networks -- 2.7 Neighbors, Trees, Ensembles, and All that -- 2.7.1 k Nearest Neighbors -- 2.7.2 Decision Trees -- 2.7.3 Multiple Classifier Systems -- 3 Representations and Classifier Complexity -- 3.1 Feature Transformations -- 3.1.1 The Kernel Trick -- 3.2 Dissimilarity Representation -- 3.3 Feature Curves and the Curse of Dimensionality -- 3.4 Feature Extraction and Selection -- 4 Evaluation -- 4.1 Apparent Error and Holdout Set -- 4.2 Resampling Techniques -- 4.2.1 Leave-One-Out and k-Fold Cross-Validation -- 4.2.2 Bootstrap Estimators -- 4.2.3 Tests of Significance -- 4.3 Learning Curves and the Single Best Classifier -- 4.4 Some Words About More Realistic Scenarios -- 5 Regularization -- 6 Variations on Standard Classification -- 6.1 Multiple Instance Learning -- 6.2 One-Class Classification, Outliers, and Reject Options -- 6.3 Contextual Classification -- 6.4 Missing Data and Semisupervised Learning -- 6.5 Transfer Learning and Domain Adaptation -- 6.6 Active Learning -- Acknowledgments -- References -- Part III: Applications -- Chapter 6: Untangling the Solar Wind Drivers of the Radiation Belt: An Information Theoretical Approach -- 1 Introduction -- 2 Data Set -- 3 Mutual Information, Conditional Mutual Information, and Transfer Entropy -- 4 Applying Information Theory to Radiation Belt MeV Electron Data -- 4.1 Radiation Belt MeV Electron Flux Versus Vsw -- 4.2 Radiation Belt MeV Electron Flux Versus nsw -- 4.3 Anticorrelation of Vsw and nsw and Its Effect on Radiation Belt -- 4.4 Ranking of Solar Wind Parameters Based on Information Transfer to Radiation Belt Electrons -- 4.5 Detecting Changes in the System Dynamics -- 5 Discussion -- 5.1 Geo-Effectiveness of Solar Wind Velocity -- 5.2 nsw and Vsw Anticorrelation
    Description / Table of Contents: 5.3 Geo-Effectiveness of Solar Wind Density -- 5.4 Revisiting the Triangle Distribution -- 5.5 Improving Models With Information Theory -- 5.5.1 Selecting Input Parameters -- 5.5.2 Detecting Nonstationarity in System Dynamics -- 5.5.3 Prediction Horizon -- 6 Summary -- Acknowledgments -- References -- Chapter 7: Emergence of Dynamical Complexity in the Earth's Magnetosphere -- 1 Introduction -- 2 On Complexity and Dynamical Complexity -- 3 Coherence and Intermittent Features in Time Series Geomagnetic Indices -- 4 Scale-Invariance and Self-Similarity in Geomagnetic Indices -- 5 Near-Criticality Dynamics -- 6 Multifractional Features and Dynamical Phase Transitions -- 7 Summary -- Acknowledgments -- References -- Chapter 8: Applications of NARMAX in Space Weather -- 1 Introduction -- 2 NARMAX Methodology -- 2.1 Forward Regression Orthogonal Least Square -- 2.2 The Noise Model -- 2.3 Model Validation -- 2.4 Summary -- 3 NARMAX and Space Weather Forecasting -- 3.1 Geomagnetic Indices -- 3.1.1 SISO Dst Index -- 3.1.2 Continuous Time Dst model -- 3.1.3 MISO Dst -- 3.1.4 Kp Index -- 3.2 Radiation Belt Electron Fluxes -- 3.2.1 GOES High Energy -- 3.2.2 SNB3GEO Comparison With NOAA REFM -- 3.2.3 GOES Low Energy -- 3.3 Summary of NARMAX Models -- 4 NARMAX and Insight Into the Physics -- 4.1 NARMAX Deduced Solar Wind-Magnetosphere Coupling Function -- 4.2 Identification of Radiation Belt Control Parameters -- 4.2.1 Solar Wind Density Relationship With Relativistic Electrons at GEO -- 4.2.2 Geostationary Local Quasilinear Diffusion vs. Radial Diffusion -- 4.3 Frequency Domain Analysis of the Dst Index -- 5 Discussions and Conclusion -- References -- Chapter 9: Probabilistic Forecasting of Geomagnetic Indices Using Gaussian Process Models -- 1 Geomagnetic Time Series and Forecasting -- 2 Dst Forecasting
