Artificial Intelligence Methods in the Environmental Sciences

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Artificial Intelligence Methods in the Environmental Sciences

Yazar	: Sue Ellen Haupt Antonello Pasini Caren Marzban
Yayınevi	: Springer
ISBN	: 9781402091179
Baskı yılı	: 2008
Sayfa sayısı	: 424
Ağırlık	: 1.13 kg
Stok durumu	: Var Stok detayları
Kargoya teslim	: Aynı gün kargo

How can environmental scientists and engineers use the increasing amount of available data to enhance our understanding of planet Earth, its systems and processes? This book describes various potential approaches based on artificial intelligence (AI) techniques, including neural networks, decision trees, genetic algorithms and fuzzy logic. Part I contains a series of tutorials describing the methods and the important considerations in applying them. In Part II, many practical examples illustrate the power of these techniques on actual environmental problems. International experts bring to life ways to apply AI to problems in the environmental sciences. While one culture entwines ideas with a thread, another links them with a red line. Thus, a red thread ties the book together, weaving a tapestry that pictures the natural data-driven AI methods in the light of the more traditional modeling techniques, and demonstrating the power of these data-based methods.

Pt. I	Introduction to AI for Environmental Science
1	Environmental Science Models and Artificial Intelligence by Sue Ellen Haupt and Valliappa Lakshmanan and Caren Marzban and Antonello Pasini and John K. Williams	3
2	Basic Statistics and Basic AI: Neural Networks by Caren Marzban	15
3	Performance Measures and Uncertainty by Caren Marzban	49
4	Decision Trees by G. R. Dattatreya	77
5	Introduction to Genetic Algorithms by Sue Ellen Haupt	103
6	Introduction to Fuzzy Logic by John K. Williams	127
7	Missing Data Imputation Through Machine Learning Algorithms by Michael B. Richman and Theodore B. Trafalis and Indra Adrianto	153
Pt. II	Applications of AI in Environmental Science
8	Nonlinear Principal Component Analysis by William W. Hsieh	173
9	Neural Network Applications to Solve Forward and Inverse Problems in Atmospheric and Oceanic Satellite Remote Sensing by Vladimir M. Krasnopolsky	191
10	Implementing a Neural Network Emulation of a Satellite Retrieval Algorithm by George S. Young	207
11	Neural Network Applications to Developing Hybrid Atmospheric and Oceanic Numerical Models by Vladimir M. Krasnopolsky	217
12	Neural Network Modeling in Climate Change Studies by Antonello Pasini	235
13	Neural Networks for Characterization and Forecasting in the Boundary Layer via Radon Data by Antonello Pasini	255
14	Addressing Air Quality Problems with Genetic Algorithms: A Detailed Analysis of Source Characterization by Sue Ellen Haupt and Christopher T. Allen and George S. Young	269
15	Reinforcement Learning of Optimal Controls by John K. Williams	297
16	Automated Analysis of Spatial Grids by Valliappa Lakshmanan	329
	More...
	Glossary	413

Axess
Taksit	Taksit Tutarı	Toplam Tutar
Tek çekim	-	7269.70 TL
2 ay	3762.07 TL	7524.14 TL
3 ay	2556.51 TL	7669.54 TL
6 ay	1363.07 TL	8178.42 TL
9 ay	969.29 TL	8723.64 TL
12 ay	784.52 TL	9414.27 TL

cardFinans
Taksit	Taksit Tutarı	Toplam Tutar
Tek çekim	-	7269.70 TL
2 ay	3762.07 TL	7524.14 TL
3 ay	2556.51 TL	7669.54 TL
6 ay	1363.07 TL	8178.42 TL
9 ay	969.29 TL	8723.64 TL
12 ay	784.52 TL	9414.27 TL

Bonus
Taksit	Taksit Tutarı	Toplam Tutar
Tek çekim	-	7269.70 TL
2 ay	3762.07 TL	7524.14 TL
3 ay	2556.51 TL	7669.54 TL
6 ay	1363.07 TL	8178.42 TL
9 ay	969.29 TL	8723.64 TL
12 ay	784.52 TL	9414.27 TL

World
Taksit	Taksit Tutarı	Toplam Tutar
Tek çekim	-	7269.70 TL
2 ay	3762.07 TL	7524.14 TL
3 ay	2556.51 TL	7669.54 TL
6 ay	1363.07 TL	8178.42 TL
9 ay	969.29 TL	8723.64 TL
12 ay	784.52 TL	9414.27 TL

Maximum
Taksit	Taksit Tutarı	Toplam Tutar
Tek çekim	-	7269.70 TL
2 ay	3762.07 TL	7524.14 TL
3 ay	2556.51 TL	7669.54 TL
6 ay	1363.07 TL	8178.42 TL
9 ay	969.29 TL	8723.64 TL
12 ay	784.52 TL	9414.27 TL

Paraf
Taksit	Taksit Tutarı	Toplam Tutar
Tek çekim	-	7269.70 TL
2 ay	3762.07 TL	7524.14 TL
3 ay	2556.51 TL	7669.54 TL
6 ay	1363.07 TL	8178.42 TL
9 ay	969.29 TL	8723.64 TL
12 ay	784.52 TL	9414.27 TL