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Fuzzy RuleBased Modeling with Applications to Geophysical, Biological, and Engineering Systems (Systems Engineering),Used
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This book presents in a systematic and comprehensive manner the modeling of uncertainty, vagueness, or imprecision, alias 'fuzziness,' in just about any field of science and engineering. It delivers a usable methodology for modeling in the absence of realtime feedback.The book includes a short introduction to fuzzy logic containing basic definitions of fuzzy set theory and fuzzy rule systems. It describes methods for the assessment of rule systems, systems with discrete response sets, for modeling time series, for exact physical systems, examines verification and redundancy issues, and investigates rule response functions.Definitions and propositions, some of which have not been published elsewhere, are provided; numerous examples as well as references to more elaborate case studies are also given. Fuzzy rulebased modeling has the potential to revolutionize fields such as hydrology because it can handle uncertainty in modeling problems too complex to be approached by a stochastic analysis. There is also excellent potential for handling largescale systems such as regionalization or highly nonlinear problems such as unsaturated groundwater pollution.
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