SVM Modeling for Glutamic Acid Fermentation Process

被引:0
作者
Wang, Guicheng [1 ]
Xu, Bing [1 ]
Jiang, Wenping [1 ]
机构
[1] Shanghai Inst Technol, Sch Elect & Elect Engn, Shanghai 201418, Peoples R China
来源
PROCEEDINGS OF THE 28TH CHINESE CONTROL AND DECISION CONFERENCE (2016 CCDC) | 2016年
关键词
Fermentation process; SVM; Glutamic acid; Modeling;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
It is completed the introduction and analysis for modeling method of glutamic acid fermentation process. Then modeling method using support vector machine is adopted, select a grid search-crossover integrated validation method to choose the parameters of the model in modeling, making the prediction model more accurate. Finally the comparison of SVM and BP networks model, simulation results show that the model prediction accuracy using support vector machine approach to establish higher for glutamic acid fermentation process under the same conditions.
引用
收藏
页码:5551 / 5555
页数:5
相关论文
共 50 条
[31]   Optimal design of an integrated fermentation process for lactic acid production [J].
Lin, Hsun-Tung ;
Wang, Feng-Sheng .
AICHE JOURNAL, 2007, 53 (02) :449-459
[32]   Enhanced modeling of an industrial fermentation process through data fusion techniques [J].
Triadaphillou, S ;
Martin, E ;
Montague, G ;
Jeffkins, P ;
Stimpson, S ;
Nordon, A .
EUROPEAN SYMPOSIUM ON COMPUTER-AIDED PROCESS ENGINEERING-15, 20A AND 20B, 2005, 20a-20b :1393-1398
[33]   Comprehensive modeling of photo-fermentation process for prediction of hydrogen production [J].
Akbari, Leila ;
Vaziri, Behrooz Mahmoodzadeh .
INTERNATIONAL JOURNAL OF HYDROGEN ENERGY, 2017, 42 (21) :14449-14457
[34]   Design of Experiments for Modeling of Fermentation Process Characterization in Biological Drug Production [J].
Hsueh, Kuang-Lung ;
Lin, Tzung-Yi ;
Lee, Meng-Tse ;
Hsiao, Ya-Yun ;
Gu, Yesong .
PROCESSES, 2022, 10 (02)
[35]   Optimization of Fermentation Conditions for Enhanced Glutamic Acid Production by a Strain of Corynebacterium glutamicum NIAB BNS-14 [J].
Niaz, Bushra ;
Nadeem, Shahid ;
Muzammil, H. Muhammad ;
Khan, Junaid A. ;
Zahoor, Tahir .
PAKISTAN JOURNAL OF ZOOLOGY, 2009, 41 (04) :261-267
[36]   Modeling and simulation of continuous production of L (+) glutamic acid in a membrane-integrated bioreactor [J].
Pal, Parimal ;
Kumar, Ramesh ;
VikramaChakravarthi, D. ;
Chakrabortty, Sankha .
BIOCHEMICAL ENGINEERING JOURNAL, 2016, 106 :68-86
[37]   Fermentation process during the ensiling of green forage low in nitrate .2. Fermentation process after supplementation of nitrate, nitrite, lactic acid bacteria and formic acid [J].
Kaiser, E ;
Weiss, K .
ARCHIVES OF ANIMAL NUTRITION-ARCHIV FUR TIERERNAHRUNG, 1997, 50 (02) :187-200
[38]   Glutamic acid removal and PHB storage in the activated sludge process under dynamic conditions [J].
Dionisi, D ;
Majone, M ;
Miccheli, A ;
Puccetti, C ;
Sinisi, C .
BIOTECHNOLOGY AND BIOENGINEERING, 2004, 86 (07) :842-851
[39]   Process of carboxylation of glutamic acid residues in the Gla domain of human des-γ-carboxyprothrombin [J].
Uehara, S ;
Gotoh, K ;
Handa, H ;
Honjo, K ;
Hirayama, A .
CLINICA CHIMICA ACTA, 1999, 289 (1-2) :33-44
[40]   Modeling and control of dissolved oxygen concentration in the fermentation of Glucose to Gluconic Acid [J].
Kazemi, Mohammad Amin ;
Bamdad, Hanieh ;
Papari, Sadegh ;
Yaghmaei, Soheila .
PERIODICA POLYTECHNICA-CHEMICAL ENGINEERING, 2013, 57 (1-2) :63-70