TY - GEN
T1 - Robust optimization for integrated scheduling of sequential batch processes with dynamics
AU - Shi, Hanyu
AU - You, Fengqi
N1 - Publisher Copyright:
© 2015 American Automatic Control Council.
PY - 2015/7/28
Y1 - 2015/7/28
N2 - In this work, an integrated scheduling and dynamic optimization problem for sequential batch processes is proposed. We then address the issue of uncertainty in sequential batch processes using a robust counterpart approach. When uncertainty occurs, which is inevitable in industrial processes, the robust solution guarantees feasibility while the deterministic solution may lead to significant drop in the profit or even infeasibility. A robust optimization approach is applied to deal with the uncertain coefficients. This robust formulation has almost the same size as the deterministic problem. Moreover, it maintains the linearity and is able to control the degree of the conservatism for the solution. The results show that when uncertainty occurs, the robust process strategy results in better profit than the deterministic process strategy and the robust approach has almost the same computational performance as the deterministic approach.
AB - In this work, an integrated scheduling and dynamic optimization problem for sequential batch processes is proposed. We then address the issue of uncertainty in sequential batch processes using a robust counterpart approach. When uncertainty occurs, which is inevitable in industrial processes, the robust solution guarantees feasibility while the deterministic solution may lead to significant drop in the profit or even infeasibility. A robust optimization approach is applied to deal with the uncertain coefficients. This robust formulation has almost the same size as the deterministic problem. Moreover, it maintains the linearity and is able to control the degree of the conservatism for the solution. The results show that when uncertainty occurs, the robust process strategy results in better profit than the deterministic process strategy and the robust approach has almost the same computational performance as the deterministic approach.
UR - http://www.scopus.com/inward/record.url?scp=84940946833&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84940946833&partnerID=8YFLogxK
U2 - 10.1109/ACC.2015.7172109
DO - 10.1109/ACC.2015.7172109
M3 - Conference contribution
AN - SCOPUS:84940946833
T3 - Proceedings of the American Control Conference
SP - 4947
EP - 4952
BT - ACC 2015 - 2015 American Control Conference
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2015 American Control Conference, ACC 2015
Y2 - 1 July 2015 through 3 July 2015
ER -