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  • 1
    Call number: PIK E 719-18-91757
    Type of Medium: Monograph available for loan
    Pages: VI, 361 Seiten , Illustrationen, Diagramme
    ISBN: 9783319773315 , 9783319773322
    Series Statement: Computational Social Sciences
    Language: English
    Note: Contents: Part 1: Introduction to Spreading in Social Systems ; Complex Contagions: A Decade in Review ; A Simple Person’s Approach to Understanding the Contagion Condition for Spreading Processes on Generalized Random Networks ; Challenges to Estimating Contagion Effects from Observational Data ; Part 2: Models and Theories ; Slightly Generalized Contagion: Unifying Simple Models of Biological and Social Spreading ; Message-Passing Methods for Complex Contagions ; Optimal Modularity in Complex Contagion ; Probing Empirical Contact Networks by Simulation of Spreading Dynamics ; Theories for Influencer Identification in Complex Networks ; Part 3: Observational Studies ; Service Adoption Spreading in Online Social Networks ; Misinformation Spreading on Facebook ; Scalable Detection of Viral Memes from Diffusion Patterns ; Attention on Weak Ties in Social and Communication Networks ; Measuring Social Spam and the Effect of Bots on Information Diffusion in Social Media ; Network Happiness: How Online Social Interactions Relate to Our Well Being ; Information Spreading During Emergencies and Anomalous Events ; Part 4: Controlled Studies ; Randomized Experiments to Detect and Estimate Social Influence in Networks ; The Rippling Effect of Social Influence via Phone Communication Network ; Network Experiments Through Academic-Industry Collaboration ; Spreading in Social Systems: Reflections
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  • 2
    Monograph available for loan
    Monograph available for loan
    Cham : Springer International Publishing
    Call number: PIK B 150-18-91578
    Type of Medium: Monograph available for loan
    Pages: XXI, 198 Seiten , Diagramme
    ISBN: 9783319240626 (print)
    Series Statement: Contributions to Economics
    Language: English
    Note: Contents: Foreword -- Acknowledgments -- Contents -- List of Figures -- List of Tables -- List of Abbreviations -- List of Symbols -- Scalars -- Functions -- Indices -- Vectors, Matrices, Etc. -- Symbols Related to Poverty and Inequality -- 1 Introduction -- 1.1 Objective and Research Question -- 1.2 Structure of Thesis -- References -- 2 The Normative Argument for an Unconditional Basic Income -- 2.1 Van Parijs' Concept of Freedom -- 2.1.1 Alternative Concepts of Freedom -- 2.1.2 The Concept of Real Freedom -- 2.2 From Real Freedom to Basic Income -- 2.2.1 The Resource Egalitarianism Approach -- 2.2.2 Ambition-Sensitivity and Endowment-Insensitivity -- 2.2.3 The Value of the Basic Income -- 2.3 The Concept of the Basic Income in Detail -- 2.4 Common Objections Against an Unconditional BasicIncome -- 2.4.1 Exploitation and Reciprocity -- 2.4.2 Measuring of Real Freedom -- 2.5 Concluding Remarks -- References -- 3 Implementation of a Basic Income by a Negative Income Tax -- 3.1 The Concept of a Negative Income Tax -- 3.1.1 Definition and Classification -- 3.1.2 Economic Aspects -- 3.1.3 Comparison of an Unconditional Basic Income with a Negative Income Tax -- 3.2 Different Types of Negative Income Tax Plans -- 3.2.1 Minimum Income Guarantee -- 3.2.2 Social-Dividend Type -- 3.2.3 Poverty-Gap Type -- 3.2.4 Comparison of NIT-Types -- 3.3 Empirical Studies on Negative Income Tax Plans -- References -- 4 A Negative Income Tax Proposal for Germany -- 4.1 The Subsistence Level as Lower Limit of Welfare Payments in Germany -- 4.2 The Negative Income Tax Proposal in Detail -- 4.2.1 General Concept -- 4.2.2 The Build-In Option in Detail -- 4.2.3 Child Support -- 4.3 Comparison with Germany's Status Quo of 2010 -- 4.4 Critical Remarks -- References -- 5 Modeling Political Reforms: The Discrete Approach to Labor Supply -- 5.1 Economic Simulations ; 5.1.1 General Overview -- 5.1.2 Micro Simulations in Detail -- 5.1.3 Construction of a New Tax-and-TransferMicro Simulation -- 5.2 The Discrete Approach to Labor Supply -- 5.2.1 The Discrete Framework -- 5.2.2 Additive Random Utility -- 5.2.3 Specification of the Utility Function -- 5.2.4 Behavioral Changes -- References -- 6 Implications on the Proposed Basic Income Reform -- 6.1 Data -- 6.1.1 General Information on the GSOEP -- 6.1.2 Imputation and Non-responses -- 6.1.3 The Household Concept of the GSOEP -- 6.1.4 Income and Working Hours Distributions -- 6.2 Sample Selection Estimations for Expected Wage Rates -- 6.3 Calibration of the Multinomial Logit Regression Model -- 6.3.1 Estimation Results -- 6.3.2 Modeling the Status Quo -- 6.4 Allocation Effects of the Basic Income Schemeand its Feasibility -- 6.4.1 Expected Changes in Household Labor Supply -- 6.4.2 Feasibility of the Proposed Tax-and-TransferScheme -- 6.5 Distributional Effects of the Basic Income Scheme -- 6.5.1 Estimated Changes in Poverty -- 6.5.2 Implications on Income Inequality -- 6.6 Critical Remarks -- References -- 7 Conclusion and Outlook -- A Efficient Wage Hypothesis -- References -- B Social Insurance Contributions in Germany -- C Calculations -- C.1 Multinomial Logit Estimation -- C.2 Translog Utility -- C.2.1 Married Couples -- C.2.2 One-Adult Households -- C.3 Constant Relative Inequality Aversion -- Reference -- D Descriptive Statistics -- E Social Security Parameters of 2010 (Germany) -- F GSOEP Questions
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  • 3
    Monograph available for loan
    Monograph available for loan
    Cham : Springer International Publishing
    Call number: PIK B 010-19-92685
    Description / Table of Contents: Contents: Chapter1. Complex Adaptive Systems and a Sustainability Framework -- Chapter2. Rural Development in the Poyang Lake Region amid Floods -- Chapter3. Assessing Well-being in the Poyang Lake Region -- Chapter4. Understanding the Complex Processes Underlying Well-being of Rural Households -- Chapter5. Exploring Future Rural Development in the Poyang Lake Region -- Chapter6. Sustainability of human-environment systems -- Chapter7. The complex systems approach to policy analysis
    Description / Table of Contents: This volume applies the science of complexity to study coupled human-environment systems (CHES) and integrates ideas from the social sciences of climate change into a study of rural development amid flooding and urbanization in the Poyang Lake Region (PLR) of China. Author Qing Tian operationalizes the concept of sustainability and provides useful scientific analyses for sustainable development in less developed rural areas that are vulnerable to climatic hazards. The book uses a new sustainability framework that is centered on the concept of well-being to study rural development in PLR. The PLR study includes three major analyses: (1) a regional assessment of human well-being; (2) an empirical analysis of rural livelihoods; and (3) an agent-based computer model used to explore future rural development. These analyses provide a meaningful view of human development in the Poyang Lake Region and illustrate some of the complex local- and macro-level processes that shape the livelihoods of rural households in the dynamic process of urbanization. They generate useful insights about how government policy might effectively improve the well-being of rural households and promote sustainable development amid social, economic, and environmental changes. This case study has broader implications. Rural populations in the developing world are disproportionally affected by extreme climate events and climate change. Furthermore, the livelihoods of rural households in the developing world are increasingly under the influences of macro-level forces amid urbanization and globalization. This case study demonstrates that rural development policies must consider broader development dynamics at the national (and even global) level, as well as specific local social and environmental contexts. By treating climate as one of many factors that affect development in such places, we can provide policy recommendations that synergistically promote development and reduce climatic impacts and therefore facilitate mainstreaming climate adaptation into development
    Type of Medium: Monograph available for loan
    Pages: XIX, 150 Seiten , Illustrationen, Diagramme, Karten
    ISBN: 9783319526843
    Series Statement: SpringerBriefs in Geography
    Language: English
    Location: A 18 - must be ordered
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  • 4
    Call number: PIK M 039-17-90409