    Description / Table of Contents: 2.1 Models and Algorithms -- 2.2 Probabilistic Forecasting -- 3 Gaussian Processes -- 3.1 Gaussian Process Regression: Formulation -- 3.2 Gaussian Process Regression: Inference -- 4 One-Hour Ahead Dst Prediction -- 4.1 Data Source: OMNI -- 4.2 Gaussian Process Dst Model -- 4.3 Gaussian Process Auto-Regressive (GP-AR) -- 4.4 GP-AR With eXogenous Inputs (GP-ARX) -- 5 One-Hour Ahead Dst Prediction: Model Design -- 5.1 Choice of Mean Function -- 5.2 Choice of Kernel -- 5.3 Model Selection: Hyperparameters -- 5.3.1 Grid Search -- 5.3.2 Coupled Simulated Annealing -- 5.3.3 Maximum Likelihood -- 5.4 Model Selection: Auto-Regressive Order -- 6 GP-AR and GP-ARX: Workflow Summary -- 7 Practical Issues: Software -- 8 Experiments and Results -- 8.1 Model Selection and Validation Performance -- 8.2 Comparison of Hyperparameter Selection Algorithms -- 8.3 Final Evaluation -- 8.4 Sample Predictions With Error Bars -- 9 Conclusion -- References -- Chapter 10: Prediction of MeV Electron Fluxes and Forecast Verification -- 1 Relativistic Electrons in Earth's Outer Radiation Belt -- 1.1 Source, Loss, Transport, and Acceleration, Variation -- 2 Numerical Techniques in Radiation Belt Forecasting -- 3 Relativistic Electron Forecasting and Verification -- 3.1 Forecast Verification -- 3.2 Relativistic Electron Forecasting -- 4 Summary -- References -- Chapter 11: Artificial Neural Networks for Determining Magnetospheric Conditions -- 1 Introduction -- 2 A Brief Review of ANNs -- 3 Methodology and Application -- 3.1 The DEN2D Model -- 4 Advanced Applications -- 4.1 The DEN3D Model -- 4.2 The Chorus and Hiss Wave Models -- 4.3 Radiation Belt Flux Modeling -- 5 Summary and Discussion -- Acknowledgments -- References -- Chapter 12: Reconstruction of Plasma Electron Density From Satellite Measurements Via Artificial Neural Networks
    Description / Table of Contents: 1 Overview
    Type of Medium: Monograph available for loan
    Pages: xviii, 433 Seiten , Illustrationen
    ISBN: 978-0-12-811788-0
    Classification:
    Geophysics
    Language: English
    Location: Upper compact magazine
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  • 3
    Call number: 9/M 07.0421(456)
    In: Geological Society Special Publication
    Type of Medium: Monograph available for loan
    Pages: 252 Seiten , Illustrationen
    ISBN: 9781786203182
    Series Statement: Geological Society Special Publication 456
    Classification:
    Natural Disasters, Disaster Management
    Language: English
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  • 4
    Monograph available for loan
    Monograph available for loan
    London : The Geological Society
    Associated volumes
    Call number: 9/M 07.0421(451)
    In: Geological Society Special Publication
    Type of Medium: Monograph available for loan
    Pages: 244 Seiten , Illustrationen, Graphiken
    ISBN: 978-1-78620-308-3
    Series Statement: Geological Society Special Publication 451
    Classification:
    Natural Disasters, Disaster Management
    Language: English
    Note: This volume draws together the final outputs of the five-year UNESCO/IUGS/IGCP Project 571 and presents new data on radon in the built and natural environments, radon as a diagnostic tool of geophysical phenomena, reflections and recommendations on the future of radon research and a critique of radon's asserted use as a therapy. By considering all the aspects of radon as a health hazard and potential indicator of natural hazards, the project brought together the dispersed research (from universities, governmental and non-governmental bodies as well as commercial companies) on radon within an interdisciplinary context to facilitate scientific advancement and understanding. Through the establishment of working groups at regional and local levels and the development of research networks, a variety of international meetings were organized and a number of journal special issues published to disseminate the results. The scale of the project was global: scientists from over 20 European countries, plus countries in the Americas, Asia and the Middle East have been participants of the project. | Contents: Radon, Health and Natural Hazards: a signpost for assessment and protection in the 21st century / G. K. Gillmore, F. E. Perrier