Tight MIP formulations for bounded up/down times and interval-dependent start-ups

• 成果类型: Article
• 署名作者: Queyranne, Maurice; Wolsey, Laurence A.
• 署名单位: Universite Catholique Louvain; University of British Columbia
• 刊物名称: MATHEMATICAL PROGRAMMING
• ISSN/ISSBN: 0025-5610
• DOI: 10.1007/s10107-016-1079-2
• 发表日期: 2017
• 页码: 129-155
• 关键词: unit commitment

摘要

Switching machines on and off is an important aspect of unit commitment problems and production planning problems, among others. Here we study tight mixed integer programming formulations for two aspects of such problems: bounded length on- and off-intervals, and interval-dependent start-ups. The problem with both these aspects admits a general Dynamic Programming (shortest path) formulation which leads to a tight extended formulation with a number of binary variables that is quadratic in the number n of time periods. We are thus interested in tight formulations with a linear number of binary variables. For the bounded interval problem we present a tight network dual formulation based on new integer cumulative variables that allows us to simultaneously treat lower and upper bounds on the interval lengths and also to handle time-varying bounds. This in turn leads to more general results, including simpler proofs of known tight formulations for problems with just lower bounds. For the interval-dependent start-up problem we develop a path formulation that allows us to describe the convex hull of solutions in the space of machine state variables and interval-dependent start-up variables.