Fuzzy inference guided cellular automata urban-growth modelling using multi-temporal satellite images

作者: S. Al‐kheder , J. Wang , J. Shan

DOI: 10.1080/13658810701617292

关键词:

摘要: This paper presents a fuzzy inference guided cellular automata approach. Semantic or linguistic knowledge on urban development is expressed as rules, based which applied to determine the potential for each pixel. A defuzzification process converts required neighbourhood level, taken by initial approximation its transition rules. Such approximations are updated through spatial calibration over townships and temporal with multi-temporal satellite images. Assessment of modelling results three evaluation measures: fitness Type I II errors. The approach model growth city Indianapolis, Indiana period 30 years from 1973 2003. level 100 ±20% 30% average errors can be achieved 80% in urban-growth prediction.

参考文章(27)
L. A. Zadeh, Towards a theory of fuzzy systems Fuzzy sets, fuzzy logic, and fuzzy systems. pp. 83- 104 ,(1996)
Bill Hillier, Julienne Hanson, The Social Logic of Space ,(1984)
James R. Anderson, Ernest E. Hardy, John T. Roach, Richard E. Witmer, A land use and land cover classification system for use with remote sensor data Professional Paper. ,(1976) , 10.3133/PP964
E.H. Mamdani, Application of fuzzy algorithms for control of simple dynamic plant Proceedings of the Institution of Electrical Engineers. ,vol. 121, pp. 1585- 1588 ,(1974) , 10.1049/PIEE.1974.0328
Xiaojun Yang, C. P. Lo, Modelling urban growth and landscape changes in the Atlanta metropolitan area International Journal of Geographical Information Science. ,vol. 17, pp. 463- 488 ,(2003) , 10.1080/1365881031000086965
Xia Li, Anthony Gar-On Yeh, Data mining of cellular automata's transition rules International Journal of Geographical Information Science. ,vol. 18, pp. 723- 744 ,(2004) , 10.1080/13658810410001705325
Michael Batty, Yichun Xie, Modelling Inside GIS: part 2: Selecting and Calibrating Urban Models Using ARC-INFO International Journal of Geographic Information Systems. ,vol. 8, pp. 451- 470 ,(1994) , 10.1080/02693799408902013
M. Batty, Yichun Xie, Zhanli Sun, Modeling urban dynamics through GIS-based cellular automata Computers, Environment and Urban Systems. ,vol. 23, pp. 205- 233 ,(1999) , 10.1016/S0198-9715(99)00015-0