Improved state space model predictive fault-tolerant control for injection molding batch processes with partial actuator faults using GA optimization

被引：30

作者：

Zou, Tao ^{[1
,3
]}

Wu, Sheng ^{[1
,2
]}

Zhang, Ridong ^{[1
,2
]}

机构：

[1] Hangzhou Dianzi Univ, Sch Automat, Belt & Rd Informat Res Inst, Hangzhou 310018, Zhejiang, Peoples R China

[2] Key Lab Adv Control & Optimizat Chem Proc, Shanghai 200237, Peoples R China

[3] Chinese Acad Sci, Shenyang Inst Automat, Dept Informat Serv & Intelligent Control, Key Lab Networked Control Syst, Shenyang 110016, Liaoning, Peoples R China

来源：

ISA TRANSACTIONS | 2018年 / 73卷

基金：

中国国家自然科学基金;

关键词：

Model predictive fault-tolerant control; Batch processes; Genetic algorithm; Partial actuator failure; ITERATIVE LEARNING CONTROL; DIAGNOSIS; DESIGN; FEEDBACK;

D O I：

10.1016/j.isatra.2017.12.022

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

A novel model predictive fault-tolerant control (MPFTC) strategy adopting genetic algorithm (GA) is proposed for batch processes under the case of disturbances and partial actuator faults. Based on the extended state space model in which the tracking error is contained, there are more degrees of freedom provided for the controller design and better control performance is obtained. In order to enhance the control performance further, the GA is introduced to optimize the relevant weighting matrices in the cost function. The effectiveness of the proposed MPFTC approach is tested on the injection velocity regulation of the injection molding process. (C) 2017 ISA. Published by Elsevier Ltd. All rights reserved.

引用

页码：147 / 153

页数：7

共 50 条

[41] Predictive fault-tolerant control for nonlinear batch processes with small time delays via iterative learning control: A Lyapunov-Razumikhin approach
Li, Hui
Wang, Shiqi
Shi, Huiyuan
Li, Ping
Su, Chengli
TRANSACTIONS OF THE INSTITUTE OF MEASUREMENT AND CONTROL, 2024, 46 (13) : 2521 - 2533
[42] Model-predictive fault-tolerant control of safety-critical processes based on dynamic safe set
Ranjan, Ritu
Kravaris, Costas
JOURNAL OF PROCESS CONTROL, 2024, 144
[43] Optimal Iterative Learning Fault-Tolerant Guaranteed Cost Control for Batch Processes in the 2D-FM Model
Wang, Limin
Dong, Weiwei
ABSTRACT AND APPLIED ANALYSIS, 2012,
[44] Improved disturbance-observer-based fault-tolerant control for the linear system subject to unknown actuator faults and multiple disturbances
Lin, Xue
Yao, Xiuming
INTERNATIONAL JOURNAL OF CONTROL, 2021, 94 (10) : 2730 - 2740
[45] Two-dimensional optimization design of constrained minmax model predictive tolerant-fault control for nonlinear batch processes
Wang, Limin
Li, Hui
Zhang, Ridong
Gao, Furong
COMPUTERS & CHEMICAL ENGINEERING, 2024, 183
[46] Efficiency Enhancement Using Fault-Tolerant Sliding Mode Control for the PMVG-Based WTS Under Actuator Faults
Basheer, Ameerkhan Abdul
Palanimuthu, Kumarasamy
Lee, Seong Ryong
Joo, Young Hoon
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2024, 71 (01) : 513 - 523
[47] A New Minimax Optimization Design of H∞ LQ Fault-Tolerant Tracking Control for Multi-Phase Batch Processes
Mao, Jun
Yi, Hui
Gao, Chao
Zhang, Renyou
Jiang, Feng
IEEE ACCESS, 2020, 8 : 148345 - 148356
[48] Fault-Tolerant Control of Nonlinear Systems With Actuator and Sensor Faults Based on T-S Fuzzy Model and Fuzzy Observer
Mu, Yunfei
Zhang, Huaguang
Xi, Ruipeng
Wang, Zhiliang
Sun, Jiayue
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2022, 52 (09): : 5795 - 5804
[49] Adaptive model-free fault-tolerant control based on integral reinforcement learning for a highly flexible aircraft with actuator faults
Ma, Jianjun
Peng, Chi
AEROSPACE SCIENCE AND TECHNOLOGY, 2021, 119
[50] H∞ Fault Estimation and Fault-Tolerant Control for T-S Fuzzy Systems with Actuator and Sensor Faults Using Sliding Mode Observer
Dhahri, Slim
Ben Alaia, Essia
Ben Hmida, Faycal
Sellami, Anis
MATHEMATICAL PROBLEMS IN ENGINEERING, 2022, 2022

← 1 2 3 4 5 →