    Description / Table of Contents: This book considers a relatively new metric in complex systems, transfer entropy, derived from a series of measurements, usually a time series. After a qualitative introduction and a chapter that explains the key ideas from statistics required to understand the text, the authors then present information theory and transfer entropy in depth. A key feature of the approach is the authors' work to show the relationship between information flow and complexity. The later chapters demonstrate information transfer in canonical systems, and applications, for example in neuroscience and in finance. The book will be of value to advanced undergraduate and graduate students and researchers in the areas of computer science, neuroscience, physics, and engineering
    Type of Medium: Monograph available for loan
    Pages: XXIX, 190 Seiten , Illustrationen, Diagramme
    ISBN: 9783319432212 (print)
    Language: English
    Note: Introduction -- Statistical Preliminaries -- Information Theory -- Transfer Entropy -- Information Transfer in Canonical Systems -- Information Transfer in Financial Markets -- Miscellaneous Applications of Transfer Entropy -- Concluding Remarks
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  • 5
    Monograph available for loan
    Monograph available for loan
    Cham : Springer International Publishing
    Call number: AWI G2-20-93405
    Description / Table of Contents: This volume describes the complex characteristics of almost all Russian coastal estuaries systematized in the following regions: the coasts of the White Sea, the Barents Sea, the Kara Sea, the Laptev Sea, the East Siberian Sea, the Chukchi Sea, the Black Sea, the Sea of Azov, the Baltic Sea, the Sea of Okhotsk, the Sea of Japan and the Bering Seas. The part on the Baltic Sea includes a detailed description of the Kaliningrad coast and the Gulf of Finland. Apart from the geology and morphology, this book also looks at the anthropogenic effects on shores as well as at hydrological conditions, local climate and water level characteristics, and at economic use of lagoons
    Type of Medium: Monograph available for loan
    Pages: xiii, 270 Seiten , Illustrationen
    ISBN: 9783319433929 , 9783319433905 (print)
    Series Statement: Estuaries of the World
    Language: English
    Note: Contents 1 Specific Features of Estuaries, Lagoons, Limans: Concepts and Terms / Petr Brovko and Ruben Kosyan 2 Estuaries and Lagoons of the Russian Arctic Seas / Vyacheslav Krylenko 3 Estuaries, Lagoons, and Limans of the Marginal Seas of Northeast Asia / Petr Brovko, Yuri Mikishin, and Tamara Ponomareva 4 Lagoons of the Black Sea / Vyacheslav Krylenko and Marina Krylenko 5 Lagoons of the Smallest Russian Sea / Marina Krylenko, Ruben Kosyan, and Vyacheslav Krylenko 6 Transboundary Lagoons of the Baltic Sea / Boris Chubarenko, Dmitriy Domnin, Svetlana Navrotskaya, Zhanna Stont, Vladimir Chechko, Valentina Bobykina, Vasiliy Pilipchuk, Konstantin Karmanov, Anastasea Domnina, Tatiana Bukanova, Victoria Topchaya, and Alexander Kileso 7 Neva Bay: A Technogenic Lagoon of the Eastern Gulf of Finland (Baltic Sea) / Daria Ryabchuk, Vladimir Zhamoida, Marina Orlova, Alexander Sergeev, Julia Bublichenko, Andrey Bublichenko, and Leontina Sukhacheva 8 The White Sea as an Estuarine System / Evgeniy Ignatov, Oleksiy Kalynychenko, and Anatoliy Pantiulin 9 The Diversity of Russian Estuaries / Ruben Kosyan, Petr Brovko, and Jean-Paul Ducrotoy Index
    Location: AWI Reading room
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  • 6
    Call number: PIK N 531-19-92204
    Description / Table of Contents: This book aims to identify, present and discuss key driving forces and pressures on ecosystem services. Ecosystem services are the contributions that ecosystems provide to human well-being. The scope of this atlas is on identifying solutions and lessons to be applied across science, policy and practice. The atlas will address different components of ecosystem services, assess risks and vulnerabilities, and outline governance and management opportunities. The atlas will therefore attract a wide audience, both from policy and practice and from different scientific disciplines. The emphasis will be on ecosystems in Europe, as the available data on service provision is best developed for this region and recognizes the strengths of the contributing authors. Ecosystems of regions outside Europe will be covered where possible.
