TY - JOUR
T1 - Genetic-Algorithm-Optimization-Based Infinite Horizon Linear Quadratic Control for Injection Molding Batch Processes with Uncertainty
AU - Hu, Xiaomin
AU - Wang, Limin
AU - Gao, Furong
N1 - Publisher Copyright:
© 2018 American Chemical Society.
PY - 2018/12/26
Y1 - 2018/12/26
N2 - A new genetic-algorithm (GA)-based infinite horizon linear quadratic (IHLQ) control method is developed for injection molding batch processes under partial actuator faults and unknown disturbances. To obtain improved system performance, an extended state space model, which combines the process state and output error information, has been adopted, where extra tuning freedom is gained for the corresponding control system design by adjusting the extended weighting matrix. However, no specified rules are established for the choices of these weighting coefficients. To cope with such situations, GA is employed to optimize these weighting factors in this paper. Furthermore, the robust stability of the control system, which can be regarded as the process under uncertainty, is addressed. Finally, the validity of the proposed approach is tested on the injection velocity regulation process.
AB - A new genetic-algorithm (GA)-based infinite horizon linear quadratic (IHLQ) control method is developed for injection molding batch processes under partial actuator faults and unknown disturbances. To obtain improved system performance, an extended state space model, which combines the process state and output error information, has been adopted, where extra tuning freedom is gained for the corresponding control system design by adjusting the extended weighting matrix. However, no specified rules are established for the choices of these weighting coefficients. To cope with such situations, GA is employed to optimize these weighting factors in this paper. Furthermore, the robust stability of the control system, which can be regarded as the process under uncertainty, is addressed. Finally, the validity of the proposed approach is tested on the injection velocity regulation process.
UR - https://www.webofscience.com/wos/woscc/full-record/WOS:000454751200015
UR - https://openalex.org/W2902550356
UR - https://www.scopus.com/pages/publications/85059551947
U2 - 10.1021/acs.iecr.8b04921
DO - 10.1021/acs.iecr.8b04921
M3 - Journal Article
SN - 0888-5885
VL - 57
SP - 17462
EP - 17469
JO - Industrial and Engineering Chemistry Research
JF - Industrial and Engineering Chemistry Research
IS - 51
ER -