Locomotive assignment problem: integrating the strategic, tactical and operational level aspects
Over the past couple of centuries, with the increase in the significance of the railways to the economy, the complexity of the railway network and consequently the decision making involved and the number of problems faced has only increased. Among the host of problems in railways management, one of...
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Published in | Annals of operations research Vol. 315; no. 2; pp. 867 - 898 |
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Main Authors | , |
Format | Journal Article |
Language | English |
Published |
New York
Springer US
01.08.2022
Springer Springer Nature B.V |
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Abstract | Over the past couple of centuries, with the increase in the significance of the railways to the economy, the complexity of the railway network and consequently the decision making involved and the number of problems faced has only increased. Among the host of problems in railways management, one of the most important is the locomotive assignment problem (LAP). The LAP is as old as the railways itself. The objective of the LAP is to assign a fleet of locomotives at minimum cost to pre-scheduled trains subject to a host of constraints. Most of the models in literature either work on improving the efficiency of solving the LAP or attempt to solve the three levels of LAP separately. Our attempt in this paper is to arrive at a linear mathematical model that integrates the strategic, tactical and operational level aspects of the LAP. We also demonstrate that by the addition of a valid inequality, the lower bounds can be improved substantially resulting in a substantial reduction in solution times for the problem instances. Further, we develop a Dijkstra’s algorithm-based heuristic to test the problem instances and compare the solution times and quality of solutions. Finally, we develop a case based on Southern Zone of the Indian Railways and test the heuristic to solve the LAP for this zone. |
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AbstractList | Over the past couple of centuries, with the increase in the significance of the railways to the economy, the complexity of the railway network and consequently the decision making involved and the number of problems faced has only increased. Among the host of problems in railways management, one of the most important is the locomotive assignment problem (LAP). The LAP is as old as the railways itself. The objective of the LAP is to assign a fleet of locomotives at minimum cost to pre-scheduled trains subject to a host of constraints. Most of the models in literature either work on improving the efficiency of solving the LAP or attempt to solve the three levels of LAP separately. Our attempt in this paper is to arrive at a linear mathematical model that integrates the strategic, tactical and operational level aspects of the LAP. We also demonstrate that by the addition of a valid inequality, the lower bounds can be improved substantially resulting in a substantial reduction in solution times for the problem instances. Further, we develop a Dijkstra’s algorithm-based heuristic to test the problem instances and compare the solution times and quality of solutions. Finally, we develop a case based on Southern Zone of the Indian Railways and test the heuristic to solve the LAP for this zone. |
Audience | Academic |
Author | Premkumar, Prashant Ram Kumar, P. N. |
Author_xml | – sequence: 1 givenname: Prashant orcidid: 0000-0002-9410-178X surname: Premkumar fullname: Premkumar, Prashant email: ppknair24@gmail.com organization: Quantitative Methods and Operations Management, IIM Kozhikode – sequence: 2 givenname: P. N. surname: Ram Kumar fullname: Ram Kumar, P. N. organization: Quantitative Methods and Operations Management, IIM Kozhikode |
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Keywords | Lower bounds Routing Mixed integer programming Scheduling Locomotive assignment problem Dijkstra’s algorithm |
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SubjectTerms | Algorithms Analysis Assignment problem Business and Management Combinatorics Constraint modelling Decision making Heuristic Locomotives Lower bounds Management Methods Minimum cost Operations research Operations Research/Decision Theory Production management Rail transportation Railroads Railway networks Railways S.I. : Business Analytics and Operations Research Theory of Computation Trains |
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Title | Locomotive assignment problem: integrating the strategic, tactical and operational level aspects |
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