Abstract
Based on the data-driven modeling theory, the integrated modeling and intelligent control method of the coke oven collector pressure is carried out in the paper. The system includes the regression predictive model of coke oven global collector pressure based on support vector machine (SVM), the subtractive clustering algorithm based operation pattern extraction and migration reconfiguration strategy and the self-tuning PID decoupling controller based on the improved glowworm swarm optimization (GSO) algorithm of the coke oven collector pressure. Simulation results and industrial application experiments clearly show the feasibility and effectiveness of control methods and satisfy the real-time control requirements of the coke oven collector pressure system.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Zhen, W.H., Liu, H.C., Zhou, K.: Present Situation and Development of Coke Production in China. Iron and Steel 3, 67–73 (2004) (in Chinese)
Ji, Q.C., Liu, G.H., Meng, Y.B.: Intelligent Control System and Simulation of Gas Collector Pressure System of Coke Ovens. Journal of Xi’an University of Science and Technology 3, 362–364 (2005) (in Chinese)
Yang, C.H., Wu, M., Shen, D.Y., Deconinck, G.: Hybrid Intelligent Control of Gas Collectors of Coke Ovens. Control Engineering Practice 7, 725–733 (2001)
Zhou, G.X., Lai, X.Z., Cao, W.H., Wu, M.: Application of Intelligent Decoupling Control System for Coke-oven Collector Pressure. Journal of Central South University (Science and Technology) 3, 558–561 (2006) (in Chinese)
Qing, B., Wu, M., Wang, X., Yang, C.H.: MAS-based Distributed Decoupling Control for the Pressure of Gas Collectors of Coke Ovens. Control Theory & Applications 6, 961–965 (2006) (in Chinese)
Wu, M., Yan, J., She, J.H., Cao, W.H.: Intelligent Decoupling Control of Gas Collection Process of Multiple Asymmetric Coke Ovens. IEEE Transactions on Industrial Electronics 7, 2782–2790 (2009)
Krishnanand, K.N., Ghose, D.: Glowworm Swarm Optimization for Simultaneous Capture of Multiple Local Optima of Multimodal Functions. Swarm Intelligence 2, 87–124 (2009)
Chanchal, D., Rajani, K.M.: An Improved Auto-tuning Scheme for PID Controllers. ISA Transactions 4, 396–409 (2009)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2013 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Wang, J., Gao, X., Liu, L., Liu, G. (2013). Integrated Intelligent Control Method of Coke Oven Collector Pressure. In: Guo, C., Hou, ZG., Zeng, Z. (eds) Advances in Neural Networks – ISNN 2013. ISNN 2013. Lecture Notes in Computer Science, vol 7952. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-39068-5_30
Download citation
DOI: https://doi.org/10.1007/978-3-642-39068-5_30
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-39067-8
Online ISBN: 978-3-642-39068-5
eBook Packages: Computer ScienceComputer Science (R0)