Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Packaging Engineering》 2017-13
Add to Favorite Get Latest Update

Optimization of Color Space Conversion of BP Neural Network Based On Simulated Annealing Algorithm

HONG Liang;ZHANG Hao;ZHU Ming;CHU Gao-li;Henan University of Engineering;  
The work aims to study the method of optimizing BP neural network based on simulated annealing algorithm to predict the accuracy of color space conversion in inkjet printer. The weight and threshold of BP neural network were optimized by data normalization and simulated annealing algorithm to obtain the global optimal solution, and then the BP neural network was used to predict the color difference. BP neural network prediction model optimized with simulated annealing algorithm was tested for 15 times to get the average color difference of color lumps. Such color difference reached 2.3067, and the minimum average color difference reached 0.7892. The results show that the proposed method has a high accuracy in optimizing the BP neural network, and has better nonlinear fitting ability and higher prediction accuracy for the color space conversion of inkjet printer.
【Fund】: 国家自然科学基金(61301231);; 2013年河南工程学院数字印刷和纺织品印花色彩控制研究中心资助项目(YJJJ2013003)
【CateGory Index】: TP18;TP334.83
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
Chinese Journal Full-text Database 9 Hits
1 HONG Liang;CHU Gao-li;DENG Qian;WANG Na;Henan Institute of Engineering;;Application of General Regression Neural Network in the Display of Color Space Conversion[J];包装工程;2015-15
2 YOU Lihua;WU Jingjing;WANG Yao;SONG Shujuan;School of Mechanical Engineering,Jiangnan University;Jiangsu Key Laboratory of Advanced Food Manufacturing Equipment and Technology;;Optimized BP Neural Network Based on Simulated Annealing Algorithm for pH Value Prediction[J];传感技术学报;2014-12
3 LIU Dong;SONG Zhen-hai;WANG Jian-hua;KONG Zan-zan;College of Graphic Arts,Qufu Normal University;;Research on Color Characterization of Inkjet Printer Based on Elman Neural Network[J];中国印刷与包装研究;2014-04
4 HONG Liang;LI Rui-juan;Henan Institute of Engineering;;Optimization of Color Space Conversion in BP Neural Network Based on Particle Swarm[J];包装工程;2014-09
5 Luo Renze1,Huang Yuanyi2,Liang Xianghao3,Luo Jun4 and Cao Ying4 1 State Key Laboratory of Oil and Gas Reservoir Geology and Exploitation,Southwest Petroleum University,Chengdu,Sichuan 610500,China 2 Geophysics Development Department of BGP,Hebei 072751,China 3 Exploration and Exploitation Department of Tarim Oilfield Company,PetroChina,Korla,Xinjiang 418000,China 4 Changqing Oilfield Company,PetroChina,Ningxia 750000,China;Optimization of the seismic processing phase-shift plus finite-difference migration operator based on a hybrid genetic and simulated annealing algorithm[J];Petroleum Science;2013-02
6 FAN Wei;Software reliability research based on weight changeable combination forecast model[J];制造业自动化;2011-19
7 LIU Shi-wei,WEI Qing-bao(Zhengzhou College of Animal Husbandry Engineering,Zhengzhou 450011,China);Color Space Conversion of CMYK to L~*a~*b~* Based on BP Neural Network[J];包装工程;2011-11
8 CAO Congjun,LIU Qiangjun (The faculty of Printing and Packaging Engineering,Xi'an University of Technology,Xi'an 710048,China);Study on Color Space Conversion Based on RBF Neural Network[J];中国印刷与包装研究;2010-S1
9 ZHANG Qun(Nanjing Forestry University,Nanjing 210037,China);Color Space Conversion Model Based on RBF Neural Network[J];包装工程;2009-05
Chinese Journal Full-text Database 10 Hits
1 HONG Liang;ZHANG Hao;ZHU Ming;CHU Gao-li;Henan University of Engineering;;Optimization of Color Space Conversion of BP Neural Network Based On Simulated Annealing Algorithm[J];包装工程;2017-13
2 YANG Yong;XIONG Wei-bin;Wuhan Vocational College of Communications and Publishing;;True Dot Inkjet Proofing Based on BP Neural Network[J];包装工程;2017-03
3 WANG Zongjie;XING Mingfeng;WANG Hongbo;School of Computer & Communication Engineering,University of Science & Technology Beijing;;Risk Pre-warning Model of Doctor-Patient Relationship Based on Particle Swarm Optimization BP Neural Network[J];北京工业大学学报;2017-01
4 ZHU Haibing;CUI Yu;XIONG Hao;Jiangsu Electric Power Company of State Grid;;Power network load forecasting based on improved BP neural network[J];现代电子技术;2016-20
