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This paper presents the development of a new nonlinear representation by exploiting the multimodel approach and the new linear representation ARX-Laguerre for each operating region. The resulting multimodel, entitled ARX-Laguerre multimodel, is characterized by the parameter number reduction with a recursive representation. However, a significant reduction of this multimodel is subject to an optimal choice of Laguerre poles characterizing each local linear model ARX-Laguerre. Therefore, the authors propose an optimization algorithm to estimate, from input/output measurements, the optimal values of Laguerre poles. The ARX-Laguerre multimodel as well as the proposed optimization algorithm are tested on a continuous stirred tank reactor system (CSTR). Moreover, the authors take into account a practical validation on an experimental communicating two tank system (CTTS).  相似文献   
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It has been found that the silicon nanowires modified with noble metals can be used to fabricate an effective H2 gas sensor in the present study.The preparation and surface modification of silicon nanowires(Si NWs) were carried out by chemical methods. The morphology of the silicon nanowires unmodified and modified with nanoparticles of platinum, palladium, silver and gold was investigated using scanning electron microscopy(SEM). The chemical composition of the silicon nanowire layers was studied by secondary ion mass spectroscopy(SIMS) and energy dispersive X-ray analysis(EDX). The structures of type metal/Si NWs/p-Si/Al were fabricated. The electrical characterization(I–V) was performed in primary vacuum and H2 at different concentrations. It was found that the metal type used to modify the Si NWs strongly influenced the I–V characteristics. The response of these structures toward H2 gas was studied as a function of the metal type. Finally, the sensing characteristics and performance of the sensors were investigated.  相似文献   
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IntroductionThemultimodelapproachappearsasapowerfultechniquetodealwithcomplex,nonlinearand/orilldefinedsystemsrepresentedusingasetofsimplelinearorsmoothlynonlinearmodelseachofthemallowingthegenerationofapartialcontroller.Differentapproachesexistintheliterature[1,2]tocopewiththetwokeypointsofthemultimodel/multicontrolstrategy:themodelbasisdeterminationandtheuseofpartialcontrollersinordertoderiveaglobalone.Hence,itappearsobviousthatoneofthemainobjectstofocusoninthemultimodel/multicontrolapproach…  相似文献   
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