%0 Journal Article %T 一种基于加权性能指标的多模型辨识算法及其在热工过程中的应用 %A 薛振框 %A 李少远 %J 自动化学报 %P 470-474 %D 2005 %X ?Mostexistingalgorithmsforidentifyingmulti-modelsystemarebasedonminimizingthesquareofbiasbetweenglobaloutputsoftheactualsystemandtheidentifiedmodel,buttheresultantmodellacksofrobustness.Inordertosolvethisproblem,thispaperconsiderssomeotheralgorithmsinwhichlocalmodelsareidentifiedindependentlyandpresentsamulti-modelidentificationalgorithmbasedonweightedcostfunction,whichusestheideaoflocalweightedregressionandlocalapproximationwhilekeepsthemodelstructureofglobalidentificationalgorithm.Theresultofapplicationtoa300MWunitboilersuperheaterillustratesthatthemulti-modelgeneratedbytheproposedalgorithmhasbettertrade-offbetweenglobalfittingandlocalinterpretation. %K Multi-model %K identification %K nonlinear %K localmodelnetwork %K thermalprocess %U http://www.aas.net.cn/CN/abstract/abstract15861.shtml