    Description / Table of Contents: Human well-being is significantly affected by the contributions provided by ecosystems, or ecosystem services. In this well-illustrated atlas, world-class experts identify and discuss key driving forces, trade-offs, and synergies of ecosystem services. Through interdisciplinary case studies varying across ecosystems and scales, this atlas narrows the knowledge gap between ecosystem services management and related fields of study. This atlas begins with conceptual background and proceeds to present drivers and their risks for ecosystems, their functions and services, and biodiversity. Trade-offs and synergies among ecosystem services and societal responses to the drivers and trade-offs are discussed. Sustainable land management and governance concepts are demonstrated throughout the atlas. Environmental scientists, practitioners and policy makers worldwide will appreciate the solutions and best practices identified throughout the chapters. Students of environmental sciences, socio-economics and landscape planning will find this atlas to be a valuable read, as well
    Type of Medium: Monograph available for loan
    Pages: XXX, 414 Seiten , Illustrationen, Diagramme, Karten
    ISBN: 9783319962283 , 9783319962290
    Language: English
    Note: Contents: The Risk to Ecosystems and Ecosystem Services: A Framework for the Atlas of Ecosystem Services ; The Ecosystem Service Concept: Linking Ecosystems and Human Wellbeing ; The Link Between Diversity, Ecosystem Functions, and Ecosystem Services ; Embracing Community Resilience in Ecosystem Management and Research ; Risk and Uncertainty as Sources of Economic Value of Biodiversity and Ecosystem Services ; Taking Social Responsibility in Using Ecosystem Services Concepts: Ethical Issues of Linking Ecosystems and Human Well-Being ; Introduction to Part II: Drivers and Their Risks for Ecosystems, Their Functions, and Services ; Scaling Sensitivity of Drivers ; The Evidence for Genetic Diversity Effects on Ecosystem Services ; Using Dynamic Global Vegetation Models (DGVMs) for Projecting Ecosystem Services at Regional Scales ; Remote Sensing Measurements of Forest Structure Types for Ecosystem Service Mapping ; Mapping Land System Archetypes to Understand Drivers of Ecosystem Service Risks ; Assessment of Soil Functions Affected by Soil Management ; Mediterranean Wetlands: A Gradient from Natural Resilience to a Fragile Social-Ecosystem ; Vulnerability of Ecosystem Services in Farmland Depends on Landscape Management ; Provisioning Ecosystem Services at Risk: Pollination Benefits and Pollination Dependency of Cropping Systems at the Global Scale ; Minimising Risks of Global Change by Enhancing Resilience of Pollinators in Agricultural Systems ; Drivers of Risks for Biodiversity and Ecosystem Services: Biogas Plants Development in Germany ; European Energy Governance Landscapes: Energy-Related Pressures on Ecosystem Services ; Wind Power Deployment as a Stressor for Ecosystem Services: A Comparative Case Study from Germany and Sweden ; Selected Trade-Offs and Risks Associated with Land Use Transitions in Central Germany ; New EU-Level Scenarios on the Future of Ecosystem Services ; The Rural-to-Urban Gradient and Ecosystem Services ; How to Reconcile the Ecosystem Service of Regulating the Microclimate with Urban Planning Projects on Brownfields? The Case Study Bayerischer Bahnhof in Leipzig, Germany ; Urban Green Infrastructure in Support of Ecosystem Services in a Highly Dynamic South American City: A Multi-Scale Assessment of Santiago de Chile ; Climate Regulation by Diverse Urban Green Spaces: Risks and Opportunities Related to Climate and Land Use Change ; Climate Change as Driver for Ecosystem Services Risk and Opportunities ; Capacity of Ecosystems to Degrade Anthropogenic Chemicals ; Impacts of Nitrogen Deposition on Forest Ecosystem Services and Biodiversity ; Ecosystem Services from Inland Waters and Their Aquatic Ecosystems ; Groundwater Ecosystems and Their Services: Current Status and Potential Risks ; Drinking Water Quality at Risk: A European Perspective ; Pesticide Effects on Stream Ecosystems ; How Good Are Bad Species? ; Alien Planktonic Species in the Marine Realm: What Do They Mean for Ecosystem Services Provision? ; Invasion of the Wadden Sea by the Pacific Oyster (Magallana gigas): A Risk to Ecosystem Services? ; International Trade and Global Flows of Ecosystem Services ; Introduction to Part III: Trade-Offs and Synergies Among Ecosystem Services ; Trade-Offs and Synergies Between Biodiversity Conservation and Productivity in the Context of Increasing Demands on Landscapes ; Climate Change Induced Carbon Competition: Bioenergy Versus Soil Organic Matter Reproduction ; Removal of Agricultural Residues from Conventional Cropping Systems ; Shrinking Cities and Ecosystem Services: Opportunities, Planning, Challenges, and Risks ; Spatial Patterns of Ecosystem Service Bundles in Germany ; Indicators of Ecosystem Services for Policy Makers in the Netherlands ; The Montérégie Connection: Understanding How Ecosystems Can Provide Resilience to the Risk of Ecosystem Service Change ; Synchronized Peak Rate Years of Global Resources Use Imply Critical Trade-Offs in Appropriation of Natural Resources and Ecosystem Services
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  • 7
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    Cham : Springer International Publishing
    Call number: 9783319468075 (e-book)
    Type of Medium: 12
    Pages: 1 online resource (593 pages) , Illustrationen
    ISBN: 9783319468075
    Language: English
    Note: Contents 1 The Conifers Conifer Taxonomy Geographic Distribution and Biogeography Life History Ecological Tolerance Conifer Mating System, Life Cycle, and Reproduction The Largest, Tallest, and Oldest Organisms on the Planet Genetic Diversity Summary Part I Genomes 2 Genomes: Classical Era The Beginnings of Genome Research in Conifers Chromosome Number and Polyploidy Genome Size Karyotype Analysis Genome Content Organelle Genomes: Chloroplast and Mitochondria Size and Structure Gene Content Inheritance Variation Summary 3 Gene and Genome Sequencing in Conifers: Modern Era A Short History of DNA Sequencing in Conifers Expressed Sequence Tag Sequencing Gene Discovery Using Next-Generation Sequencing Conifer Reference Genome Sequences Sequencing, Assembly, and Annotation Strategies Summary Statistics of Published Conifer Genome Sequences Discovery of the Noncoding DNA Content of Conifer Genomes Discovery of the Number and Types of Coding Genes in Conifers Chloroplast and Mitochondrial Genome Sequencing Summary 4 Noncoding and Repetitive DNA Introduction Ribosomal DNA Tandem Repeats: Satellite, Minisatellite, and Microsatellite DNA Transposons and Retrotransposons Pseudogenes Summary 5 Gene Structure and Gene Families A Short History of Early Conifer Gene Sequencing Wood-Forming Genes Vegetative Growth Genes Floral Genes Light-Regulated Genes Defense-Related Genes Disease-Resistant Genes Summary 6 Gene Expression and the Transcriptome A Short History of Gene Expression Studies in Conifers Wood Formation Biotic Factors Abiotic Factors Seasonal Patterns Epigenetic Control of Gene Expression Summary 7 Proteomics and Metabolomics A Short History of Proteomic and Metabolomic Research in Conifers Wood Formation Biotic Factors Abiotic Factors Seed Development and Somatic Embryogenesis Summary Part II Variation 8 Phenotypic Variation in Natural Populations Introduction Definitions Terms for Describing the Identity of Experimental Plant Materials: Provenance, Population, Seed Source, and Accession Terms for Describing Patterns of Genetic Variation on the Natural Landscape: Cline, Race, and Ecotype Historical Perspectives Application of Common Garden Experiments Experimental Approaches and Analytical Methods Experimental Approaches Analytical Methods Dependent and Independent Variables Common Garden Testing Literature Amount, Distribution, and Pattern of Genetic Variation in Phenotypic Traits of Conifers Amount and Distribution of Genetic Variation Patterns of Variation Are Local Sources Best? Case Studies Pseudotsuga menziesii (Douglas-fir) Pinus Summary 9 Neutral Genetic Variation Introduction and Background Molecular Markers Used in the Study of Neutral Variation Three Conifer Genomes Purpose and Applications of Neutral Genetic Variation Studies General Diversity Results: Allozymes Variation Within Species Variation Within Populations Distribution of Variation Among Populations (Based on Polymorphic Loci only) Differences in Measures of Diversity Among Conifer Genera and Families Allozyme Summary