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《Electric Power Science and Engineering》 2008-08
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Elman Network Based on Simulated Annealing Algorithm and Its Application in Thermal Processed Modeling

Gong Xuemin Hu Jing (Baoding Huadian Electric Power Design and Research Institute Co.,Ltd.,Baoding 071051,China)  
In this paper,weight values of both feedforward and feedback connections of Elman networks were obtained thmugh simulated annealing algorithm.The nonlinear model of thermal processes is established with the Elman networks,simulation study proved that the Elman network model by the use of simulated annealing algorithm, does not need complicated architecture,make a good match for the thermal processes plant,and has good generalization ability.
【CateGory Index】: TP183
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【Citations】
Chinese Journal Full-text Database 2 Hits
1 SHI Xiao-Hu1, LIANG Yan-Chun1,2+, XU Xu3 1(Key Laboratory of Symbol Computation and Knowledge Engineering of the Ministry of Education, College of Computer Science and Technology, Jilin University, Changchun 130012, China) 2(Key Laboratory of Intelligent Information Processing, Institute of Computing Technology, The Chinese Academy of Sciences, Beijing 100080, China) 3(College of Mathematics Science, Jilin University, Changchun 130012, China);An Improved Elman Model and Recurrent Back-Propagation Control Neural Networks[J];Journal of Software;2003-06
2 LIU Zhi-yuan1,2,LU Jian-hong1,CHEN Lai-jiu1 (1. Department of Power Engineering,Southeast University,Nanjing 210096,China; 2.Nanjing Institute of Technology, Nanjing 210013, China);A NOVEL RBF NEURAL NETWORK AND ITS APPLICATION IN THERMAL PROCESSES MODELLING[J];Proceedings of the Csee;2002-09
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 ZHANG Shu-yan,ZHAO Dan-hua(College of Computer Science and Technology,Changchun University,Changchun 130022,China);Directing chaotic orbit and chaotic synchronization based on immune algorithm[J];Journal of Changchun University;2006-04
2 NIU Da-peng1,2,WANG Fu-li1,2,HE Da-kuo2,JIA Ming-xing2(1.Key Laboratory of Integrated Automation of Process Industry,Ministry of Education,Northeastern University,Shenyang 110004,China;2.School of Information Science & Engineering,Northeastern University,Shenyang 110004,China.);Nosiheptide Fermentation Process Modeling Based on Elman Neural Network Ensemble[J];Journal of Northeastern University(Natural Science);2009-06
3 Su Gang1 Wang Lingling2 Xu Yongsheng2(1Department of Electron and Information Engineering,Tianjin Institute of Urban Construction,Tianjin 300384,China)(2Department of Thermal Engineering,Tianjin Institute of Urban Construction,Tianjin 300384,China);Gas load forecasting with improved Elman network[J];Journal of Southeast University(Natural Science Edition);2006-S1
4 ZHANG Li-ping~1,WANG Tie-sheng~1,GAO Chuan-cang~1,WANG Wei-feng~2(1.North China University of Water Conservancy and Electric Power,Zhengzhou 450011,China;2.Xi'an Thermal Power Research Institute Co.,Ltd.,Xi'an 710032,China);An Improved Algorithm for Relative Internal Efficiency of Low Pressure Cylinder of Condensing Steam Turbine[J];Journal of Power Engineering;2009-03
5 QIU Xiao-zhi,XU Zhi-gao,ZHANG Lin-meng,SI Feng-qi(School of Energy and Environment,Southeast University,Nanjing 210096,China);Identification of Thermal Process Based on Extended Minimal Resource Allocation Network[J];Journal of Power Engineering;2009-05
6 Yu Hongxia (Department of Automation Engineering,Shenyang Institute of Engineering,Shenyang 110136,China);Model Identification of Superheater Temperature Based Neural Network[J];Boiler Manufacturing;2008-04
7 Lü Kaijun,Zhang Haiying,Diao Xingyu(DATANG CHANGSHAN power Station,SONGYUAN 131109,China);Neural Network Application in Model Identification of Superheater Temperature[J];Boiler Manufacturing;2009-03
8 LI Xiao-jing,DENG Guo-he(College of Mathematical Science,Guangxi Normal University,Guilin 541004,China);Forecasting of Stock Price Based on Both Genetic Algorithm and Improved Elman Neural Network[J];Journal of Guangxi Normal University(Natural Science Edition);2008-03
9 Wu Qiyu1,Jiang Qingpan2,Chang Taihua2,Zhu Honglu2 (1. ShanghaiStateNuclear PowerEngineering Co.,Ltd.,Shanghai200233,China; 2. NorthChina ElectricPower University,Beijing 102206,China);Study on Modeling Based on LMS Algorithm to Thermal Processes[J];Electric Power Science and Engineering;2009-08
10 SU Hong, TIAN Pei, CHANG Xiao-quan, SU Xi-feng (School of Control Science and Engineering, North China Electric Power University, Baoding 071003, China; Beijing University of Aeronautics and Astronautics, Beijing 100083, China);Fault diagnosis for boiler drum water level sensor based on RBF network[J];Journal of North China Electric Power University;2005-03
China Proceedings of conference Full-text Database 4 Hits
1 Su Gang Wang Lingling Xu Yongsheng (Department of Electron and Information Engineering, Tianjin Institute of Urban Construction, Tianjin 300384, China) (Department of Thermal Engineering, Tianjin Institute of Urban Construction, Tianjin 300384, China);Gas load forecasting with improved Elman network[A];[C];2006
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3 Lu Zhigang, Ji Erkang, Li Wei, Zhou Ling, Wu Shichang(School of Electric Engineering, Yanshan University, Qinhuangdao 066004);Nonlinear Adaptive Inverse Real Time Control Based on Hybrid Elman Dynamic Neural Network[A];[C];2005
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【Secondary Citations】
Chinese Journal Full-text Database 2 Hits
1 XU Xu 1, LIANG Yan-chun 2, SHI Xiao-hu 1 (1. College of Mathematics, Jilin University, Changchun 130012, China; 2. College of Computer Science and Technology, Jilin University, Key Laboratory of Symbol Computation and Knowledge Engineering for Educa;Analysis of Frequency-temperature Characteristics of Ultrasonic Motors[J];Acta Scientiarium Naturalium Universitatis Jilinensis;2002-02
2 Fang Yongsheng Xu Zhigao Chen Laijiu(Southeast University Nanjing 210018);Study of Adaptive Fuzzy Control of Boiler Superheated Steam TemperatureBased on Dynamic Mechanism Analysis[J];Proceedings of the Csee;1997-01
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