and R. G. M. Crockett / Geological Society, London, Special Publications, 451, 1-5, 31 January 2018, https://doi.org/10.1144/SP451.11 --- Radon as a carcinogenic built-environmental pollutant / Gavin K. Gillmore, Robin G. M. Crockett and Paul S. Phillips / Geological Society, London, Special Publications, 451, 7-34, 6 January 2017, https://doi.org/10.1144/SP451.5 --- Significant annual and sub-annual cycles in indoor radon concentrations: seasonal variation and correction / Robin G. M. Crockett, Christopher J. Groves-Kirkby, Antony R. Denman and Paul S. Phillips / Geological Society, London, Special Publications, 451, 35-47, 1 December 2016, https://doi.org/10.1144/SP451.2 --- Radon as an anthropogenic indoor air pollutant as exemplified by radium-dial watches and other uranium- and radium-containing artefacts / Robin G. M. Crockett and Gavin K. Gillmore / Geological Society, London, Special Publications, 451, 49-61, 9 December 2016, https://doi.org/10.1144/SP451.4 --- Radon dynamics in a dwelling with high radon levels in a karst area / J. Vaupotič, A. Brodar, A. Gregorič and I. Kobal / Geological Society, London, Special Publications, 451, 63-82, 11 January 2017, https://doi.org/10.1144/SP451.9 --- Radionuclides in groundwater, rocks and stream sediments in Austria – results from a recent survey / Gerhard Schubert, Rudolf Berka, Christian Katzlberger, Klaus Motschka, Monika Denner, Johannes Grath and Rudolf Philippitsch / Geological Society, London, Special Publications, 451, 83-112, 23 May 2017, https://doi.org/10.1144/SP451.10 --- Effective radium-226 concentration in rocks, soils, plants and bones / Frédéric Perrier, Frédéric Girault and Hélène Bouquerel / Geological Society, London, Special Publications, 451, 113-129, 21 November 2016, https://doi.org/10.1144/SP451.8 --- Radon-222 and radium-226 occurrence in water: a review / Frédéric Girault, Frédéric Perrier and Tadeusz A. Przylibski / Geological Society, London, Special Publications, 451, 131-154, 2 December 2016, https://doi.org/10.1144/SP451.3 --- Radon and carbon dioxide around remote Himalayan thermal springs / Frédéric Girault, Bharat Prasad Koirala, Mukunda Bhattarai and Frédéric Perrier / Geological Society, London, Special Publications, 451, 155-181, 2 December 2016, https://doi.org/10.1144/SP451.6 --- Radon surveys and monitoring at active volcanoes: learning from Vesuvius, Stromboli, La Soufrière and Villarrica / C. Cigolini, M. Laiolo, D. Coppola, C. Trovato and G. Borgogno / Geological Society, London, Special Publications, 451, 183-208, 1 December 2016, https://doi.org/10.1144/SP451.1 --- Radon: a radioactive therapeutic element / Tadeusz Andrzej Przylibski / Geological Society, London, Special Publications, 451, 209-236, 2 December 2016, https://doi.org/10.1144/SP451.7
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  • 5
    Call number: 9/M 07.0421(446)
    In: Geological Society special publication ; 446
    Type of Medium: Series available for loan
    Pages: 382 Seiten , Illustrationen, Karten, Diagramme
    ISBN: 9781786202765
    Series Statement: Special publication / Geological Society of London no. 446
    Classification:
    Geophysics
    Language: English
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  • 6
    Call number: 6/M 17.90356
    In: International Association of Geodesy Symposia, 145
    Description / Table of Contents: These proceedings contain a selection of peer-reviewed papers presented at the International Symposium on Geodesy for Earthquake and Natural Hazards (GENAH), Matsushima, Japan, 22-26 July, 2014. The scientific sessions focused on monitoring temporal and spatial changes in Earth's lithosphere and atmosphere using geodetic satellite systems, high rate GNSS as well as high resolution imaging (InSAR, Lidar). Researchers in various fields of geodesy discussed the role of geodesy in disaster mitigation and how groups with different techniques can collaborate toward such a goal.
