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Electro-Hydraulic Servo Control System Based on a Novel Generic Model Control Method 被引量:2

Electro-Hydraulic Servo Control System Based on a Novel Generic Model Control Method
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摘要 A novel electro-hydraulic servo control algorithm was introduced. The primary idea of this algorithm was to combine the notion of model prediction with the generic model control (GMC). The performance of the GMC al- gorithm was improved by receding optimization and feedback correction. By the predictive model of output errors of an electro-hydraulic servo control system based on the improved weighted least square support vector machines (WLS-SVM) to forecast and compensate the future sequence errors, the control precision and robustness were im- proved. The improved GMC based on the improved WLS-SVM was applied to an electro-hydraulic servo control sys- tem for hot strip rolling control systems. The simulation results showed the feasibility and effectiveness of the pres- ent algorithm. A novel electro-hydraulic servo control algorithm was introduced. The primary idea of this algorithm was to combine the notion of model prediction with the generic model control (GMC). The performance of the GMC al- gorithm was improved by receding optimization and feedback correction. By the predictive model of output errors of an electro-hydraulic servo control system based on the improved weighted least square support vector machines (WLS-SVM) to forecast and compensate the future sequence errors, the control precision and robustness were im- proved. The improved GMC based on the improved WLS-SVM was applied to an electro-hydraulic servo control sys- tem for hot strip rolling control systems. The simulation results showed the feasibility and effectiveness of the pres- ent algorithm.
出处 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 2010年第10期23-27,共5页
基金 Item Sponsored by National Development and Reform Commission Tech-Industry Project Foundation of China(High-Tech1899)
关键词 predictive control improved WLS-SVM electro-hydraulic servo control system predictive control improved WLS-SVM electro-hydraulic servo control system
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  • 1黄宴委,吴惕华,赵静一.回归型支持向量机的系统辨识及仿真[J].计算机仿真,2004,21(5):41-44. 被引量:8
  • 2陈彭年,韩正之,张钟俊.仿射非线性系统的动态输出反馈镇定[J].自动化学报,1997,23(3):338-344. 被引量:6
  • 3Zhou D H,Int J Control,1996年,65卷,2期,295页
  • 4周东华,控制系统的故障检测与诊断技术,1994年
  • 5夏小华,非线性系统控制及解耦,1993年
  • 6Zhou W,Chem End Commun,1990年,97卷,1期,109页
  • 7Lee P L,Chem Eng Commun,1989年,80卷,1期,35页
  • 8史纪定,嵇光国.液压系统故障诊断与维修技术[M].北京:机械工业出版社,1995.
  • 9Vapnik V.N.统计学习理论的本质[M].张学工译.北京:清华大学出版社,2000:47—124.
  • 10Suykens J A K, Branbanter J K,Lukas L, et al. Weighted least squares support vector machines: robustness and spare approximation[ J ]. Neurocomputing, 2002,48 ( 1 ) : 85-105

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