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《China Mechanical Engineering》 2016-17
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Flatness Pattern Recognition via GA-T-S Cloud Inference Network Implemented by DSP

Li Haibin;Gao Wuyang;Lai Yongjin;Zhang Xiuling;Key Laboratory of Industrial Computer Control Engineering of Hebei Province,Yanshan University;National Engineering Research Center for Equipment and Technology of Cold Strip Rolling,Yanshan University;  
The existing neural networks we are mostly software simulation and the training time was long,thus that would not conducive to engineering applications.In view of the above problems,flatness pattern recognition via GA-T-S cloud inference network implemented by DSP was presented herein.Firstly,the DSP's design of T-S cloud inference network was implemented by using TI TMS320F2812 on the basis of flatness pattern recognition via GA-T-S cloud inference network.Then T-S cloud inference network parameters were optimized through genetic algorithm toolbox of MATLAB in off-line manner and these parameters were transmitted to DSP later.The network was run on MATLAB and DSP separately.Finally,the two results of T-S cloud inference network,which was run on MATLAB and DSP respectively,were compared and analyzed.Experimental results confirm that GA-T-S cloud inference network have high accuracy in terms of flatness pattern recognition,it can identify the defect types of flatness correctly.At the same time,the experimental results verify that the T-S cloud inference network can run on the hardware TI TMS320F2812 in a fast speed and it provides a basis for neural networks applied to practical engineering.
【Fund】: 国家自然科学基金资助项目(61007003);; 河北省自然科学基金-钢铁联合研究基金资助项目(E2015203354);; 河北省教育厅科学研究计划;; 河北省高等学校自然科学研究重点项目(ZD2016100)
【CateGory Index】: TG334.9;TP18
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【Citations】
Chinese Journal Full-text Database 10 Hits
1 Zhang Xiulinga,b,Xu Tenga,Zhao Lianga,Fan Hongmina,Zang Jiayina (a.Key Laboratory of Industrial Computer Control Engineering of Hebei Province,b.National Engineering Research Center for Equipment and Technology of Cold Strip Rolling,Qinhuangdao 066004,China);Method of Flatness Pattern Recognition based on GA-PID Neural Network[J];沈阳大学学报(自然科学版);2013-03
2 ZHANG Xiuling1,2,ZHAO Wenbao1,2,ZHANG Shaoyu1,2,XU Teng1,2(1.Key Laboratory of Industrial Computer Control Engineering of Hebei Province,Yanshan University,Qinhuangdao 066004,China;2.National Engineering Research Center for Equipment and Technology of Cold Strip Rolling,Qinhuangdao 066004,China);Method of flatness pattern recognition based on improved T S cloud inference network[J];中南大学学报(自然科学版);2013-02
3 Zhang Xiuling1,2 Zhang Shaoyu1 Zhao Wenbao1 Xu Teng1 1.Key Laboratory of Industrial Computer Control Engineering of Hebei Province, Yanshan University,Qinhuangdao,066004 2.National Engineering Research Center for Equipment and Technology of Cold Strip Rolling,Qinhuangdao,066004;A Novel Method for Flatness Pattern Recognition via MLSSVR[J];中国机械工程;2013-02
4 NIU Pei-feng1,2,LI Peng-fei1,2,LI Guo-qiang1,2,MA Yun-fei1,2(1.Key Lab of Industrial Computer Control Engineering of Hebei Province,Yanshan University, Qinhuangdao 066004,Hebei,China;2.National Engineering Research Center for Equipment and Technology of Cold Strip Rolling,Qinhuangdao 066004,Hebei,China);Application of GSA-SVR Model in Flatness Pattern Recognition[J];钢铁;2012-12
5 ZHANG Yun,YANG Quan,WANG Xiao-chen(Engineering Research Institute,University of Science and Technology Beijing,Beijing 100083,China);Control Strategies of Asymmetric Strip Shape in Six-High Cold Rolling Mill[J];Journal of Iron and Steel Research(International);2011-09
