Data Analytics Based Dual-Optimized Adaptive Model Predictive Control for the Power Plant Boiler
Joint Authors
Cao, Shengxian
Tang, Zhenhao
Zhang, Haiyang
Che, Ping
Zhao, Zhiyong
Source
Mathematical Problems in Engineering
Issue
Vol. 2017, Issue 2017 (31 Dec. 2017), pp.1-9, 9 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2017-02-13
Country of Publication
Egypt
No. of Pages
9
Main Subjects
Abstract EN
To control the furnace temperature of a power plant boiler precisely, a dual-optimized adaptive model predictive control (DoAMPC) method is designed based on the data analytics.
In the proposed DoAMPC, an accurate predictive model is constructed adaptively by the hybrid algorithm of the least squares support vector machine and differential evolution method.
Then, an optimization problem is constructed based on the predictive model and many constraint conditions.
To control the boiler furnace temperature, the differential evolution method is utilized to decide the control variables by solving the optimization problem.
The proposed method can adapt to the time-varying situation by updating the sample data.
The experimental results based on practical data illustrate that the DoAMPC can control the boiler furnace temperature with errors of less than 1.5% which can meet the requirements of the real production process.
American Psychological Association (APA)
Tang, Zhenhao& Zhang, Haiyang& Che, Ping& Cao, Shengxian& Zhao, Zhiyong. 2017. Data Analytics Based Dual-Optimized Adaptive Model Predictive Control for the Power Plant Boiler. Mathematical Problems in Engineering،Vol. 2017, no. 2017, pp.1-9.
https://search.emarefa.net/detail/BIM-1192123
Modern Language Association (MLA)
Tang, Zhenhao…[et al.]. Data Analytics Based Dual-Optimized Adaptive Model Predictive Control for the Power Plant Boiler. Mathematical Problems in Engineering No. 2017 (2017), pp.1-9.
https://search.emarefa.net/detail/BIM-1192123
American Medical Association (AMA)
Tang, Zhenhao& Zhang, Haiyang& Che, Ping& Cao, Shengxian& Zhao, Zhiyong. Data Analytics Based Dual-Optimized Adaptive Model Predictive Control for the Power Plant Boiler. Mathematical Problems in Engineering. 2017. Vol. 2017, no. 2017, pp.1-9.
https://search.emarefa.net/detail/BIM-1192123
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1192123