    Type of Medium: Monograph available for loan
    Pages: VIII, 168 Seiten , Ill.
    ISBN: 9783319397672
    Series Statement: International Association of Geodesy Symposia 145
    Classification:
    Natural Disasters, Disaster Management
    Language: English
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  • 7
    Series available for loan
    Series available for loan
    Hannover : Landesamt für Bergbau, Energie und Geologie (LBEG) | Stuttgart : In Kommission bei der E. Schweizerbart'schen Verlagsbuchhandlung (Nägele u. Obermiller)
    Associated volumes
    Call number: S 90.0066(164)
    In: Geologisches Jahrbuch / A
    Type of Medium: Series available for loan
    Pages: 83 Seiten , Illustrationen
    ISBN: 9783510968572
    Series Statement: Geologisches Jahrbuch Heft 164
    Classification:
    Natural Disasters, Disaster Management
    Language: German
    Location: Lower compact magazine
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  • 8
    Call number: 9/M 07.0421(406)
    In: Geological Society special publication
    Description / Table of Contents: This volume highlights key challenges for fluid-flow prediction in carbonate reservoirs, the approaches currently employed to address these challenges and developments in fundamental science and technology. The papers span methods and case studies that highlight workflows and emerging technologies in the fields of geology, geophysics, petrophysics, reservoir modelling and computer science. Topics include: detailed pore-scale studies that explore fundamental processes and applications of imaging and flow modelling at the pore scale; case studies of diagenetic processes with complementary perspectives from reactive transport modelling; novel methods for rock typing; petrophysical studies that investigate the impact of diagenesis and fault-rock properties on acoustic signatures; mechanical modelling and seismic imaging of faults in carbonate rocks; modelling geological influences on seismic anisotropy; novel approaches to geological modelling; methods to represent key geological details in reservoir simulations and advances in computer visualization, analytics and interactions for geoscience and engineering.
    Type of Medium: Monograph available for loan
    Pages: VI, 473 S. : z. T. farb. Ill., graph. Darst., Kt.
    ISBN: 9781862396593
    Series Statement: Geological Society special publication 406
    Classification:
    Geophysics
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  • 9
    Call number: M 15.0087
    Type of Medium: Monograph available for loan
    Pages: 374 S.
    Classification:
    Geophysics
    Location: Upper compact magazine
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  • 10
    Call number: 9/M 07.0421(419)
    In: Geological Society special publication
    Description / Table of Contents: This Special Publication will be an important tool for geoscientists, aimed at increasing the awareness of their societal role and responsibility in conducting education, research and practice activities.What are the responsibilities of a geoscientist ? And what motivations are needed to push geoscientists to practice the Earth sciences in an ethical way?The major environmental challenges affecting human communities require not only a strictly scientific and technical preparation by the geoscientists, but also a reflection on their broader obligations towards society. It is important that geoscientists consider geoethics as an indispensable framework on which to base their training and activity. The principles of geoethics can guide them to pursue the common good by weighing the benefits and costs of each choice, and identifying eco-friendly and society-friendly solutions that guarantee the respect of the right balance between human life and the dynamics of the Earth.Communication and dissemination of geosciences should become core activities in building a knowledge-based society, which is able better to protect itself and the Earth ecosystems in order to guarantee a life in harmony with our planet for future generations.
