Ecological Model Types: Theories and Applications: Developments in Environmental Modelling
Editat de Young-Seuk Park, Sovan Leken Limba Engleză Hardback – 19 dec 2025
- Discusses modelling theory and application
- Illustrates process-based models as well as machine learning models
- Explains practical guides to apply models
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Specificații
ISBN-13: 9780443363047
ISBN-10: 0443363048
Pagini: 456
Dimensiuni: 191 x 235 mm
Ediția:2. Auflage
Editura: ELSEVIER SCIENCE
Seria Developments in Environmental Modelling
ISBN-10: 0443363048
Pagini: 456
Dimensiuni: 191 x 235 mm
Ediția:2. Auflage
Editura: ELSEVIER SCIENCE
Seria Developments in Environmental Modelling
Cuprins
1. Introduction: An Overview
Section 1: Process-based models
2. Biogeochemical models
3. Dynamic Population Models
4. Ecotoxicological Models
5. Structurally Dynamic Models (SDMs)
6. Steady State Models
7. Spatially Explicit Models
8. Fugacity Models
9. Network model: Econet
10. Process-based Modelling in Ecology
Section 2: Data-driven models
11. Artificial Neural Networks (Multilayer Perceptron) in Ecology
12. Decision Tree Models
13. Ensemble Models
14. Support Vector Machines for Ecological Modelling
15. Deep learning: Long short-term memory networks
16. Automated Machine Learning
Section 1: Process-based models
2. Biogeochemical models
3. Dynamic Population Models
4. Ecotoxicological Models
5. Structurally Dynamic Models (SDMs)
6. Steady State Models
7. Spatially Explicit Models
8. Fugacity Models
9. Network model: Econet
10. Process-based Modelling in Ecology
Section 2: Data-driven models
11. Artificial Neural Networks (Multilayer Perceptron) in Ecology
12. Decision Tree Models
13. Ensemble Models
14. Support Vector Machines for Ecological Modelling
15. Deep learning: Long short-term memory networks
16. Automated Machine Learning