Mobile modular production;
joint inventory control and capacity logistics;
approximate dynamic programming;
rollout heuristic;
FACILITY LOCATION;
PRODUCTION NETWORKS;
MODEL;
MANAGEMENT;
OPTIMIZATION;
UNCERTAINTY;
ALGORITHM;
SYSTEMS;
POLICY;
D O I:
10.1080/24725854.2019.1693709
中图分类号:
T [工业技术];
学科分类号:
08 ;
摘要:
We analyze a problem of dynamic logistics planning given uncertain demands for a multi-location production-inventory system with transportable modular production capacity. In such systems, production modules provide capacity, and can be moved from one location to another to produce stock and satisfy demand. We formulate a dynamic programming model for a planning problem that considers production and inventory decisions, and develop suboptimal lookahead and rollout policies that use value function approximations based on geographic decomposition. Mixed-integer programming formulations are provided for several single-period optimization problems that define these policies. These models generalize a formulation for the single-period newsvendor problem, and in some cases the feasible region polyhedra contain only integer extreme points allowing efficient solution computation. A computational study with stationary demand distributions, which should benefit least from mobile capacity, provides an analysis of the effectiveness of these policies and the value that mobile production capacity provides. For problems with 20 production locations, the best suboptimal policies produce on average 13% savings over fixed capacity allocation policies when the costs of module movement, holding, and backordering are accounted for. Greater savings result when the number of locations increases.
机构:
Southeast Univ, Key Lab Measure & Control Complex Engn Syst, Minist Educ, Nanjing 210096, Jiangsu, Peoples R China
Southeast Univ, Sch Automat, Nanjing 210096, Jiangsu, Peoples R ChinaSoutheast Univ, Key Lab Measure & Control Complex Engn Syst, Minist Educ, Nanjing 210096, Jiangsu, Peoples R China
Wang, Zheng
Chan, Felix T. S.
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Polytech Univ, Dept Ind & Syst Engn, Hong Kong, Hong Kong, Peoples R ChinaSoutheast Univ, Key Lab Measure & Control Complex Engn Syst, Minist Educ, Nanjing 210096, Jiangsu, Peoples R China
Chan, Felix T. S.
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS,
2015,
45
(02):
: 326
-
337
机构:
New York Univ Abu Dhabi, Div Engn, Abu Dhabi, U Arab Emirates
NYU, Tandon Sch Engn, Brooklyn, NY 11201 USANew York Univ Abu Dhabi, Div Engn, Abu Dhabi, U Arab Emirates
Diabat, Ali
Bianchessi, Nicola
论文数: 0引用数: 0
h-index: 0
机构:
Univ Milan, Dipartimento Informat, Via Celoria 18, I-20133 Milan, ItalyNew York Univ Abu Dhabi, Div Engn, Abu Dhabi, U Arab Emirates
Bianchessi, Nicola
Archetti, Claudia
论文数: 0引用数: 0
h-index: 0
机构:
ESSEC Business Sch, Dept Informat Syst, Decis Sci & Stat, 3 Ave Bernard Hirsch, F-95000 Cergy Pontoise, FranceNew York Univ Abu Dhabi, Div Engn, Abu Dhabi, U Arab Emirates