图书简介
This comprehensive handbook covers Geospatial Artificial intelligence (GeoAI) which is the integration of geospatial studies and AI using machine (deep) learning and knowledge graph technologies. It explains key fundamental concepts, methods, models, and technologies of GeoAI, and discusses the recent advances, research tools, and applications that range from environmental observation and social sensing to natural disaster responses. As the first single volume on this fast-emerging domain, the handbook is an excellent resource for educators, students, researchers, and practitioners utilizing GeoAI in fields such information science, environment and natural resources, geosciences, and geography. FeaturesProvides systematic introductions and discussions of GeoAI theory, methods, technologies, applications, and future perspectivesCovers a wide range of GeoAI applications and case studies in practiceOffers supplementary materials such as data, programming code, tools, and case studiesDiscusses the recent developments of GeoAI methods and toolsIncludes contributions written by top experts in cutting-edge GeoAI topicsThis book is intended for upper-level undergraduate and graduate students from different disciplines and taking GIS cou
Section 1: Histrocial Roots of GeoAI
1. Introduction to Geospatial Artificial Intelligence (GeoAI)
Song Gao, Yingjie Hu, and Wenwen Li
2. GeoAI’s Thousands Years of History
Helen Couclelis
3. Philosophical Foundations of GeoAI
Krzysztof Janowicz
Section 2: GeoAI Methods
4. GeoAI Methodological Foundations: Deep Neural Networks and Knowledge Graphs
Song Gao, Jinmeng Rao, Yunlei Liang et al.
5. GeoAI for Spatial Image Processing
Samantha T. Arundel, Kevin G. McKeehan,Wenwen Li et al.
6. Spatial Representation Learning in GeoAI
Gengchen Mai, Ziyuan Li, and Ni Lao
7. Intelligent Spatial Prediction and Interpolation Methods
Di Zhu and Guofeng Cao
8. Heterogeneity-Aware Deep Learning in Space: Performance and Fairness
Yiqun Xie, Xiaowei Jia, Weiye Chen et al.
9. Explainability in GeoAI
Ximeng Cheng, Marc Vischer, Zachary Schellin et al.
10. Spatial Cross-Validation for GeoAI
Kai Sun, Yingjie Hu, Gaurish Lakhanpal et al.
Section 3: GeoAI Applications
11. GeoAI for the Digitization of Historical Maps
Yao-Yi Chiang, Muhao Chen, Weiwei Duan et al.
12. Spatiotemporal AI for Transportation
Tao Cheng, James Haworth, and Mustafa Can Ozkan
13. GeoAI for Humanitarian Assistance
Philipe A. Dias, Thomaz Kobayashi-Carvalhaes, Sarah Walters et al.
14. GeoAI for Disaster Response
Lei Zou, Ali Mostafavi, Bing Zhou et al.
15. GeoAI for Public Health
Andreas Zu¨fle, Taylor Anderson, Hamdi Kavak, et al.
16. GeoAI for Agriculture
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