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Modeling and Optimized Controling of Batch Process Based on Support Vector Machine

Author: SunShuYi
Tutor: WangJing
School: Beijing University of Chemical Technology
Course: Control Theory and Control Engineering
Keywords: Batch Processes Mechanism model Support Vector Machine Modeling Optimal control
CLC: TP273.5
Type: Master's thesis
Year: 2006
Downloads: 216
Quote: 4
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Abstract


The batch process is used in a mode of production in the industrial production process , it is with continuous production relative . In industrial production , with excellent optimization control strategy to improve the level of automation of production , is an important means to improve production efficiency , reduce waste, protect the environment , research and application of control theory has been huge support for the industrial production industrial development is also a powerful incentive to improve control technology . The research and application of control theory in continuous process achieved good results , but intermittent process itself makes a batch process in the continuous production of the successful application of the control method can not be applied directly . Also , due to The batch process widely exists in the field of chemical, pharmaceutical and other relations between the national economy and people's lives , so has a very important significance in raising the level of batch process control . Batch process is nonlinear complex process , the mechanism of the process model is difficult to obtain , so the process of establishing empirical models , empirical model to calculate the optimal control strategy is typical batch process optimization control method . Support vector machine optimal control of nonlinear modeling and model predictive control in the field , respectively, has been extensive and successful application of this study support vector machine method in batch process modeling , and support vector machine model the basis of a predictive control algorithm to achieve optimal control of the process . The object of study of the subject , methyl methacrylate (MMA) polymerization process , first establish the mechanism of laboratory MMA polymerization process simulation model, and this model is to obtain experimental data ; then the experimental data using simulation models were established to support vector machine static and dynamic models ,

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CLC: > Industrial Technology > Automation technology,computer technology > Automation technology and equipment > Automation systems > Automatic control,automatic control system > Computer control, computer control system
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