Application of neural network prediction in process control

Xiaodong Xu, Mengyin Fu, Zhihong Deng, Wenyan Xu

科研成果: 会议稿件论文同行评审

摘要

In process control, there exists obvious time-delay phenomenon, which brings phase-delay to the system and reduces the stability of the system. There also exists unknown time-varying state which has no mathematical model in the system. PID controllers can't control delay and nonlinear state effectively, although they are applied to the control system design widely. In this paper, neural network characteristic of adaptive learning was used to build accurate model and compensate for time-delay and nonlinearity of the system. Forecast based on the feedback control algorithm was made to solve the problems about time delay and nonlinearity of the water tank level control. Accurate control was achieved.

源语言英语
DOI
出版状态已出版 - 2014
活动2013 IEEE Conference Anthology, ANTHOLOGY 2013 - , 中国
期限: 1 1月 20138 1月 2013

会议

会议2013 IEEE Conference Anthology, ANTHOLOGY 2013
国家/地区中国
时期1/01/138/01/13

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引用此

Xu, X., Fu, M., Deng, Z., & Xu, W. (2014). Application of neural network prediction in process control. 论文发表于 2013 IEEE Conference Anthology, ANTHOLOGY 2013, 中国. https://doi.org/10.1109/ANTHOLOGY.2013.6784757