TY - GEN
T1 - Stochastic dual dynamic integer programming for a multi-echelon lot-sizing problem with remanufacturing and lost sales
AU - Quezada, Franco
AU - Gicquel, Celine
AU - Kedad-Sidhoum, Safia
N1 - Publisher Copyright:
© 2019 IEEE.
PY - 2019/4/1
Y1 - 2019/4/1
N2 - We consider an uncapacitated multi-echelon lot-sizing problem within a remanufacturing system involving three production echelons: disassembly, refurbishing and reassembly. We seek to plan the production activities on this system over a multi-period horizon. We assume a stochastic environment, in which the input data of the optimization problem are subject to uncertainty. We consider a multi-stage stochastic integer programming approach relying on scenario trees to represent the uncertain information structure and propose a solution method based on an extension of the stochastic dual dynamic programming algorithm. Our results show that this approach can provide good quality solutions for large-size instances in a reasonable time and significantly outperforms the use of a stand-alone mathematical solver.
AB - We consider an uncapacitated multi-echelon lot-sizing problem within a remanufacturing system involving three production echelons: disassembly, refurbishing and reassembly. We seek to plan the production activities on this system over a multi-period horizon. We assume a stochastic environment, in which the input data of the optimization problem are subject to uncertainty. We consider a multi-stage stochastic integer programming approach relying on scenario trees to represent the uncertain information structure and propose a solution method based on an extension of the stochastic dual dynamic programming algorithm. Our results show that this approach can provide good quality solutions for large-size instances in a reasonable time and significantly outperforms the use of a stand-alone mathematical solver.
U2 - 10.1109/CoDIT.2019.8820709
DO - 10.1109/CoDIT.2019.8820709
M3 - Conference contribution
AN - SCOPUS:85072831749
T3 - 2019 6th International Conference on Control, Decision and Information Technologies, CoDIT 2019
SP - 1254
EP - 1259
BT - 2019 6th International Conference on Control, Decision and Information Technologies, CoDIT 2019
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 6th International Conference on Control, Decision and Information Technologies, CoDIT 2019
Y2 - 23 April 2019 through 26 April 2019
ER -