6 SHAN Xiu-ying,LIU Hong-min,JIA Chun-yu(Engineering Research Center of Rolling Equipment and Complete Technology of Ministry of Education,Yanshan University,Qinhuangdao 066004,Hebei,China);A Recognition Method of New Flatness Pattern Containing the Cubic Flatness[J];钢铁;2010-08
7 HUANG Jing-chun1,2,XIAO Jian1,ZHOU Cong1(1.School of Electrical Engineering,Southwest Jiaotong University,Chengdu 610031,China;2.School of Mechatronics and Power Engineering,Lanzhou Jiaotong University,Lanzhou 730070,China);T-S cloud model for nonlinear systems control[J];电机与控制学报;2009-S1
8 ;The Improved RBF Network Approach to Flatness Pattern Recognition Based on SVM[J];自动化仪表;2007-05
9 PENG Yan, LIU Hong-min, WANG Dong-cheng(Engineering Research Center of Rolling Equipment and Complete Technology of Ministry of Education, Yanshan University, Qinhuangdao 066004, China);Simulation of type selection for 6-high cold tandem mill based on shape control ability[J];Journal of Central South University of Technology;2007-02
10 Li Deyi~1,Liu Changyu~2, Liu Luying~3(1. Beijing Institute of Electronic System Engineering, Beijing 100840; 2. PLA University of Science and Technology, Nanjing 210007;3. Beihang University, Beijing 100083);Study on the Universality of the Normal Cloud Model[J];Engineering Sciences;2005-02
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 ZHANG Xiu-ling;CHENG Yan-tao;QI Qing;HOU Dai-biao;Key Laboratory of Industrial Computer Control Engineering of Hebei Province,Yanshan University;National Engineering Research Center for Equipment and Technology of Cold Strip Rolling,Yanshan University;;Implementing Flatness Recognition Based on GA-CRBF Network by DSP[J];矿冶工程;2016-06
2 Tang Zhong;Li Wenqiang;Tao Ye;Sichuan University;;A Method for Composite Roll Profile Control Based on Quintic CVC and SmartCrown[J];中国机械工程;2015-21
3 LI Ning;Henan Engineering Consulting Company;;Synchro-control of twin- rudder based on cloud model[J];舰船科学技术;2015-08
4 LI Shi-wu;XU Yi;WANG Lin-hong;SUN Wen-cai;BIE Yi-ming;Transportation School,Jilin University;School of Transportation Science and Engineering,Harbin Institute of Technology;;Gravitational search algorithm based adaptive low emission signal timing[J];浙江大学学报(工学版);2015-07
5 Wang Shuting;Liu Junlong;Liu Tao;Tan Bo;Gou Weidong;Huazhong University of Science and Technology;Qinghai Huading Industries Co.Ltd.;;Adaptive Parameter Identification Method for Thermal Finite Element Model of High-speed Spindle[J];中国机械工程;2015-13
6 WEI Li-xin;GAO Jiang-man;MA Cheng;CHE Hai-jun;YANG Jing-ming;Key Laboratory of Industrial Computer Control Engineering of Hebei Province,Yanshan University;National Engineering Research Center for Equipment and Technology of Cold Strip Rolling,Yanshan University;Grid Plate Department of Xinxing Ductile Iron Pipes Co.,Ltd.;;Attenuation model for working roll's surface roughness in cold rolling temper mill[J];钢铁;2015-06
7 ZHANG Xiu-ling;CHENG Long;HAO Shuang;GAO Wu-yang;LAI Yong-jin;Key Laboratory of Industrial Computer Control Engineering of Hebei Province,Yanshan University;National Engineering Research Center for Equipment and Technology of Cold Strip Rolling,Yanshan University;;Research on flatness defect identification via genetic optimization design of Hopfield NN[J];燕山大学学报;2015-03
8 BAO Ren-ren;ZHANG Jie;LI Hong-bo;JIA Sheng-hui;LIU Hai-jun;XIAO Sheng;School of Mechanical Engineering,University of Science and Technology Beijing;Wuhan Iron and Steel ( Group) Corporation;;Flatness pattern recognition of ultra-wide tandem cold rolling mill[J];工程科学学报;2015-S1