    Type of Medium: Monograph available for loan
    Pages: VI, 187 S. , farb. Ill., graph. Darst., Kt.
    ISBN: 9781862397262
    Series Statement: Geological Society special publication 419
    Classification:
    E.7.
    Classification:
    Natural Disasters, Disaster Management
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  • 11
    Call number: 8/M 18.91608
    Description / Table of Contents: Snow and Ice-Related Hazards, Risks, and Disasters provides you with the latest scientific developments in glacier surges and melting, ice shelf collapses, paleo-climate reconstruction, sea level rise, climate change implications, causality, impacts, preparedness, and mitigation. It takes a geo-scientific approach to the topic while also covering current thinking about directly related social scientific issues that can adversely affect ecosystems and global economies.Puts the contributions from expert oceanographers, geologists, geophysicists, environmental scientists, and climatologists selec
    Type of Medium: Monograph available for loan
    Pages: xxiv, 762 Seiten , Illustrationen
    ISBN: 978-0-12-394849-6
    Series Statement: Hazards and disasters series
    Classification:
    Natural Disasters, Disaster Management
    Subsequent Title: Snow and ice-related hazards, risks, and disasters (2. Auflage, E-Book (AWI only))
    Language: English
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  • 12
    Monograph available for loan
    Monograph available for loan
    München : Münchener Rückversicherungs-Gesellschaft
    Call number: M 16.89832
    Type of Medium: Monograph available for loan
    Pages: 76 S.
    Edition: Ausgabe 2016
    Series Statement: Topics Geo
    Classification:
    Natural Disasters, Disaster Management
    Location: Upper compact magazine
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  • 13
    Monograph available for loan
    Monograph available for loan
    London : Elsevier Science
    Call number: 8/M 16.89584
    Description / Table of Contents: Tsunamis in the European-Mediterranean Region: From Historical Record to Risk Mitigation provides readers with a much needed, reliable, and up-to-date history of the region, including descriptions and parameters of the main events from pre-history to the present that are supported by parametric catalogues, pictorial material, and examples of instrumental records, such as tide-gauge records. The book presents a broader perspective of needed action for local and national governments, and international organizations, and is written by an internationally recognized expert in this field, providing an authoritative account of historical tsunamis in the eastern Mediterranean. It addresses key points of tsunami mitigation, including the systems currently available for tsunami recording, monitoring, and early warning, along with a presentation of the preventative measures that can be applied in all tsunami-vulnerable regions. Details the systems currently available for tsunami recording, monitoring, and early warning, and the technologies that support them. Contains numerical modeling techniques used for the generation, propagation, and inundation of tsunamis. Presents clear examples of tsunamis in the region and their documentation, as well as comparisons with other regions globally
    Type of Medium: Monograph available for loan
    Pages: 290 S.
    ISBN: 9780124202245
    Classification:
    Natural Disasters, Disaster Management
    Language: English
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  • 14
    Call number: S 97.0506
    In: Forschungsbericht
    Type of Medium: Series available for loan
    Pages: IV, 95 S. , Ill., graph. Darst.
    Edition: Als Ms. gedruckt
    ISBN: 9783941721616
    Series Statement: DGMK research report 741-1
    Classification:
    Geophysics
    Language: English
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  • 15
    Call number: M 17.90813
    Type of Medium: Monograph available for loan
    Pages: 402 Seiten
    Classification:
    Geophysics
    Location: Upper compact magazine
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