5 Liang Hongmei;Xiao Zhihuai;Xinjiang Changji Vocational and Technical College;Ministerial Key Laboratory for Hydrodynamic Transients,Wuhan University;;Study for Vibration Fault Diagnosis of Hydro-turbine Generating Unit Based on SA-WNN[J];计算机测量与控制;2016-08
6 HONG Liang;ZHU Ming;ZHANG Hao;CHU Gao-li;Henan Institute of Engineering;;Prediction Model of Ink Jet Printing Paper Printability[J];包装工程;2016-15
7 Xu Longqin;Li Qianchuan;Liu Shuangyin;Li Daoliang;College of Information, Guangdong Ocean University;College of Letters and Science, University of California;Beijing ERC for Internet of Things in Agriculture, China Agricultural University;;Prediction of pH value in industrialized aquaculture based on ensemble empirical mode decomposition and improved artificial bee colony algorithm[J];农业工程学报;2016-03
8 NIE Peng;KONG Lingjun;College of Communication and Art Design, University of Shanghai for Science and Technology;Department of Printing and Packaging Engineering, Shanghai Publishing and Printing College;;A Monitor Colorimetric Characterization Model Based on Cell-Search Method[J];包装学报;2016-01
9 Luo Renze;He Guolin;Bao Ke;State Key Laboratory of Oil and Gas Reservoir Geology and Exploitation,Southwest Petroleum University;;Mixed-domain Fourier finite-difference prestack depth migration based on coefficient optimization[J];石油学报;2015-12
10 DOU Ying;SUN Xiaorong;LIU Cuiling;XIAO Shuang;Beijing Key Laboratory of Big Data Technology for Food Safety, School of Computer and Information Engineering,Beijing Technology and Business University;;Near-Infrared Spectroscopic Detection of Wheat Flour Quality Using Wavelength Optimization Based on Simulated Annealing Algorithm(SAA)[J];食品科学;2016-12
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 LI Zong-hui;XUE Yu-qiang;Electrical Engineering and Automation College,Fuzhou University;;GRNN Grid Fault Diagnosis of GRNN Based on Optimization Algorithm of Drosophila[J];电气开关;2014-05
2 Yang Min;Zhang Keping;Wang Jiangyu;Yang Jitao;Yang Xi;College of Science,Gansu Agricultural University;College of Engineering,Gansu Agricultural University;;Establishing relationship between hydrophobicity and emulsification of caseins using generalized-regression-neural-network[J];农业工程学报;2014-19
3 ZHI Chuan;LI Zhi-jian;LENG Cai-feng;SHI Yi;Shaan'xi University of Science and Technology;Shaanxi Hwatec Science & Technology Co.Ltd;;Research on Color Space Conversion Model of CMYK to CIE L*a*b* Based on CMAC Identification[J];北京理工大学学报;2014-09
4 XIE Shuiying;HUANG Fang;Zhejiang Industry Polytechnic College;;Prediction on Thermal Deformation of 800H Alloy Based on GRNN Neural Network[J];热加工工艺;2014-12
5 WU Jian;ZHAO Youqun;QIU Xiaoyin;Department of Automotive,College of Energy and Power Engineering,Nanjing University of Aeronautics and Astronautics;School of Mechanical and Automotive Engineer,Liaocheng University;;Vehicle Steering Angle Identification based on GRNN[J];应用基础与工程科学学报;2014-01
6 QIN Guang-hua;SONG Ke-chao;ZHOU Ze-jiang;HE Qing-yan;College of Water Resources and Hydropower,Sichuan Univ.;State Key Lab. of Hydraulics and Mountain River Eng.,Sichuan Univ.;;Research on Annual Runoff Prediction Based on WA-GRNN Model[J];四川大学学报(工程科学版);2013-06
7 HONG Liang;ZHU Ming;Henan Institute of Engineering;;Application of BP Neural Network in Color Space Conversion of Display[J];包装工程;2013-19
8 SUN Xiao-peng1,KONG Ling-jun1,2,LIU Zhen1(1.University of Shanghai for Science and Technology,Shanghai 200093,China;2.Shanghai Publishing and Printing College,Shanghai 200093,China);Research of Hi-Fi Color Separation Model Based on Cellular RBF Neural Network[J];包装工程;2013-01
9 LI Rui-juan,DENG Qian(Henan Institute of Engineering,Zhengzhou 450007,China);Research on Color Space Conversion from RGB to XYZ Based on 3D Look-up Table[J];包装工程;2012-13
10 GAO Yan,CHENG Gang-hu (The Faculty of Printing and Packaging Engineering,Xi'an University of Technology,Xi'an 710048,China);Precision Evaluation of Polynomial Regression Method of Color Space Conversion Based on Printing Data Set[J];中国印刷与包装研究;2012-03
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved