Subtractive clustering algorithm based operation pattern extraction and migration reconfiguration of coke oven collector pressure

doi:10.3969/j.issn.0438-1157.2013.12.030

CIESC Journal ›› 2013, Vol. 64 ›› Issue (12): 4468-4473.DOI: 10.3969/j.issn.0438-1157.2013.12.030

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Subtractive clustering algorithm based operation pattern extraction and migration reconfiguration of coke oven collector pressure

WANG Jiesheng^1,2, GAO Xianwen¹, LIU Lin²

1. College of Information Science and Engineering, Northeastern University, Shenyang 110004, Liaoning, China;
2. School of Electronic and Information Engineering, University of Science and Technology Liaoning, Anshan 114044, Liaoning, China

Received:2013-07-25 Revised:2013-08-05 Online:2013-12-05 Published:2013-12-05
Supported by:
supported by the Program for China Postdoctoral Science Foundation (20110491510) and the Program for Liaoning Excellent Talents in University (LJQ2011027).

基于减法聚类的焦炉集气管压力操作模式提取及迁移重构

王介生^1,2, 高宪文¹, 刘琳²

1. 东北大学信息科学与工程学院, 辽宁沈阳 110004;
2. 辽宁科技大学电子与信息工程学院, 辽宁鞍山 114044

通讯作者: 王介生
作者简介:王介生（1977- ），男，博士，教授。
基金资助:
中国博士后科学基金面上项目（20110491510）；辽宁省高等学校优秀人才支持计划项目（LJQ2011027）。

Abstract

Abstract: On the basis of the collector pressure control characteristics,a large number of historical data in production process the operating experiences,an operation pattern extraction and migrating reconfiguration method is proposed based on the subtractive clustering algorithm for controlling coke oven collector pressure.The subtractive clustering algorithm is used to realize the pattern discovery,the pattern rule extraction,eventually forming the optimized operation pattern database in order to optimize the pressure set-points.The pattern reconfiguration strategy based on the model migration ideological is used to carry out the operation pattern revision.The industrial application results demonstrate the effectiveness of the proposed method.

Key words: coking, collector pressure, operation pattern, subtractive clustering, pattern migration reconfiguration, optimization, process control

摘要： 基于集气管压力控制特点和生产过程中产生的大量历史数据和以往操作经验的基础上，提出一种基于减法聚类的焦炉集气管压力控制的操作模式提取及迁移重构方法。基于减法聚类算法进行操作模式的提取，最终形成操作模式优化数据库，对压力设定值进行优化，采用基于模型迁移思想的模式重构策略实现操作模式的修正。工业应用试验验证了所提方法的有效性。

关键词: 焦化, 集气管压力, 操作模式, 减法聚类, 模式迁移重构;优化, 过程控制

CLC Number:

TP273.2

WANG Jiesheng, GAO Xianwen, LIU Lin. Subtractive clustering algorithm based operation pattern extraction and migration reconfiguration of coke oven collector pressure[J]. CIESC Journal, 2013, 64(12): 4468-4473.

王介生, 高宪文, 刘琳. 基于减法聚类的焦炉集气管压力操作模式提取及迁移重构[J]. 化工学报, 2013, 64(12): 4468-4473.

