Analysis of Mathematical Formulations of Capacitated Vehicle Routing Problem and Methods for their Solution
Vehicle Routing Problem (VRP) is one of the most widely known questions in a class of combinatorial optimization problems. It is concerned with the optimal design of routes to be used by a fleet of vehicles to serve a set of customers. In this study we analyze Capacitated Vehicle Routing Problem (CV...
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Ivannikov Institute for System Programming of the Russian Academy of Sciences
2018-10-01
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doaj-23953aa7f5dd42cc9b012875d26994702020-11-25T02:17:53Zeng Ivannikov Institute for System Programming of the Russian Academy of SciencesТруды Института системного программирования РАН2079-81562220-64262018-10-0130323325010.15514/ISPRAS-2018-30(3)-17533Analysis of Mathematical Formulations of Capacitated Vehicle Routing Problem and Methods for their SolutionE. . Beresneva0S. . Avdoshin1Департамент программной инженерии, Национальный исследовательский университет “Высшая школа экономики”Департамент программной инженерии, Национальный исследовательский университет “Высшая школа экономики”Vehicle Routing Problem (VRP) is one of the most widely known questions in a class of combinatorial optimization problems. It is concerned with the optimal design of routes to be used by a fleet of vehicles to serve a set of customers. In this study we analyze Capacitated Vehicle Routing Problem (CVRP) - a subcase of VRP, where the vehicles have a limited capacity. CVRP is mostly aimed at savings in the global transportation costs. The problem is NP-hard, therefore heuristic algorithms which provide near-optimal polynomial-time solutions will be considered instead of the exact ones. The aim of this article is to make a survey on mathematical formulations of CVRP and on methods for solving each type of this problem. The first part presents a general information about the problem and restrictions of this work. In the second part, the classical mathematical formulations of CVRP are described. In the third part, a classification of most popular subcases of CVRP is given, including description of additional constraints with their math formulations. This section also includes most perspective methods that can be applied for solving special types of CVRP. The forth part contains an important note about the most powerful algorithm LKH-3. Finally, the fourth part consists of table with solving techniques for each subproblem and of scheme with basic problems of the CVRP class and their interconnections.https://ispranproceedings.elpub.ru/jour/article/view/533задача маршрутизации с ограничением по грузоподъемностиматематическая постановкаметаэвристикиклассификация задач маршрутизации |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
E. . Beresneva S. . Avdoshin |
spellingShingle |
E. . Beresneva S. . Avdoshin Analysis of Mathematical Formulations of Capacitated Vehicle Routing Problem and Methods for their Solution Труды Института системного программирования РАН задача маршрутизации с ограничением по грузоподъемности математическая постановка метаэвристики классификация задач маршрутизации |
author_facet |
E. . Beresneva S. . Avdoshin |
author_sort |
E. . Beresneva |
title |
Analysis of Mathematical Formulations of Capacitated Vehicle Routing Problem and Methods for their Solution |
title_short |
Analysis of Mathematical Formulations of Capacitated Vehicle Routing Problem and Methods for their Solution |
title_full |
Analysis of Mathematical Formulations of Capacitated Vehicle Routing Problem and Methods for their Solution |
title_fullStr |
Analysis of Mathematical Formulations of Capacitated Vehicle Routing Problem and Methods for their Solution |
title_full_unstemmed |
Analysis of Mathematical Formulations of Capacitated Vehicle Routing Problem and Methods for their Solution |
title_sort |
analysis of mathematical formulations of capacitated vehicle routing problem and methods for their solution |
publisher |
Ivannikov Institute for System Programming of the Russian Academy of Sciences |
series |
Труды Института системного программирования РАН |
issn |
2079-8156 2220-6426 |
publishDate |
2018-10-01 |
description |
Vehicle Routing Problem (VRP) is one of the most widely known questions in a class of combinatorial optimization problems. It is concerned with the optimal design of routes to be used by a fleet of vehicles to serve a set of customers. In this study we analyze Capacitated Vehicle Routing Problem (CVRP) - a subcase of VRP, where the vehicles have a limited capacity. CVRP is mostly aimed at savings in the global transportation costs. The problem is NP-hard, therefore heuristic algorithms which provide near-optimal polynomial-time solutions will be considered instead of the exact ones. The aim of this article is to make a survey on mathematical formulations of CVRP and on methods for solving each type of this problem. The first part presents a general information about the problem and restrictions of this work. In the second part, the classical mathematical formulations of CVRP are described. In the third part, a classification of most popular subcases of CVRP is given, including description of additional constraints with their math formulations. This section also includes most perspective methods that can be applied for solving special types of CVRP. The forth part contains an important note about the most powerful algorithm LKH-3. Finally, the fourth part consists of table with solving techniques for each subproblem and of scheme with basic problems of the CVRP class and their interconnections. |
topic |
задача маршрутизации с ограничением по грузоподъемности математическая постановка метаэвристики классификация задач маршрутизации |
url |
https://ispranproceedings.elpub.ru/jour/article/view/533 |
work_keys_str_mv |
AT eberesneva analysisofmathematicalformulationsofcapacitatedvehicleroutingproblemandmethodsfortheirsolution AT savdoshin analysisofmathematicalformulationsofcapacitatedvehicleroutingproblemandmethodsfortheirsolution |
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