作者机构:
[樊绍胜] College of Electric and Information Eng., Changsha University of Sciences and Technology, Changsha 410077, China;[王耀南] College of Electric and Information Eng., Hunan University, Changsha 410082, China
通讯机构:
[Fan, S.-S.] C;College of Electric and Information Eng., Changsha University of Sciences and Technology, China
会议名称:
Machine Learning and Cybernetics, 2004. Proceedings of 2004 International Conference on
关键词:
online measurement of viscosity;rubber mixing process;fuzzy-GA modeling;similarity assessing
摘要:
Rubber mixing is a complicated process and online measurement of viscosity is very difficult to achieve. To cope with the problem, a soft sensing approach based on fuzzy-GA modeling is proposed. During modeling, T-S fuzzy model is employed to approximate the non-linearity of rubber mixing process, an improved Gustafon-Kessel fuzzy clustering algorithm based on similarity assessing is proposed to determine the optimum number of clusters and real-coded GA (genetic algorithm) is adopted to optimize model parameters. All these techniques make the fuzzy model simple and accurate. Based on the approach, a test is conducted. The results show that the proposed approach provides a result near laboratory measurement, and the error is lower and acceptable. It decreases the time involved with tests in laboratory and can be seen as a powerful tool for online measurement of viscosity.
期刊:
Proceedings of the 2004 IEEE International Conference on Electric Utility Deregulation, Restructuring and Power Technologies (DRPT2004),2004年2:643-646
关键词:
EPAS;Hierarchical Control System;HSIC;IPDI;power systems;power system control
摘要:
Based on analyzing hierarchical control theory proposed by Saridis, this paper compared the architecture of Human-Simulated Intelligent Control (HSIC) theory and electric power automation system (EPAS); it also introduced the application sample of HSIC in the generator excitation control process briefly. It points out that there is an interaction and a promoting relationship between them and it will heighten the intelligence level of EPAS and improve the theory of HSIC by studying the application of HSIC in EPAS field.
作者机构:
[佘致廷; 董璞; Zeng, Cong] Coll. of Elec. and Info. Eng., Hu'nan Univ., Changsha 410082, China;[肖岸文] Coll. of Elec. and Info. Eng., Changsha Univ. of Sci. and Technol., Changsha 410076, China
通讯机构:
Coll. of Elec. and Info. Eng., Hu'nan Univ., China