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Acknowledgments | p. ix |
The Author | p. xi |
Abbreviations | p. xiii |
Statement on Trade Names and Trademarks | p. xv |
Introduction | p. 1 |
Metaphors of Nature | p. 2 |
A Solution Space? | p. 4 |
Scope and Plan of This Book | p. 5 |
From GIS to Geocomputation | p. 11 |
In the Beginning12 | |
Technological Facilitation | p. 14 |
Representing Spatial Phenomena in GIS | p. 19 |
Putting the Real World onto Media | p. 24 |
Vector | p. 26 |
Tessellations | p. 28 |
Object-Oriented | p. 31 |
Data Characteristics | p. 32 |
Data Collection Technologies | p. 37 |
GPS and Inertial Navigation Systems | p. 38 |
Remote Sensing | p. 39 |
Ground Survey | p. 41 |
Nontraditional Approaches to Data Collection | p. 42 |
Basic Functionality of GIS | p. 42 |
A Systems Definition of GIS | p. 44 |
Limitations of GIS and the Rise of Geocomputation and Geosimulation | p. 46 |
GIScience and the Rise of Geo-Information Engineering | p. 49 |
Technology First | p. 49 |
Science to Follow | p. 52 |
And Now ... Geo-Information Engineering | p. 59 |
Approaches to Modeling | p. 63 |
Model of an x | p. 64 |
Typology of Models | p. 66 |
Building Models | p. 69 |
Modeling Landslides | p. 70 |
Modeling Topography | p. 75 |
Spatio-Temporal Dimensions and the Occam-Einstein Dimension | p. 77 |
Evaluating Models | p. 81 |
Applying Models | p. 83 |
A Summary of Model Development | p. 87 |
The Role and Nature of Environmental Models | p. 91 |
Context of Environmental Modeling | p. 92 |
Environmental Impact Assessment | p. 94 |
An Integrated Approach | p. 97 |
Sustainable Development | p. 99 |
Hazard, Vulnerability, and Risk | p. 101 |
Decision Environment | p. 105 |
Conceptual Models | p. 107 |
Empirical Models | p. 110 |
Models Incorporating Artificial Intelligence | p. 117 |
Knowledge-Based Systems | p. 117 |
Heuristics | p. 118 |
Artificial Neural Networks | p. 119 |
Agent-Based Models | p. 121 |
Process Models | p. 124 |
Lumped Parameter Models | p. 126 |
Distributed Parameter Models | p. 131 |
Discretization | p. 131 |
Routing across a Digital Elevation Model | p. 132 |
Transport through a Medium | p. 134 |
Case Studies in GIS, Environmental Modeling, and Engineering | p. 147 |
Modeling Approaches in GIS and Environmental Modeling | p. 147 |
Spatial Coexistence | p. 150 |
Source-Pathway Characterization | p. 157 |
Basin Management Planning | p. 158 |
Coastal Oil Spill Modeling | p. 169 |
Cluster Detection | p. 172 |
àand Don't Forget the Web | p. 182 |
Issues of Coupling the Technologies | p. 185 |
Some Preconditions | p. 186 |
Initial Conceptualizations | p. 189 |
Independent | p. 190 |
Loosely Coupled | p. 190 |
Tightly Coupled | p. 191 |
Embedded | p. 191 |
An Over-Simplification of the Issues | p. 192 |
Maturing Conceptualizations | p. 197 |
Integration versus Interoperability | p. 198 |
Environmental Modeling within-GIS | p. 201 |
Model Management | p. 203 |
Maturing Typology of Integration | p. 207 |
One-Way Data Transfer | p. 207 |
Loose Coupling | p. 207 |
Shared Coupling | p. 209 |
Joined Coupling | p. 209 |
Tool Coupling | p. 209 |
De facto Practices | p. 210 |
Data and Information Quality Issues | p. 213 |
The Issue Is ... Uncertainty | p. 213 |
Early Warnings | p. 217 |
So, How Come...? | p. 219 |
Imperfect Measurement | p. 219 |
Digital Representation of Phenomena | p. 220 |
Natural Variation | p. 221 |
Subjective Judgment and Context | p. 223 |
Semantic Confusion | p. 224 |
Finding a Way Forward | p. 224 |
Measuring Spatial Data Quality | p. 226 |
Modeling Error and Uncertainty in GIS | p. 231 |
Topological Overlay | p. 231 |
Interpolation | p. 236 |
Kriging | p. 238 |
Fuzzy Concepts in GIS | p. 242 |
Theory of Fuzzy Sets | p. 243 |
Example of Fuzzy Sets in GIS | p. 244 |
Sensitivity Analysis | p. 256 |
Managing Fitness-for-Use | p. 259 |
Modeling Issues | p. 263 |
Issues of Scale | p. 264 |
Issues of Algorithm | p. 277 |
Issues of Model Structure | p. 285 |
Issues of Calibration | p. 288 |
Bringing Data Issues and Modeling Issues Together | p. 293 |
Decision Making under Uncertainty | p. 297 |
Exploring the Decision Space: Spatial Decision Support Systems | p. 299 |
Communication of Spatial Concepts | p. 304 |
Participatory Planning and the Web-Based GIS | p. 307 |
All's Well That Ends Well? | p. 311 |
References | p. 315 |
Index | p. 341 |
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