Tabu search with strategic oscillation for improving collection assignment plans of waste electric and electronic equipment
This paper studies a districting problem arising in the collection of waste of electrical and electronic equipment. Given a set of collection bins, where users return end‐of‐life electronic goods, located across a region or country, the design problem involves assigning these bins to the companies r...
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Veröffentlicht in: | International transactions in operational research 2023-03, Vol.30 (2), p.1002-1030 |
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creator | Ríos‐Mercado, Roger Z. González‐Velarde, José Luis Maldonado‐Flores, Jabneel R. |
description | This paper studies a districting problem arising in the collection of waste of electrical and electronic equipment. Given a set of collection bins, where users return end‐of‐life electronic goods, located across a region or country, the design problem involves assigning these bins to the companies responsible for the collection at a later stage. This assignment must meet specific planning and legal requirements such as a fair household distribution according to each company's market share and a fair assignment based on the bin infrastructure quality. According to the current law, this assignment must be done in such a way to avoid, to the best possible extent, regional monopolies. This anti‐monopoly requirement is achieved by maximizing a dispersion function. A tabu search metaheuristic with an advanced feature of strategic oscillation is proposed for this NP$\mathcal {NP}$‐hard combinatorial optimization problem. The particular components are designed to exploit the mathematical structure of the problem entirely. Besides, a few upper bounding schemes are developed and tested. The empirical work shows the tabu search's effectiveness and its components over a broad set of instances from the literature. In particular, the strategic oscillation idea turned out to have a very positive impact. Overall, the proposed metaheuristic outperformed the best existing method for this problem. |
doi_str_mv | 10.1111/itor.12917 |
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Given a set of collection bins, where users return end‐of‐life electronic goods, located across a region or country, the design problem involves assigning these bins to the companies responsible for the collection at a later stage. This assignment must meet specific planning and legal requirements such as a fair household distribution according to each company's market share and a fair assignment based on the bin infrastructure quality. According to the current law, this assignment must be done in such a way to avoid, to the best possible extent, regional monopolies. This anti‐monopoly requirement is achieved by maximizing a dispersion function. A tabu search metaheuristic with an advanced feature of strategic oscillation is proposed for this NP$\mathcal {NP}$‐hard combinatorial optimization problem. The particular components are designed to exploit the mathematical structure of the problem entirely. Besides, a few upper bounding schemes are developed and tested. The empirical work shows the tabu search's effectiveness and its components over a broad set of instances from the literature. In particular, the strategic oscillation idea turned out to have a very positive impact. Overall, the proposed metaheuristic outperformed the best existing method for this problem.</description><identifier>ISSN: 0969-6016</identifier><identifier>EISSN: 1475-3995</identifier><identifier>DOI: 10.1111/itor.12917</identifier><language>eng</language><publisher>Oxford: Blackwell Publishing Ltd</publisher><subject>90B80 Discrete location and assignment ; 90C27 Combinatorial optimization ; 90C90 Applications of mathematical programming ; 90‐08 Computational methods ; Bins ; Combinatorial analysis ; Electronic equipment ; Garbage collection ; Heuristic methods ; Monopolies ; Operations research ; Optimization ; Tabu search</subject><ispartof>International transactions in operational research, 2023-03, Vol.30 (2), p.1002-1030</ispartof><rights>2020 The Authors. 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Given a set of collection bins, where users return end‐of‐life electronic goods, located across a region or country, the design problem involves assigning these bins to the companies responsible for the collection at a later stage. This assignment must meet specific planning and legal requirements such as a fair household distribution according to each company's market share and a fair assignment based on the bin infrastructure quality. According to the current law, this assignment must be done in such a way to avoid, to the best possible extent, regional monopolies. This anti‐monopoly requirement is achieved by maximizing a dispersion function. A tabu search metaheuristic with an advanced feature of strategic oscillation is proposed for this NP$\mathcal {NP}$‐hard combinatorial optimization problem. The particular components are designed to exploit the mathematical structure of the problem entirely. Besides, a few upper bounding schemes are developed and tested. The empirical work shows the tabu search's effectiveness and its components over a broad set of instances from the literature. In particular, the strategic oscillation idea turned out to have a very positive impact. 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Given a set of collection bins, where users return end‐of‐life electronic goods, located across a region or country, the design problem involves assigning these bins to the companies responsible for the collection at a later stage. This assignment must meet specific planning and legal requirements such as a fair household distribution according to each company's market share and a fair assignment based on the bin infrastructure quality. According to the current law, this assignment must be done in such a way to avoid, to the best possible extent, regional monopolies. This anti‐monopoly requirement is achieved by maximizing a dispersion function. A tabu search metaheuristic with an advanced feature of strategic oscillation is proposed for this NP$\mathcal {NP}$‐hard combinatorial optimization problem. The particular components are designed to exploit the mathematical structure of the problem entirely. Besides, a few upper bounding schemes are developed and tested. The empirical work shows the tabu search's effectiveness and its components over a broad set of instances from the literature. In particular, the strategic oscillation idea turned out to have a very positive impact. Overall, the proposed metaheuristic outperformed the best existing method for this problem.</abstract><cop>Oxford</cop><pub>Blackwell Publishing Ltd</pub><doi>10.1111/itor.12917</doi><tpages>29</tpages><orcidid>https://orcid.org/0000-0003-1053-5183</orcidid></addata></record> |
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subjects | 90B80 Discrete location and assignment 90C27 Combinatorial optimization 90C90 Applications of mathematical programming 90‐08 Computational methods Bins Combinatorial analysis Electronic equipment Garbage collection Heuristic methods Monopolies Operations research Optimization Tabu search |
title | Tabu search with strategic oscillation for improving collection assignment plans of waste electric and electronic equipment |
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