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RBF-ARX模型在三容水箱液位控制系统建模中的应用 被引量:2

Application of RBF-ARX model to three-tank water level control system
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摘要 针对三容水箱液位系统的非线性,采用RBF-ARX模型对三容液位系统进行了离线动态特性建模的研究。着重讨论了RBF-ARX模型结构的选取、模型参数辨识、RBF参数优化等问题。RBF-ARX模型与ARX模型的一步预测输出比较的结果证实了RBF-ARX模型在非线性系统建模中的优越性。 Three-tank water level system was modeled by using RBF-ARX model. The design of the structure of RBF- ARX model, model parameter identification, and radical basis function (RBF) parameters optimization were discussed particularly. Compared with the ARX model in 1-step predictive control, the results show the superiority of the RBF-ARX model in the modeling of nonlinear systems.
作者 邓秋连 彭辉
出处 《计算机应用》 CSCD 北大核心 2007年第11期2880-2884,共5页 journal of Computer Applications
关键词 三容水箱 液位控制系统 非线性系统 RBF-ARX模型 three-tank water water level control system nonlinear system RBF-ARX model
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参考文献3

  • 1PENG H,OZAKI T,TOYODA Y,et al.RBF-ARX model-based nonlinear system modeling and predictive control with application to a NOx decomposition process[J].Control Engineering Practice,2004,12:191-203.
  • 2PENG H,OZAKI T,HAGGAN-OZAKI V,et al.A parameter optimization method for radial basis function type models[J].IEEE Transactions on Neural Networks,2001,14(2):432-438.
  • 3陈薇,吴刚.非线性双容水箱建模与预测控制[J].系统仿真学报,2006,18(8):2078-2081. 被引量:26

二级参考文献3

  • 1N K Poulsen,B Kouvaritakis,M Cannon.Nonlinear constrained predictive control applied to a coupled-tank apparatus[J].IEE Proc.-Control Theory Appl.(S1350-2379).2001,148(1):17-24.
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