9 ZHA Xiang;NI Shi-hong;XIE Chuan;ZHANG Peng;College of Aeronautics and Astronautics Engineering,Air Force Engineering University;;Indirect computation approach of cloud model similarity based on conception skipping[J];系统工程与电子技术;2015-07
10 ZHAO Hui-yuan;LI Shao-wen;LIU Chao;ZHANG Li;Anhui Provincial Key Laboratory of Agricultural Informatics,School of Information & Computer Science,Anhui Agricultural University;;A Method of Constructing Agricultural Ontology Concept Based on Cloud Transform[J];安徽师范大学学报(自然科学版);2015-02
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 ZHANG Xiuling1,2,ZHAO Wenbao1,2,LI Shaoqing1,2,XU Teng1,2(1.Key Laboratory of Industrial Computer Control Engineering of Hebei Province,Yanshan University,Qinhuangdao 066004,China;2.National Engineering Research Center for Equipment and Technology of Cold Strip Rolling,Qinhuangdao 066004,China);Flatness Prediction based on Elman Network with Artificial Bee Colony Algorithm[J];沈阳大学学报(自然科学版);2012-03
2 ZHANG Xiu-ling, ZHANG Shao-yu, TAN Guang-zhong, ZHAO Wen-bao (Key Laboratory of Industrial Computer Control Engineering of Hebei Province, National Engineering Research Center for Equipment and Technology of Cold Strip Rolling, Yanshan University, Qinhuangdao 066004, Hebei, China);A Novel Method for Flatness Pattern Recognition via Least Squares Support Vector Regression[J];Journal of Iron and Steel Research(International);2012-03
3 ZHANG Chun-xia,WU Liang(College of Mechanical Engineering,Donghua University,Shanghai 201620,China);SVM-Based Mechanical Model Used to Predict Mechanical Properties of Cold Rolled Stainless Steel Sheet[J];东华大学学报(自然科学版);2010-05
4 SHAN Xiu-ying,LIU Hong-min,JIA Chun-yu(Engineering Research Center of Rolling Equipment and Complete Technology of Ministry of Education,Yanshan University,Qinhuangdao 066004,Hebei,China);A Recognition Method of New Flatness Pattern Containing the Cubic Flatness[J];钢铁;2010-08
5 ZHANG Xue-wei,WANG Yan(School of Control Science and Engineering,University of Jinan,Jinan 250022,Shandong,China);Application and Development Trend of Intelligent Recognition Methods for Flatness Recognition[J];钢铁研究学报;2010-01
6 ZHANG Xiao-feng1),ZHANG Qing-dong1),WU Bin2),WANG Kang-jian2)1) School of Mechanical Engineering,University of Science and Technology Beijing,Beijing 100083,China2) Cold Rolling Department,Baoshan Iron and Steel Co. Ltd.,Shanghai 200941,China;Influence of misaligned journal bearings on the start-up process of tandem cold rolling mills[J];北京科技大学学报;2009-11
7 HUANG Jing-chun1,2,XIAO Jian1,ZHOU Cong1(1.School of Electrical Engineering,Southwest Jiaotong University,Chengdu 610031,China;2.School of Mechatronics and Power Engineering,Lanzhou Jiaotong University,Lanzhou 730070,China);T-S cloud model for nonlinear systems control[J];电机与控制学报;2009-S1
8 ZHANG Xiu-ling,PANG Zong-peng,LI Shao-qing,JIA Chun-yu(School of Electrical Engineering,Yanshan University,Qinhuangdao 066004,Hebei,China);Flatness Pattern Recognition Based on Adaptive Neuro-Fuzzy Inference System[J];钢铁研究学报;2009-09
9 Hu Changhua Cai Yanning Zhang Qi(Department of Test and Control Engineering,The Second Artillery Engineering Institute,Xi'an 710025,China);Simultaneous fault diagnosis based on multi-regression LSSVM[J];华中科技大学学报(自然科学版);2009-S1
10 JIA Chun-yu,SHAN Xiu-ying,LIU Hong-min,NIU Zhao-ping(School of Mechanical Engineering,Yanshan University,Qinhuangdao 066004,Hebei,China);Fuzzy Neural Model for Flatness Pattern Recognition[J];Journal of Iron and Steel Research(International);2008-06
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