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《Journal of Southwest China Normal University(Natural Science Edition)》 2014-01
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On a Forecasting Model of Grey Neural Network Based on Improved Cuckoo Search Optimal Algorithm

QU Chi-wen;FU Yan-ming;DAI Jun;Department of Mathematics& Computer Information Engineering,Baise University;Computer and Electronic Information College,Guangxi University;Department of Economics& Management,Baise University;  
In order to improve the prediction accuracy of the Gray Neural Network(GNN)in the field of artificial intelligence prediction,the GNN based on the Improved Cuckoo Search Algorithm(CS-GNN)has been proposed in this paper.To find out the optimal initialization parameters,the conventional GNN whitening parameters have been optimized by the improved cuckoo search algorithm,and the results been used as the input of the GNN.A Grey Neural Network model based on improved cuckoo search optimization has been built and used to predict coal and gas outburst.The simulation experiment result indicates that the prediction accuracy of the model is higher than that of the conventional GNN and the GNN based on Particle swarm algorithm(PSO-GNN).
【Fund】: 国家自然科学基金项目(61063046/F020805)资助;; 广西高校科研项目(2013YB247);; 百色学院一般科技项目(No.2010KB16)
【CateGory Index】: TP183;N941.5
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【Citations】
Chinese Journal Full-text Database 8 Hits
1 GUO Deyong1),LI Nianyou1,2),PEI Dawen1,3),ZHENG Dengfeng1)1)Resource and Safety Engineering School,China University of Mining and Technology(Beijing),Beijing 100083,China2)Sichuan Weitian Mine Safety Science and Technology Evaluate and Consultation Co.,Chengdu 610083,China3)Pingdingshan Coal(group)Co.Ltd.,Pingdingshan 467000,China;Prediction method of coal and gas outburst using the grey theory and neural network[J];Journal of University of Science and Technology Beijing;2007-04
2 LI Yu1,2,MA Liang1 (1.School of Management,University of Shanghai for Science and Technology,Shanghai 200093,China;2.Research Institute of Management science and Engineering,Henan University,Kaifeng 475004,China);A New Metaheuristic Cuckoo Search Algorithm[J];Systems Engineering;2012-08
3 YAN Xin,FU Hua(Faculty of Electrical and Control Engineering,Liaoning Technical University,Huludao 125105,China);Prediction of coal and gas outbursts based on soft sensor and data fusion technologies[J];Journal of Hefei University of Technology(Natural Science);2009-09
4 MA Ji-ming,XU Zhong-ren,WANG Bing-zheng (School of Computer and Communication Engineering,Zhengzhou University of Light Industry,Zhengzhou 450002,China);A PSO-Based Combined Forecasting Grey Neural Network Model[J];Computer Engineering & Science;2012-02
5 LEI Bin,TAO Hai-long,XU Xiao-guang(Institute of Mechanical and Electrical Technology,Lanzhou Jiaotong University,Lanzhou Gansu 730070,China);Railway freight volume prediction based on grey neural network with improved particle swarm optimization[J];Journal of Computer Applications;2012-10
6 MA Junjie1,YOU Jianxin2,CHEN Zhen2(1.College of Law,Tongji University,Shanghai 200092,China;2.College of Economics and Management,Tongji University,Shanghai 200092,China);Grey Neural Network Model Based on Modified Particle Swarm Optimization Algorithm and Its Application[J];Journal of Tongji University(Natural Science);2012-05
7 LIN Yi-jie1, LAI Qing2, ZHOU Min11.Information Center,Southwest University,Chongqing 400715,China;2.Teaching and Research Section of Computer,Chongqing Medical University,Chongqing 400016,China;A Study on Software Aging Forecasting of Web Server in BP Neural Network Methods&Markov Model Methods[J];Journal of Southwest China Normal University(Natural Science Edition);2011-04
8 YIN Ran1,2,DING Xiao-ming1,2,LI Xiao-liang1,2,MEI Ying1,2 1.Department of Computer and Information Science,Southwest University,Chongqing 400715,China;2.Software Testing Center Co.Ltd.Chongqing 400715,China;Research on Software Defect Prediction Model Based on SA-BP[J];Journal of Southwest China Normal University(Natural Science Edition);2013-08
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 GUO De-yong1),WANG Yi-bin1),WEI Xiu-jun2),WANG Xin-yi2)1) Resource and Safety Engineering School,China University of Mining and Technology(Beijing),Beijing 100083,China 2) Pingdingshan Coal Mining Group Co.Ltd.,Pingdingshan 467000,China;Early warning of coal and gas outburst by GIS and neural network[J];Journal of University of Science and Technology Beijing;2009-01
2 Li Gang Xie Yongcheng Li Guangsheng Cheng Yanwei(Department of Control Engineering,Academy of Armored Forces Engineering,Beijing 100072);Application of improved grey model in lead-acid battery failure prediction[J];Electronic Measurement Technology;2011-05
3 ;Predictive Study on Coal and Gas Outburst Intensity Based on GA-BP Compound Algorithm[J];Mining Safety & Environmental Protection;2006-04
