The surplus inventory matching problem in the process industry

被引:60
作者
Kalagnanam, JR [1 ]
Dawande, MW [1 ]
Trumbo, M [1 ]
Lee, HS [1 ]
机构
[1] TJ Watson Res Ctr, Yorktown Heights, NY 10598 USA
关键词
D O I
10.1287/opre.48.4.505.12425
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
We introduce a new problem that arises from operations planning in the process industry, This problem involves matching an order book against surplus inventory before production planning. It can be formulated by generalizing the multiple knapsack problem along three dimensions: (i) adding assignment restrictions on items that can be assigned to a knapsack, (ii) adding a new attribute (called "color" in this paper) to an item and then adding the associated "color" constraints that restrict the number of distinct colors that can be assigned to a knapsack, and (iii) considering multiple objectives for optimization. We formulate the problem, provide a result regarding its complexity, and report on our computational experience with solving a set of real instances based on data from the operations of a large steel plant. We then propose a network-flow-based heuristic that yields solutions within 3% of optimal (or the best known feasible solution). This system has been successfully deployed and is now used daily in the mill operations.
引用
收藏
页码:505 / 516
页数:12
相关论文
共 22 条
  • [1] Ahuja R.K., 1993, NETWORK FLOWS THEORY
  • [2] [Anonymous], 1979, Computers and Intractablity: A Guide to the Theoryof NP-Completeness
  • [3] [Anonymous], FUNDAMENTALS DATA ST
  • [4] Coffman, 1996, APPROXIMATION ALGORI
  • [5] Coffman E.G., 1984, Algorithm Design for Computer System Design, P49
  • [6] DAWANDE M, 1997, RC21138 IBM TJ WATS
  • [7] DAWANDE M, 1998, 21138 RC IBM TJ WATS
  • [8] DAWANDE M, 1998, RC21350 IBM TJ WATS
  • [9] Solving multiple knapsack problems by cutting planes
    Ferreira, CE
    Martin, A
    Weismantel, R
    [J]. SIAM JOURNAL ON OPTIMIZATION, 1996, 6 (03) : 858 - 877
  • [10] FERREIRA CE, 1986, SIAM J COMPUT, V15, P222