Neural Fuzzy Systems_textbook.pdf

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1、NeuralFuzzySystemsRobertFull´erDonnerVisitingprofessor˚AboAkademiUniversityISBN951-650-624-0,ISSN0358-5654˚Abo19952Contents0.1Preface...............................31FuzzySystems111.1Anintroductiontofuzzylogic..................111.2Operationsonfuzzysets.....................231.3Fuzzyrelations....

2、......................311.3.1Theextensionprinciple..................421.3.2Metricsforfuzzynumbers................551.3.3Fuzzyimplications....................581.3.4Linguisticvariables....................631.4Thetheoryofapproximatereasoning..............661.5Anintroductiontofuzzylogiccontrollers..

3、..........871.5.1Defuzzificationmethods.................951.5.2Inferencemechanisms...................991.5.3ConstructionofdatabaseandrulebaseofFLC....1061.5.4Ballandbeamproblem..................1131.6Aggregationinfuzzysystemmodeling.............1171.6.1Averagingoperators...................1201.7Fu

4、zzyscreeningsystems.....................1331.8Applicationsoffuzzysystems..................1412ArtificialNeuralNetworks1572.1Theperceptronlearningrule...................1572.2Thedeltalearningrule......................17012.2.1Thedeltalearningrulewithsemilinearactivationfunc-tion....................

5、........1782.3Thegeneralizeddeltalearningrule...............1842.3.1Effectivityofneuralnetworks..............1882.4Winner-take-alllearning.....................1912.5Applicationsofartificialneuralnetworks............1973FuzzyNeuralNetworks2063.1Integrationoffuzzylogicandneuralnetworks.........2063.1

6、.1Fuzzyneurons.......................2123.2Hybridneuralnets........................2233.2.1Computationoffuzzylogicinferencesbyhybridneuralnet.............................2363.3TrainableneuralnetsforfuzzyIF-THENrules.........2453.3.1ImplementationoffuzzyrulesbyregularFNNofType22543.3.2Implementati

7、onoffuzzyrulesbyregularFNNofType32583.4Tuningfuzzycontrolparametersbyneuralnets........2643.5Fuzzyruleextractionfromnumericaldata...........2743.6Neuro-fuzzyclassifiers......................2793.7FULLINS................