dc.contributor.advisor | Sir, Mustafa Yasar | eng |
dc.contributor.author | Jo, Jihyun | eng |
dc.date.issued | 2010 | eng |
dc.date.submitted | 2010 Summer | eng |
dc.description | "DEC 2010." | eng |
dc.description | "A Thesis presented to the Faculty of the Graduate School at the University of Missouri--Columbia In Partial Fulfillment of the Requirements for the Degree Master of Science." | eng |
dc.description | Thesis supervisor: Dr. Mustafa Sir. | eng |
dc.description.abstract | In this thesis, we develop routing models and algorithms in a high threat environment. Although routing problems have been studied extensively in many other contexts, they are usually designed for only one objective: minimizing total cost (distance). However, many other factors, such as risk and path diversification, must be taken into account while routing in a high threat environment. In this thesis, we consider two approaches to solve the routing problem in a high threat environment. In the first approach, we use a multi-objective integer programming to find best routes for troops from bases to target area given a transportation network. Objective functions we consider include minimizing total distance, total risk, and maximum flow on a given transportation arc. The main contribution of the first approach is quantification of risk given static locations of potential improvised explosive device attacks. In the second approach, we develop a Markov decision model to dynamically route a troop in a dynamically changing hostile environment. We solve it optimally for a small problem instance using value iteration algorithm. For larger instances, we introduce a novel approximation scheme for the underlying dynamic program. Numerical experiments show that our approximation gives near optimal routing policies efficiently. | eng |
dc.description.bibref | Includes bibliographical references (pages 78-80). | eng |
dc.format.extent | 1 online resource (vii, 132 pages) : color illustrations, map | eng |
dc.identifier.oclc | 900608736 | eng |
dc.identifier.uri | https://hdl.handle.net/10355/44854 | |
dc.language | English | eng |
dc.publisher | University of Missouri--Columbia | eng |
dc.rights | OpenAccess. | eng |
dc.rights.license | This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivs 3.0 License. | |
dc.subject | Industrial Engineering | eng |
dc.title | Optimal routing in a high threat environment : models and algorithms | eng |
dc.type | Thesis | eng |
thesis.degree.discipline | Industrial and manufacturing systems engineering (MU) | eng |
thesis.degree.grantor | University of Missouri--Columbia | eng |
thesis.degree.level | Masters | eng |
thesis.degree.name | M.S. | eng |