Ebook: GeoComputational Modelling: Techniques and Applications
Author: Manfred M. Fischer Yee Leung (auth.) Professor Dr. Manfred M. Fischer Professor Dr. Yee Leung (eds.)
- Tags: Regional/Spatial Science, Geographical Information Systems/Cartography, Information Systems Applications (incl. Internet)
- Series: Advances in Spatial Science
- Year: 2001
- Publisher: Springer-Verlag Berlin Heidelberg
- Edition: 1
- Language: English
- pdf
Geocomputation may be viewed as the application of a computational science paradigm to study a wide range of problems in geographical systems contexts.
This volume presents a clear, comprehensive and thoroughly state-of-the-art overview of current research, written by leading figures in the field.
It provides important insights into this new and rapidly developing field and attempts to establish the principles, and to develop techniques for solving real world problems in a wide array of application domains with a catalyst to greater understanding of what geocomputation is and what it entails.
The broad coverage makes it invaluable reading for resarchers and professionals in geography, environmental and economic sciences as well as for graduate students of spatial science and computer science.
Geocomputation may be viewed as the application of a computational science paradigm to study a wide range of problems in geographical systems contexts.
This volume presents a clear, comprehensive and thoroughly state-of-the-art overview of current research, written by leading figures in the field.
It provides important insights into this new and rapidly developing field and attempts to establish the principles, and to develop techniques for solving real world problems in a wide array of application domains with a catalyst to greater understanding of what geocomputation is and what it entails.
The broad coverage makes it invaluable reading for resarchers and professionals in geography, environmental and economic sciences as well as for graduate students of spatial science and computer science.
Geocomputation may be viewed as the application of a computational science paradigm to study a wide range of problems in geographical systems contexts.
This volume presents a clear, comprehensive and thoroughly state-of-the-art overview of current research, written by leading figures in the field.
It provides important insights into this new and rapidly developing field and attempts to establish the principles, and to develop techniques for solving real world problems in a wide array of application domains with a catalyst to greater understanding of what geocomputation is and what it entails.
The broad coverage makes it invaluable reading for resarchers and professionals in geography, environmental and economic sciences as well as for graduate students of spatial science and computer science.
Content:
Front Matter....Pages i-xii
GeoComputational Modelling — Techniques and Applications: Prologue....Pages 1-12
Front Matter....Pages 13-13
Computational Neural Networks — Tools for Spatial Data Analysis....Pages 15-34
Evolving Computational Neural Networks Through Evolutionary Computation....Pages 35-70
Neural and Evolutionary Computation Methods for Spatial Classification and Knowledge Acquisition....Pages 71-108
Cellular Dynamics: Modelling Urban Growth as a Spatial Epidemic....Pages 109-141
Front Matter....Pages 143-143
Spatial Pattern Recognition in Remote Sensing by Neural Networks....Pages 145-164
Fuzzy ARTMAP — A Neural Classifier for Multispectral Image Classification....Pages 165-194
Neural Spatial Interaction Models....Pages 195-219
A Neural Network Approach for Mobility Panel Analysis....Pages 220-235
Back Matter....Pages 237-283
Geocomputation may be viewed as the application of a computational science paradigm to study a wide range of problems in geographical systems contexts.
This volume presents a clear, comprehensive and thoroughly state-of-the-art overview of current research, written by leading figures in the field.
It provides important insights into this new and rapidly developing field and attempts to establish the principles, and to develop techniques for solving real world problems in a wide array of application domains with a catalyst to greater understanding of what geocomputation is and what it entails.
The broad coverage makes it invaluable reading for resarchers and professionals in geography, environmental and economic sciences as well as for graduate students of spatial science and computer science.
Content:
Front Matter....Pages i-xii
GeoComputational Modelling — Techniques and Applications: Prologue....Pages 1-12
Front Matter....Pages 13-13
Computational Neural Networks — Tools for Spatial Data Analysis....Pages 15-34
Evolving Computational Neural Networks Through Evolutionary Computation....Pages 35-70
Neural and Evolutionary Computation Methods for Spatial Classification and Knowledge Acquisition....Pages 71-108
Cellular Dynamics: Modelling Urban Growth as a Spatial Epidemic....Pages 109-141
Front Matter....Pages 143-143
Spatial Pattern Recognition in Remote Sensing by Neural Networks....Pages 145-164
Fuzzy ARTMAP — A Neural Classifier for Multispectral Image Classification....Pages 165-194
Neural Spatial Interaction Models....Pages 195-219
A Neural Network Approach for Mobility Panel Analysis....Pages 220-235
Back Matter....Pages 237-283
....