Batch to Batch Iterative Learning Control of a Fed-Batch Fermentation Process

被引：0

作者：

Zhang, Jie ^{[1
]}

Xiong, Zhihua ^{[2
]}

Guillaume, Delautre ^{[1
]}

Lamande, Alexandre ^{[1
]}

机构：

[1] Newcastle Univ, Sch Chem Engn & Adv Mat, Newcastle Upon Tyne NE1 7RU, Tyne & Wear, England

[2] Tsinghua Univ, Dept Automat, Beijing 100084, Peoples R China

来源：

MECHANICAL ENGINEERING AND TECHNOLOGY | 2012年 / 125卷

关键词：

batch process; fermentation; data-driven model; iterative learning control; OPTIMAL-CONTROL STRATEGY; MODELS;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Batch to batch iterative learning control of a fed-batch fermentation process is studied in this paper. Taking the immediate previous batch as the reference batch, a linearised model relating the deviations in the control profiles with the deviations in the quality variable trajectories is obtained. The linearised model is used in calculating the control policy updating for the current batch through solving an optimisation problem. In order to cope with nonlinearities, the batch-wise linearised model is re-identified after each batch run. Simulation results show that the proposed method can overcome the effect of model-plant mismatches and unknown disturbance and improve the process operation from batch to batch.

引用

页码：253 / +

页数：2

共 50 条

[1] Reliable Batch-to-Batch Iterative Learning Control of a Fed-batch Fermentation Process
Jewaratnam, J.
Zhang, J.
Hussain, A.
Morris, J.
[J]. 22 EUROPEAN SYMPOSIUM ON COMPUTER AIDED PROCESS ENGINEERING, 2012, 30 : 802 - 806
[2] Batch to Batch Iterative Learning Control of A Fed-batch Fermentation Process Using Linearised Models
Zhang, Jie
Nguyan, Jerome
Morris, Julian
Xiong, Zhihua
[J]. 2008 10TH INTERNATIONAL CONFERENCE ON CONTROL AUTOMATION ROBOTICS & VISION: ICARV 2008, VOLS 1-4, 2008, : 745 - +
[3] Optimal control of a fed-batch fermentation process
Vanichsriratana, W
Zhang, BS
Leigh, JR
[J]. TRANSACTIONS OF THE INSTITUTE OF MEASUREMENT AND CONTROL, 1997, 19 (05) : 240 - 251
[4] FED-BATCH VERSUS BATCH FERMENTATION
LONGOBARDI, GP
[J]. BIOPROCESS ENGINEERING, 1994, 10 (5-6): : 185 - 194
[5] Modelling and optimal control for a fed-batch fermentation process
Liu, Chongyang
Gong, Zhaohua
Shen, Bangyu
Feng, Enmin
[J]. APPLIED MATHEMATICAL MODELLING, 2013, 37 (03) : 695 - 706
[6] Optimal switching control of a fed-batch fermentation process
Liu, Chongyang
Gong, Zhaohua
Feng, Enmin
Yin, Hongchao
[J]. JOURNAL OF GLOBAL OPTIMIZATION, 2012, 52 (02) : 265 - 280
[7] Optimal switching control of a fed-batch fermentation process
Chongyang Liu
Zhaohua Gong
Enmin Feng
Hongchao Yin
[J]. Journal of Global Optimization, 2012, 52 : 265 - 280
[8] Fed-batch fermentation process modelling and control competition
Leigh, R
[J]. TRANSACTIONS OF THE INSTITUTE OF MEASUREMENT AND CONTROL, 1998, 20 (01) : 3 - 3
[9] Multi-objective reinforcement learning for fed-batch fermentation process control
Li, Dazi
Zhu, Fuqiang
Wang, Xiao
Jin, Qibing
[J]. JOURNAL OF PROCESS CONTROL, 2022, 115 : 89 - 99
[10] Modelling of a fed-batch enzyme fermentation process
Saarela, U
Leiviskä, K
Juuso, E
Kosola, A
[J]. INTELLIGENT CONTROL SYSTEMS AND SIGNAL PROCESSING 2003, 2003, : 201 - 206

← 1 2 3 4 5 →