Please use this identifier to cite or link to this item: https://scholarbank.nus.edu.sg/handle/10635/62729
DC FieldValue
dc.titleRule-based modeling: Fast construction and optimal manipulation
dc.contributor.authorNie, J.H.
dc.contributor.authorLee, T.H.
dc.date.accessioned2014-06-17T06:54:13Z
dc.date.available2014-06-17T06:54:13Z
dc.date.issued1996
dc.identifier.citationNie, J.H., Lee, T.H. (1996). Rule-based modeling: Fast construction and optimal manipulation. IEEE Transactions on Systems, Man, and Cybernetics Part A:Systems and Humans. 26 (6) : 728-738. ScholarBank@NUS Repository.
dc.identifier.issn10834427
dc.identifier.urihttp://scholarbank.nus.edu.sg/handle/10635/62729
dc.description.abstractThis paper considers the problem of modeling an known system by a rule-based model constructed from measured data. In particular, we address two fundamental issues associated with the rule-based modeling: rule-base construction and rule-base manipulation. A two-step approach consisting of a principal and a refining algorithm has been suggested to extract rules from the available data set. Starting from the notion of product space clustering, we have developed three principal algorithms in which fuzzy concepts and competitive learning are utilized. A particular attention is paid to enabling the algorithms to have self-organizing capability and real-time applicability. Two algorithms have been presented for manipulating the obtained rule-base with novel data, one being a direct application of a fuzzy control algorithm and the other being an optimal algorithm in the sense of least square error with respect to an appropriately chosen cost function. Simulation results on three examples taking from function approximation, time-series prediction, and nonlinear dynamical modeling are given. © 1996 IEEE.
dc.description.urihttp://libproxy1.nus.edu.sg/login?url=http://dx.doi.org/10.1109/3468.541333
dc.sourceScopus
dc.typeArticle
dc.contributor.departmentELECTRICAL ENGINEERING
dc.description.sourcetitleIEEE Transactions on Systems, Man, and Cybernetics Part A:Systems and Humans.
dc.description.volume26
dc.description.issue6
dc.description.page728-738
dc.description.codenITSHF
dc.identifier.isiutA1996VP07800006
Appears in Collections:Staff Publications

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