Stepped generalized predictive control of test tank temperature based on backpropagation neural network

doi:10.1016/j.aej.2020.08.032

CIOMP OpenIR

	Stepped generalized predictive control of test tank temperature based on backpropagation neural network
	Q. Zhao; Q. Liu; N. Cao; F. Guan; S. Wang and H. Wang
	2021
发表期刊	Alexandria Engineering Journal
ISSN	11100168
卷号	60 期号:1 页码:357-364
摘要	It is significant to ensure the temperature stability of the test tank, which has a direct impact on reducing production energy consumption, improving tank quality and ensuring experimental results. However, the high nonlinearity and long delay of the temperature control process in the test tank make it difficult to satisfactorily control the temperature by traditional control methods. To solve the problem, this paper designs a temperature prediction model for the test tank based on backpropagation neural network (BPNN), which has a good fitting ability for nonlinear systems. The proposed model was coupled with improved generalized predictive control (GPC) into a new test tank temperature control method, namely, BPNN-based stepped GPC. Simulation results show that the new control method could reduce the prediction error of the BPNN and effectively control the temperature of the test tank. 2020 Faculty of Engineering, Alexandria University
DOI	10.1016/j.aej.2020.08.032
URL	查看原文
收录类别	SCI ; EI
引用统计
文献类型	期刊论文
条目标识符	http://ir.ciomp.ac.cn/handle/181722/65653
专题	中国科学院长春光学精密机械与物理研究所
推荐引用方式 GB/T 7714	Q. Zhao,Q. Liu,N. Cao,et al. Stepped generalized predictive control of test tank temperature based on backpropagation neural network[J]. Alexandria Engineering Journal,2021,60(1):357-364.
APA	Q. Zhao,Q. Liu,N. Cao,F. Guan,&S. Wang and H. Wang.(2021).Stepped generalized predictive control of test tank temperature based on backpropagation neural network.Alexandria Engineering Journal,60(1),357-364.
MLA	Q. Zhao,et al."Stepped generalized predictive control of test tank temperature based on backpropagation neural network".Alexandria Engineering Journal 60.1(2021):357-364.

条目包含的文件		下载所有文件
文件名称/大小	文献类型	版本类型	开放类型	使用许可
Stepped generalized （1056KB）	期刊论文	出版稿	开放获取	CC BY-NC-SA	浏览下载