期刊文献+

LSSVM Predictive Control for Calcination Zone Temperature in Rotary Kiln with IHS Algorithm

LSSVM Predictive Control for Calcination Zone Temperature in Rotary Kiln with IHS Algorithm
下载PDF
导出
摘要 The calcination zone temperature control is an important problem in rotary kiln production process. In order to solve this problem,a predictive control method based on improved harmony search algorithm( IHS)and least square support vector machine( LSSVM) is proposed. LSSVM is utilized to bulid the nonlinear predictive model of calcination zone temperature in rotary kiln. The calcination zone temperature can be predicted through input control variable,the error and error correction of output feedback. The performance index function is established by deviation and control variable. An IHS algorithm with better fitness and faster convergence speed is proposed. The optimal control variable can be obtained by rolling optimization through this IHS algorithm. The stability of this predictive control method is proved to be feasible. The simulation and actual experiment results show that the proposed predictive control method has good control performance. The calcination zone temperature control is an important problem in rotary kiln production process. In order to solve this problem,a predictive control method based on improved harmony search algorithm( IHS)and least square support vector machine( LSSVM) is proposed. LSSVM is utilized to bulid the nonlinear predictive model of calcination zone temperature in rotary kiln. The calcination zone temperature can be predicted through input control variable,the error and error correction of output feedback. The performance index function is established by deviation and control variable. An IHS algorithm with better fitness and faster convergence speed is proposed. The optimal control variable can be obtained by rolling optimization through this IHS algorithm. The stability of this predictive control method is proved to be feasible. The simulation and actual experiment results show that the proposed predictive control method has good control performance.
出处 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2016年第4期67-74,共8页 哈尔滨工业大学学报(英文版)
基金 Sponsored by National Natural Science Foundation of China(Grant No.61433004) the Liaoning Province Doctor Startup Fund(Grant No.20141070)
关键词 rotary kiln calcination zone temperature least square support vector machine improved harmony search predictive control rotary kiln calcination zone temperature least square support vector machine improved harmnony
  • 相关文献

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部