Integer programming based search

Freight transportation;Column generation;Integer programming;Heuristics

Hewitt, Michael R. ; Industrial and Systems Engineering

University:Georgia Institute of Technology

Department:Industrial and Systems Engineering

关键词: Freight transportation;    Column generation;    Integer programming;    Heuristics;   

Others  :  https://smartech.gatech.edu/bitstream/1853/31641/1/hewitt_mike_r_200912_phd.pdf

美国|英语

来源: SMARTech Repository

【 摘 要 】

When integer programming (IP) models are used in operational situations there is a need to consider the tradeoff between the conflicting goals of solution quality and solution time, since for many problems solving realistic-size instances to a tight tolerance is still beyond the capability of state-of-the-art solvers. However, by appropriately defining small instances, good primal solutions frequently can be found quickly.We explore this approach in this thesis by studying the design of algorithms that produce solutions to an integer program by solving restrictions of the problem via integer programming technology.We refer to this type of algorithm as IP-based search and present algorithms for network design problems of both real-world and academic interest.Along with algorithms that exploit the structure of the problem studied we also present a general integer programming algorithm that uses column generation to choose the restrictions to solve.