General Diversity Results: Molecular Markers Organelle Markers Nuclear Markers Population Differentiation Factors Affecting Amount and Distribution of Genetic Variation Mating Systems Gene Flow Genetic Drift Case Studies Diversity, Population Structure, and Biogeography Conservation and Mating Systems Effects of Forest Management and Tree Improvement on Genetic Diversity Summary 10 Adaptive Genetic Variation A Short History of Adaptive Genetic Variation in Conifers General Trends in Patterns of Adaptive Genetic Diversity in Conifers Observed from Neutrality and FST Outlier Tests Detection of Nonneutral Genes in a Few Conifer Species Pinus taeda Pinus sylvestris Pinus mugo, P. uncinata, and P. uliginosa Pinus pinaster and P. halepensis Pinus radiata Pinus contorta Pinus massoniana and P. hwangshanensis Pinus lambertiana and Other Subgenus Strobus Species Pseudotsuga menziesii Larix Species Abies Species Picea Species Cryptomeria japonica and Taxodium distichum Summary 11 Quantitative Trait Dissection A Short History of Complex Trait Dissection in Conifers Pinus taeda Pinus elliottii Pinus radiata Pinus sylvestris Pinus pinaster Pinus contorta Pseudotsuga menziesii Picea ssp. Larix ssp. Cryptomeria japonica Summary 12 Landscape Genomics A Short History of Landscape Genomics Studies in Conifers Pinus Subgenus Pinus Pinus Subgenus Strobus Picea Abies and Larix Summary 13 Conservation Genetics A Brief Introduction to Conservation Genetics in Forestry Fragmentation Habitat Loss Forest Practice Disease Insects Climate Change Summary 14 Forest Health Introduction The Growing Relevance of Forest Health Genetic Variation in Forest Health Traits Insects and Disease Abiotic Stress Mechanisms of Resistance and Tolerance Case Studies Resistance to Pissodes strobi (White Pine Weevil) Found in Picea sitchensis (Sitka spruce) Resistance to an Introduced Pathogen (Phytophthora lateralis) in Chamaecyparis lawsoniana (Port-Orford-cedar) Resistance to Stem Rusts in North American White Pines and Southern Yellow Pines Summary Part III Evolution 15 Hybridization and Introgression Introduction Definitions and Background Definitions Background Approaches to Identifying Hybrids and Quantifying Levels of Introgression Evolving Insights Case Studies of Introgressive Hybridization in Conifers Pinus contorta (Lodgepole Pine) x P. banksiana (Jack Pine) Picea sitchensis (Sitka Spruce) x P. glauca (White Spruce) and P. engelmannii (Engelmann Spruce) x P. glauca Pinus taeda (Loblolly Pine) x P. echinata (Shortleaf Pine) Hybrid Speciation Artificial Hybrids Summary 16 Paleobotany, Taxonomic Classification, and Phylogenetics Introduction Paleobotany Taxonomic Classification Cupressus Pinus Phylogenetics Character Selection The Conifers and Related Gymnosperms Araucariaceae Cupressaceae Pinaceae Podocarpaceae Sciadopityaceae Taxaceae Summary 17 Comparative Genomics Introduction to Comparative Genomics Comparative Mapping Comparative Gene Content and Transcriptomics Comparative Genome Sequences Summary 18 Historical Perspective and Future Directions in Forest Genetics and Genomics Historical Perspective Current Situation Future Directions Primary Commercial Species (Group A) Appendix 1 Appendix 2 References Index
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  • 8
    Monograph available for loan
    Monograph available for loan
    Cham : Springer International Publishing
    Call number: PIK M 370-15-0074
    Description / Table of Contents: Contents: Variability of the Deepwater Horizon Surface Oil Spill Extent and Its Relationship to Varying Ocean Currents and Extreme Weather Conditions ; A Strategy for Bioremediation of Marine Shorelines by Using Several Nutrient Release Points ; Prediction of the Formation of Water-in-Oil Emulsions ; Equilibrium Theory of Bidensity Particle-Laden Flows on an Incline ; Operational Oil Spill Modelling: From Science to Engineering Applications in the Presence of Uncertainty ; Application of a Numerical Statistical Model to Estimate Potential Oil Spill Risk ; Structural Analysis of Oil-Spill Booms
    Type of Medium: Monograph available for loan
    Pages: X, 166 S. : Ill., grpah. Darst., Kt.
    ISBN: 9783319164588
    Series Statement: The reacting atmosphere 2
    Location: A 18 - must be ordered
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