Online estimation using dynamic flux balance model and multiparametric programming

被引：1
|
作者：
Shen, Xin [1 ]
Budman, Hector [1 ]
机构：
[1] Univ Waterloo, Dept Chem Engn, 200 Univ Ave W, Waterloo, ON N2L 3G1, Canada
来源：
COMPUTERS & CHEMICAL ENGINEERING | 2022年 / 164卷
基金：
加拿大自然科学与工程研究理事会;
关键词：
Set membership estimation; Weighted primal-dual method; Multiparametric nonlinear programming; Dynamic flux balance models; Multiple solutions; SOFT SENSOR;
D O I：
10.1016/j.compchemeng.2022.107872
中图分类号：
TP39 [计算机的应用];
学科分类号：
081203 ; 0835 ;
摘要：
An approach is proposed for online estimation of bounds on metabolite's concentrations based on limited measurements and Dynamic Flux Balance Models (DFBM) which use linear programming (LP) to model the evolution of metabolites with time. A Weighted primal-dual method to address the multiplicity of solutions of DFBMs is combined with multiparametric nonlinear programming (mpNLP) for set membership estimation. The set membership estimation (SME) approach is used to propagate the uncertainty onto metabolites' concentrations over time. By only measuring biomass concentration and culture volume, bounds of metabolites' concentrations can be estimated online by SME during the fermentation. The proposed algorithm is applied to batch and fed-batch fermentation of E. coli. (C) 2022 Elsevier Ltd. All rights reserved.
引用
收藏
页数：15
相关论文
共 50 条
  • [31] ESTIMATION OF UNDERLYING SUBMERGE BASED ON MICROWAVE MODEL AND DYNAMIC PROGRAMMING ALGORITHM
    Tan, Longfei
    Tong, Ling
    Chen, Yan
    Zhu, Yalin
    Duan, Chongdi
    2017 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2017, : 4334 - 4337
  • [32] Online and Offline Model for Housekeeping Order Assignment Based on Dynamic Programming Algorithm
    Shi, Yongkun
    Li, Jiangkuan
    Sun, Jiaquan
    Lu, Cunhao
    Chen, Jian
    Sun, Xiaoguang
    APPLIED SCIENCES-BASEL, 2024, 14 (02):
  • [33] ONLINE RECOGNITION BY DEVIATION-EXPANSION MODEL AND DYNAMIC-PROGRAMMING MATCHING
    LIN, CK
    FAN, KC
    LEE, FTP
    PATTERN RECOGNITION, 1993, 26 (02) : 259 - 268
  • [34] A study of a diauxic growth experiment using an expanded dynamic flux balance framework
    Karlsen, Emil
    Gylseth, Marianne
    Schulz, Christian
    Almaas, Eivind
    PLOS ONE, 2023, 18 (01):
  • [35] Dynamic flux balance analysis of metabolic networks using the penalty function methods
    Zhou, Qinghua
    Wang, Dan
    Xiong, Momiao
    2007 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS, VOLS 1-8, 2007, : 1251 - +
  • [36] Process scheduling under uncertainty using multiparametric programming
    Li, Zukui
    Ierapetritou, Marianthi G.
    AICHE JOURNAL, 2007, 53 (12) : 3183 - 3203
  • [37] A reliable simulator for dynamic flux balance analysis
    Hoeffner, K.
    Harwood, S. M.
    Barton, P. I.
    BIOTECHNOLOGY AND BIOENGINEERING, 2013, 110 (03) : 792 - 802
  • [38] A dynamic programming approach to missing data estimation using neural networks
    Nelwamondo, Fulufhelo V.
    Golding, Dan
    Marwala, Tshilidzi
    INFORMATION SCIENCES, 2013, 237 : 49 - 58
  • [39] Disparity and occlusion estimation for multiview image sequences using dynamic programming
    Grammalidis, N
    Strintzis, MG
    INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, PROCEEDINGS - VOL II, 1996, : 337 - 340
  • [40] Estimation of motion boundary location and optical flow using dynamic programming
    Papademetris, X
    Belhumeur, PN
    INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, PROCEEDINGS - VOL I, 1996, : 509 - 512
12345