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基于支持向量机的非线性系统逆控制
Inverse control of nonlinear system based on support vector machine
【Author】 XIAO Jian-mei,KE Yu-bo,WANG Xi-huai(College of Logistic Engineering,Shanghai Maritime University,Shanghai 200135,China)
【机构】 上海海事大学物流工程学院;
【摘要】 基于逆系统控制思想,提出一种支持向量机(SVM)直接逆控制与PID控制相结合的复合控制策略。采用支持向量机离线训练的方法实现了对系统逆模型的辨识,并将辨识出的逆模型作为控制器,与被控对象串联,构成一个伪线性系统,在此基础上,采用增量式PID控制器(IPIDC)进行补偿式控制。仿真实验表明,该复合控制方案不仅能使系统具有良好的动态响应性能,而且具有较强的鲁棒性和抗干扰能力。
【Abstract】 Based on the thought of inverse system control,a composite strategy was proposed,which combines direct inverse control based on support vector machine(SVM)with PID control.The inverse model was identified by an off-line training method,lately working as a controller and connected with the plant in series,which forms a pseudo linear system.On the basis of this,an incremental PID controller was applied as a compensatory control.Simulation results demonstrate that the proposed composite control system has a good dynamic response performance,as well as good robustness and resistance to disturbance of system.
【Key words】 support vector machine; direct inverse control; incremental PID; composite control;
- 【会议录名称】 2007年中国智能自动化会议论文集
- 【会议名称】2007年中国智能自动化会议
- 【会议时间】2007-08
- 【会议地点】中国甘肃兰州
- 【分类号】TP13
- 【主办单位】中国自动化学会智能自动化专业委员会