References 20

[1]	Zheng Wenhua (郑文华), Liu Hongchun (刘洪春), Zhou Ke (周科).Present situation and development of coke production in China[J].Iron and Steel (钢铁), 2004, 39 (3):67-73
[2]	Zhou Guoxiong (周国雄), Wu Min (吴敏), Cao Weihua (曹卫华).Variable structure fuzzy control for gas collector pressure in coke oven[J].Information and Control (信息与控制), 2007, 36 (6):732-738
[3]	Yan Jin (阎瑾), Wu Min (吴敏), Cao Weihua (曹卫华).Intelligent decoupling control based on coupling degree for gas collector pressure[J].Metallurgical Industry Automation (冶金自动化), 2008, 32 (2):9-14
[4]	Ji Qichun (嵇启春), Liu Guanghui (刘光辉), Meng Yuebo (孟月波).Intelligent control system and simulation of gas collector pressure system of coke ovens[J].Journal of Xi'an University of Science and Technology (西安科技大学学报), 2005, 25 (3):362-364
[5]	Yang C H, Wu M, Shen D Yo, Deconinck G.Hybrid intelligent control of gas collectors of coke ovens[J].Control Engineering Practice, 2001, 9 (7):725-733
[6]	Zhou Guoxiong (周国雄), Lai Xuzhi (赖旭芝), Cao Weihua (曹卫华), et al.Application of intelligent decoupling control system for coke-oven collector pressure[J].Journal of Central South University:Science and Technology (中南大学学报), 2006, 37 (3):558-561
[7]	Qin Bin (秦斌), Wu Min (吴敏), Wang Xin (王欣), et al. MAS-based distributed decoupling control for the pressure of gas collectors of coke ovens[J].Control Theory & Applications (控制理论与应用), 2006, 23 (6):961-965
[8]	Qin Bin (秦斌), Wu Min (吴敏), Wang Xin (王欣), et al.Multi-level coordination control based on multi-agent reinforcement learning for the pressure of gas collectors of coke ovens[J].Acta Electrtonica Sinica (电子学报), 2006, 34 (10):1847-1851
[9]	Wu M, Yan J, She J H, et al.Intelligent decoupling control of gas collection process of multiple asymmetric coke ovens[J].IEEE Transactions on Industrial Electronics, 2009, 56 (7):2782-2790
[10]	Zhou Guoxiong (周国雄), Mo Xiaoshan (莫晓山).Integration prediction of gas collector pressure based on gray forecasting and BP neural network[J].Chinese Journal of Scientific Instrument (仪器仪表学报), 2011, 32 (7):1648-1654
[11]	Zhou Guoxiong (周国雄), Lei Qi (雷琪).Steady-state optimization of set-point for gas collector pressure based on integrated model[J].Chinese Journal of Scientific Instrument (仪器仪表学报), 2011, 32 (4):769-774
[12]	Wu Min (吴敏), Zhou Guoxiong (周国雄), Lei Qi (雷琪), et al.Fuzzy decoupling control for gas pressure of collector for coke-ovens with asymmetry[J].Control Theory & Applications (控制理论与应用), 2010, 27 (1):94-98
[13]	Hu Zhikun (胡志坤), Gui Weihua (桂卫华), Peng Xiaoqi (彭小奇).Intelligent optimization of optimal operational pattern in the process of copper converting furnace[J].Control Theory & Applications (控制理论与应用), 2005, 22 (2):243-247
[14]	Jiang Baihua (蒋白桦), Liu Wei (刘伟), Dai Zhijun (戴志军), et al.Working condition-based optimization framework for operational patterns and its application in petrochemical industry[J].CIESC Journal (化工学报), 2012, 63 (12):3978-3984
[15]	Hunsaker M R, Kesner R P.The operation of pattern separation and pattern completion processes associated with different attributes or domains of memory[J].Neuroscience & Biobehavioral Reviews, 2013, 37 (1):36-58
[16]	Yunis Torun, GÜ lay Tohumolu.Designing simulated annealing and subtractive clustering based fuzzy classifier[J].Applied Soft Computing, 2011, 11 (2):2193-2201
[17]	Chen M Y.A hybrid ANFIS model for business failure prediction utilizing particle swarm optimization and subtractive clustering[J].Information Sciences, 2013, 220:180-195
[18]	Lu J D, Gao F R.Process modeling based on process similarity[J].Industrial & Engineering Chemistry Research, 2008, 47 (63):1967-1974
[19]	Lu J D, Yao K, Gao F R.Process similarity and developing new process models through migration[J].AIChE Journal, 2009, 55 (9):2318-2328
[20]	Wang J S, Guo Q P.D-FNN based soft-sensor modeling and migration reconfiguration of polymerizing process[J].Applied Soft Computing, 2013, 13 (4):1892-1901

Subtractive clustering algorithm based operation pattern extraction and migration reconfiguration of coke oven collector pressure

基于减法聚类的焦炉集气管压力操作模式提取及迁移重构

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