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Ecological Model Types

Theories and Applications

Specificaties
Gebonden, blz. | Engels
Elsevier Science | e druk, 2025
ISBN13: 9780443363047
Rubricering
Elsevier Science e druk, 2025 9780443363047
€ 133,00
Levertijd ongeveer 8 werkdagen

Samenvatting

Ecological Model Types: Theories and Applications, Second Edition presents an understanding of how to quantitatively analyze complex and dynamic ecosystems with the tools available today. Recently, besides process-based models, data driven models such as machine learning methods are popularly applied in ecological and environmental models. This second edition covers both process-based models and data-driven models which are fundamental and popular in ecological modeling studies with theories and applications. It also explains how ecological modeling can assist the implementation of sustainable development as well as how mathematical models and systems analysis can describe ecological processes, which can support sustainable management of resources.

Specificaties

ISBN13:9780443363047
Taal:Engels
Bindwijze:Gebonden

Inhoudsopgave

1. Introduction: An Overview<br><br>Section 1: Process-based models<br>2. Biogeochemical models<br>3. Dynamic Population Models<br>4. Ecotoxicological Models<br>5. Structurally Dynamic Models (SDMs)<br>6. Steady State Models<br>7. Spatially Explicit Models<br>8. Fugacity Models<br>9. Network model: Econet<br>10. Process-based Modelling in Ecology<br><br>Section 2: Data-driven models<br>11. Artificial Neural Networks (Multilayer Perceptron) in Ecology<br>12. Decision Tree Models<br>13. Ensemble Models<br>14. Support Vector Machines for Ecological Modelling<br>15. Deep learning: Long short-term memory networks<br>16. Automated Machine Learning
€ 133,00
Levertijd ongeveer 8 werkdagen

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        Ecological Model Types