Please use this identifier to cite or link to this item: https://scholarbank.nus.edu.sg/handle/10635/63433
DC FieldValue
dc.titleAdaptive feedback-feedforward control scheme design based on neuro-fuzzy system
dc.contributor.authorJia, L.
dc.contributor.authorTao, P.-Y.
dc.contributor.authorChiu, M.-S.
dc.date.accessioned2014-06-17T07:35:26Z
dc.date.available2014-06-17T07:35:26Z
dc.date.issued2009-06
dc.identifier.citationJia, L.,Tao, P.-Y.,Chiu, M.-S. (2009-06). Adaptive feedback-feedforward control scheme design based on neuro-fuzzy system. Huadong Ligong Daxue Xuebao /Journal of East China University of Science and Technology 35 (3) : 435-441. ScholarBank@NUS Repository.
dc.identifier.issn10063080
dc.identifier.urihttp://scholarbank.nus.edu.sg/handle/10635/63433
dc.description.abstractMotivated by the designing idea of conventional feedforward control, an adaptive feedback-feedforward control scheme based on neuro-fuzzy system is proposed. Firstly, a class of SISO nonlinear processes is approximated by a composite model consisting of a linear ARX model and a FNN-based linearization error model (FNNM). The output of FNNM is taken as the measurable "disturbance". And then, a feedforward controller is employed, whose parameters are adjusted by using the input of the controlled process, the output of the error model, the output error between the linear ARX model and the system, and the gradient information of the composite model. Finally, both the proposed controller and the conventional PID are used in CSTR. Simulation results show that the proposed controller has better performance than the conventional PID.
dc.sourceScopus
dc.subjectAdaptive feedback-feedforward control scheme
dc.subjectLinearization error model
dc.subjectNeuro-fuzzy system
dc.typeArticle
dc.contributor.departmentCHEMICAL & BIOMOLECULAR ENGINEERING
dc.description.sourcetitleHuadong Ligong Daxue Xuebao /Journal of East China University of Science and Technology
dc.description.volume35
dc.description.issue3
dc.description.page435-441
dc.description.codenHLIXE
dc.identifier.isiutNOT_IN_WOS
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