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《Journal of Northeastern University(Natural Science)》 2006-06
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On-Line Estimate of Biomass Concentration in Fermentation Process

SANG Hai-feng,WANG Fu-li,HE Da-kuo,ZHANG Da-peng(School of Information Science & Engineering,Northeastern University,Shenyang 110004,China.)  
In a fermentation process several variables,such as biomass concentration are conventionally determined by off-line laboratory analysis,i.e.,the process control is unavailable to industrial production in time just because of time delay that often makes the analysis results inefficient.In this respect,however,soft sensing is a good solution.Based individually on neural network and LS-SVM(least square support vector machine),two on-line soft sensing models are designed to estimate the biomass concentration,i.e.,the black-box model and hybrid model.The data for model training and verifying are both got from a real experiment process—the fermentation of Nosiheptide which is also used to evaluate the model performance.The results show that the way of soft sensing is good at estimating the biomass concentration,and what's more higher estimating accuracy of hybrid model can be obtained if adding prior knowledge to the model.
【Fund】: 国家自然科学基金资助项目(60374003);; 国家重点基础研究发展规划项目(2002CB312200)
【CateGory Index】: TQ920
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2 SANG Hai-feng 1 ,YUAN Wei-qi 1 ,WANG Fu-li 2 ,HE Da-kuo 2 (1.School of Information Science and Engineering,Shenyang University of Technology,Shenyang 110023,China; 2.School of Information Science and Engineering,Northeastern University,Shenyang 110004,China);Hybrid Modeling for Nosiheptid Fermentation Process Based on Prior Knowledge and Least Square Support Vector Machines[J];Journal of System Simulation;2008-02
3 Sun Yukun Chen Mingzhong Ji Xiaofu Huang Yonghong (School of Electrical and Information Engineering,Jinagsu University,Zhenjiang 212013,China);Soft sensor of lysine fermentation biological parameters based on SVM[J];Chinese Journal of Scientific Instrument;2008-10
4 CHEN Mingzhong (College of Industrial Technology Yangzhou, Yangzhou 225127, China);A new soft sensor model for lysine fermentation procsee[J];China Brewing;2008-11
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1 WANG Jian-hua (Xingtai Medical College, Xingtai, Hebei 054000);Optimization of Fermentation Conditions for Bacillus subtilis DPG-01[J];Journal of Anhui Agricultural Sciences;2007-26
2 OU Wei-min et al(College of Vocational Technology & Trade of Guangdong,Guangzhou,Guangdong 510430);Research on the SVR-KNN Method Applied in the Herbicide QSAR[J];Journal of Anhui Agricultural Sciences;2008-35
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4 FENG Xue-jun (School of Computer and Information Science,Anqing Teachers college,Anqing 246133,China);Research and Application of LS-SVM[J];Journal of Anqing Teachers College(Natural Science Edition);2009-01
5 SONG Hai-bin1, LIU Yun-guo2 (1. No.17 Brigade of graduate, Air Defense Forces Command Academy, Zhengzhou 450052, China; 2. Teaching Brigade, Chongqing Garrison Command, Chongqing 404000, China);Prediction and Control Method Based on Support Vector Machine[J];Ordnance Industry Automation;2006-04
6 MA XiBo YAN AiXia (College of Life Science and Technology,Beijing University of Chemical Technology,Beijing 100029,China);Prediction of the heat capacity and standard enthalpy of alkylbenzenes using a support vector machine[J];Journal of Beijing University of Chemical Technology(Natural Science Edition);2008-02
7 LIU Hua-fu (Department of Computer Science & Technology of Zhangsha University, Zhangsha410003,China);Some Properties of Support Vector Machines Mercer's Nuclear[J];Journal of Beijing Union University;2005-01
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9 WANG Xiao-yu, YAN Ji-hong, ZANG Xi-zhe, QIN Yong, ZHAO Jie(Robotics Institute, Harbin Institute of Technology, Harbin 150001, China);A Multisensory Data Fusion Method of the Two-Wheeled Self-Balanced Robot[J];Chinese Journal of Sensors and Actuators;2007-03