4 HAO Fuchang1,2,LIU Mingju2,SUN Lijuan1(1.School of Resource and Safety Engineering,China University of Mining and Technology(Beijing),Beijing 10083,China;2.School of Safety Science and Engineering,Henan Polytechnic University,Jiaozuo 454003,China);Technology for outburst prediction at working face based on gas-geological map[J];Journal of Liaoning Technical University(Natural Science);2012-01
5 YANG Kai1,2,CHEN Jian-hong1,2(1.Instituet of Resources and Safety Engineering,Central South University,Changsha 410083,China; 2.Key Laboratory for the Deep Metal Mineral Exploitation and Hazard Control,Changsha 410083,China);Research of rock burst prediction based on combination of principal component analysis and neural network[J];Journal of Guangxi University(Natural Science Edition);2012-05
6 ZHOU Zhi-gang1,2,WAN Li2,CHEN Li-hong2(1.Institute for Patton Recognition & Artificial Intelligence,Huazhong University of Science and Technology,Wuhan 430074,China;2.Nonlinear Research Center,Wuhan Textile University,Wuhan 430073,China);Gray-Chaos Neural Network Model and Its Application to Short-term Population Prediction[J];Systems Engineering;2012-10
7 WANG He,XIE Gang (Taiyuan University of Technology Institute of Information Engineering,Taiyuan 030024,China);Improved PSO Algorithm in Image Registration[J];Video Engineering;2013-13
8 Chen Yajie;Gao Liang;School of Electric Power Engineering,Shanghai University of Electric Power;;Parameter Identification of Transformer Based on Hybrid Algorithm[J];Electrical Engineering;2014-01
9 ;Optimal Access of Distributed Power Based on Cuckoo Search Algorithm[J];Electric Power & Electrical Engineering;2013-03
10 Lu Kai,Liu Guo-hua,Tian Peng-fei(The Second Artillery Engineering College,Xi'an 710025,China);The Application of Grey Neural Network to the Short-term Forecasting of the Load of the Electric Power System[J];North China Electric Power;2009-05
China Proceedings of conference Full-text Database 1 Hits
1 CHEN Li,LV Ting-ting,WANG Kai (School of Information and Electrical Engineering,China University of Mining and Technology,Xuzhou 221008,China);Research on Prediction of Coal-Gas Outburst Based on Elman Network[A];[C];2012
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 WANG Zhong JIA Chen-Xi SUN Yue-Hua(Institute of Zoology,Chinese Academy of Sciences,Beijing 100080,China);Parasitized Breeding and Nestlings Growth in Oriental Cuckoo[J];Chinese Journal of Zoology;2004-01
2 GUO Deyong HANDexin, WangXinyiChina University of Mining & Technology (Beijing Campus), Beijing 100083, ChinaPingdingshan Coal (Group) Co Ltd, Pingdingshan 467000, China;Outburst-prone Tectonophisical Environment and Its Applications[J];Journal of University of Science and Technology Beijing;2002-06
3 WANG Bo,WANG Chan-lin,LIANG Guo-qiang(Naval Aeronautical Engineering Institute,Yantai 264001,China);D-S algorithm based on particle swarm optimizer[J];Transducer and Microsystem Technologies;2007-01
4 ;Probing into Application of Dynamic Gas Emission Index in Heading Face to Predict Outburst Hazard[J];Mining Safety & Environmental Protection;2004-04
5 ZHANG Zhi-ying1,YANG Ke-kai1,YU Jin-wei2,CHEN Qiang2(1.School of Mechanical Engineering,Tongji University,Shanghai 201804,China;2.Jiangsu Rongsheng Heavy Industries Co.,Ltd.,Jiangsu 226532,China);Dynamic spatial scheduling approach based on improved particle swarm optimization algorithm[J];Journal of Harbin Engineering University;2009-12
6 LIU Yang (Lab for Internet Software Technologies,China Academy of Sciences,Beijing 100080);Survey on Software Prediction Based on Machine Learning[J];Computer Engineering and Applications;2006-28
7 GENG Xiao-qing1,2,HE Jin-sheng1,YU Bao-qin2 1.School of Management, Tianjin University, Tianjin 300072, China 2.Department of Information, Tianjin University of Finance and Economics, Tianjin 300222, China;Research on several improved BP algorithms and comparison in application[J];Computer Engineering and Applications;2007-33
8 LI Zheng WAN Qun-Li XU Man-Wu (State Key Laboratory for Novel Software Technology, Department of Computer,Nanjing University,Nanjing 210093);Research on Software Rejuvenation[J];Computer Science;2003-08
9 LIN Yi-jie1,2,3 ZHANG Wei-qun1,3 ZHOU Min1,2,3 LAI Qing4(College of Computer and Information Science,Southwest University,Chongqing 400715,China)1(Information Center,Southwest University,Chongqing 400715,China)2(Chongqing Intelligent Software and Software Engineering Laboratory,Chongqing 400715,China)3(Chongqing Medial University,Chongqing 400016,China)4;Study on Software Aging Forecasting in Markov-Model-based MBP Neural Network Methods[J];Computer Science;2010-04
10 JIANG Hui-Yan1),2) ZONG Mao1) LIU Xiang-Ying1)1)(Software College,Northeastern University,Shenyang 110819)2)(Key Laboratory of Medical Image Computing of Ministry of Education(Northeastern University),Shenyang 110819);Research of Software Defect Prediction Model Based on ACO-SVM[J];Chinese Journal of Computers;2011-06
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