西南师范大学学报(自然科学版)
西南師範大學學報(自然科學版)
서남사범대학학보(자연과학판)
JOURNAL OF SOUTHWEST CHINA NORMAL UNIVERSITY
2015年
6期
124-129
,共6页
子空间辨识%预测控制%自适应策略%2-CSTR
子空間辨識%預測控製%自適應策略%2-CSTR
자공간변식%예측공제%자괄응책략%2-CSTR
subspace identification%model predictive control%adaptive strategy%2-CSTR
针对常规控制方法在模型比较复杂的化工生产过程中控制效果不佳且过程具有非线性时变的特点,提出一种新型的滚动窗口自适应子空间预测控制方法。由输入输出数据通过子空间辨识方法获得子空间预估器,将子空间预估器作为预测模型,设计一种滚动窗口自适应预测控制器,并引入决定系数来过滤不良数据。通过对2‐CSTR系统过程控制的仿真试验,验证了所提出控制方法的有效性。
針對常規控製方法在模型比較複雜的化工生產過程中控製效果不佳且過程具有非線性時變的特點,提齣一種新型的滾動窗口自適應子空間預測控製方法。由輸入輸齣數據通過子空間辨識方法穫得子空間預估器,將子空間預估器作為預測模型,設計一種滾動窗口自適應預測控製器,併引入決定繫數來過濾不良數據。通過對2‐CSTR繫統過程控製的倣真試驗,驗證瞭所提齣控製方法的有效性。
침대상규공제방법재모형비교복잡적화공생산과정중공제효과불가차과정구유비선성시변적특점,제출일충신형적곤동창구자괄응자공간예측공제방법。유수입수출수거통과자공간변식방법획득자공간예고기,장자공간예고기작위예측모형,설계일충곤동창구자괄응예측공제기,병인입결정계수래과려불량수거。통과대2‐CSTR계통과정공제적방진시험,험증료소제출공제방법적유효성。
In order to deal with the problems that the control performance is not satisfied when the conven‐tional control methods are applied to the chemical processes and the nonlinear ,time‐varying characteristics in the processes ,a novel receding window adaptive subspace predictive control method has been proposed . The subspace predictor ,obtained through the subspace identification algorithm from input‐output data ,is regarded as the prediction model to design the receding window adaptive predictive controller .Meanwhile , the coefficient of determination has been introduced to filter the bad data .The process control simulations of a 2‐CSTR system show the effectiveness of the proposed method .