10 ;Support Vector Machine For Diagnosis Of Mechanical Fault[J];Sensor World;2006-04
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4 Shao Xinguang Yang Huizhong Shi Chenxi (Contral Science and Engineering Research Center, Southern Yangtze University, W uxi 214036, China);Chemical process data modeling based on ε-insensitive support vector regression[J];Journal of Southeast University (Natural Science Edition);2004-S1
5 BO Cuimei,LI jun,ZHANG Shi and LIN Jinguo (School of Automation, Nanjing University of Technology, Nanjing 210009,Jiangsu,China);APPLICATION OF ADVANCED CONTROL SCHEME BASED ON SOFT-SENSOR IN DISTILLATION COLUMN[J];Journal of Chemical Industry and Engineering(China);2004-02
6 HUANG Feng-liang (Dept of Control Science and Engineering, Nanjing Normal University, Nanjing, Jiangsu 210042, China);Soft-sensing Idea and Soft-sensing Techniques[J];Acta Metrologica Sinica;2004-03
7 WANG Jian-lin, YU Tao (School of Information Science and Technology, Beijing University of Chemical Technology, Beijing 100029, China);Research progress in soft-sensor techniques for on-line biomass estimation in fermentative process[J];Modern Chemical Industry;2005-06
8 SANG Hai-feng1, WANG Fu-li1, HE Da-kuo1, ZHANG Da-peng1, HE Jian-yong2 (1.School of Information Science and Engineering Northeast University, Shenyang 110004, China; 2. Shenyang Pharmaceutical University, Shenyang 110016, China);Soft Sensors of Biomass Concentration in Nosiheptied Fermentation Process Based on Multiple Support Vector Machines[J];Journal of System Simulation;2006-07
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10 Sang Haifeng Wang Fuli He Dakuo Zhang Dapeng(School of Information Science and Engineering,Northeast University,Shenyang 110004,China);Hybrid Modeling of Fermentation Process Based on Least Square Support Vector Machines[J];Chinese Journal of Scientific Instrument;2006-06
【Secondary References】
Chinese Journal Full-text Database 6 Hits
1 LU Feng,HUANG Jin-quan(College of Energy and Power Engineering,Nanjing University of Aeronautics and Astronautics,Nanjing 210016,China);AGA-LSSVR compensation for on-board self tuning model of aero-engine model[J];Journal of Aerospace Power;2009-04
2 ZHAO Juan-ping1,2,JIANG Chang-hong1(1.Academy of Information Engineering,Shenyang Institute of Chemical Industry,Shenyang 11014,China;2.College of Information Science and Engineering,Northeastern University,Shenyang 110004,China);Internal Model Control for Biomass Concentration of Glutamic Acid[J];Control Engineering of China;2009-S2
3 DU Zhi-yong1,WANG Xian-fang2,31.Henan Mechanical and Electrical Engineering College,Xinxiang,Henan 453002,China 2.Department of Information Engineering,Henan Institute of Science and Technology,Xinxiang,Henan 453003,China 3.School of Communication and Control Engineering,Jiangnan University,Wuxi,Jiangsu 214122,China;Design of temperature controller based on PSO and LSSVM[J];Computer Engineering and Applications;2009-27
4 Yuan Anping~1,Zhang Shi~1,Jiang Min~2 and Chen Kequan~2 (1.School of Automation and Electrical Engineering,Nanjing University of Technology,Nanjing,210009,Jiangsu,China; 2.College of Life Science and Pharmaceutical Engineering,Nanjing University of Technology,Nanjing,210009,Jiangsu,China);Application of SVM in modeling of succinic acid fermentation[J];Computers and Applied Chemistry;2009-08
5 WANG Shun-yan,ZHANG Jian-xin,LIU Jian-hong;Researching of hybrid modeling method for chemical process[J];Manufacturing Automation;2009-10
6 YUAN An-pinga,ZHANG Shia,JIANG Minb,CHEN Ke-quanb (a.School of Automation and Electrical Engineering;b.College of Life Science and Pharmaceutical Engineering,Nanjing University of Technology,Nanjing 210009,China);Parameter Optimization of Soft Sensor Model of Succinic Acid Fermentation Process[J];Control and Instruments in Chemical Industry;2009-05
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