Genetic Algorithms II

作者: David R. B. Stockwell

DOI: 10.1007/978-1-4615-5289-5_5

关键词:

摘要: This paper describes the application of genetic algorithms, or GAs, to problem species distribution modelling. The first section GA algorithm, and a theoretical basis for applying it spatial predictive stages analysis particular follows. Genetic Algorithm Rule-set Production, GARP, is described: including preparation base data, location development set models using GARP verification prediction. final contains two applications with ecological interpretations. prediction explanation abundance Greater Glider Petauroides volons in Waratah Creek, Australia. second Cerulean Warbler Dendroica cerulea through climate modelling continental United States.

参考文章(17)
Christopher Daly, George Taylor, The Prism Approach to Mapping Precipitation and Temperature ,(1998)
J. R. Davis, D. R. B. Stockwell, I. R. Noble, S. M. Davey, Using induction of decision trees to predict greater glider density. AI Applications in Natural Resource Management. ,vol. 4, pp. 33- 43 ,(1990)
Jon Dunn, Kimball Garrett, A Field Guide to Warblers of North America ,(1997)
Ian D. Hume, Andrew Smith, Possums and gliders S. Beatty in association with the Australian Mammal Society. ,(1984)
D. M. Moore, B. G. Lees, S. M. Davey, A new method for predicting vegetation distributions using decision tree analysis in a geographic information system Environmental Management. ,vol. 15, pp. 59- 71 ,(1991) , 10.1007/BF02393838
David R.B. Stockwell, LBS: Bayesian learning system for rapid expert system development Expert Systems With Applications. ,vol. 6, pp. 137- 147 ,(1993) , 10.1016/0957-4174(93)90004-P
David R.B. Stockwell, Ian R. Noble, Induction of sets of rules from animal distribution data: a robust and informative method of data analysis Mathematics and Computers in Simulation. ,vol. 33, pp. 385- 390 ,(1992) , 10.1016/0378-4754(92)90126-2
S. B. McDowell, R. Longmore, Atlas of elapid snakes of Australia Copeia. ,vol. 1987, pp. 824- ,(1987) , 10.2307/1445691
M. P. Austin, A. O. Nicholls, C. R. Margules, Measurement of the Realized Qualitative Niche: Environmental Niches of Five Eucalyptus Species Ecological Monographs. ,vol. 60, pp. 161- 177 ,(1990) , 10.2307/1943043