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Price-and-branch algorithm for mixed integer linear programming

机译:混合整数线性规划的分枝算法

摘要

A method includes forming a working mixed integer linear program (MILP) from a given MILP for job allocation to allocate people to jobs at least by choosing a subset of variables from the MILP. Only person/job combinations that are deemed most valuable are chosen for the subset. The working MILP includes the chosen subset of variables but no other variables from the given MILP. The working MILP is solved to determine a solution. Using the solution, a special linear program is formed and solved to determine a price of each constraint relative to the solution. Using the prices, variables that are not in the working MILP are evaluated to determine any variables that can contribute to an improved solution. The variables evaluated as contributing to an improved solution are added to the working MILP. The working MILP with the added variables is solved. Apparatus and program products are also disclosed.
机译:一种方法包括从给定的MILP中形成工作混合整数线性程序(MILP)以进行工作分配,以至少通过从MILP中选择变量的子集来将人分配给工作。仅将被认为最有价值的人/工作组合选择为子集。工作的MILP包括所选的变量子集,但不包含给定MILP中的其他变量。解决工作中的MILP以确定解决方案。使用该解决方案,形成并求解一个特殊的线性程序以确定相对于该解决方案的每个约束的价格。使用价格,对不在工作MILP中的变量进行评估,以确定可以有助于改进解决方案的任何变量。被评估为有助于改进解决方案的变量被添加到工作的MILP中。解决了带有添加变量的工作MILP。还公开了设备和程序产品。

著录项

  • 公开/公告号US9824317B2

    专利类型

  • 公开/公告日2017-11-21

    原文格式PDF

  • 申请/专利权人 INTERNATIONAL BUSINESS MACHINES CORPORATION;

    申请/专利号US201615202630

  • 发明设计人 IRVIN J. LUSTIG;

    申请日2016-07-06

  • 分类号G06F7/00;G06Q10/06;G06F17/11;G06N5/02;

  • 国家 US

  • 入库时间 2022-08-21 12:55:26

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