Ammunition Scheduling Method in Airborne Weapon Depot Based on Improved Genetic Algorithm
The scheduling of the carrier-based aircraft weapon involves many resources and is subject to many constraints. The design of the scheduling scheme belongs to a type of typical NP-Hard problem. In this paper, genetic algorithm is selected as the optimization algorithm, and a two-layer real-value cod...
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| Published in | Journal of physics. Conference series Vol. 1948; no. 1; pp. 12050 - 12055 |
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| Main Authors | , |
| Format | Journal Article |
| Language | English |
| Published |
Bristol
IOP Publishing
01.06.2021
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| Subjects | |
| Online Access | Get full text |
| ISSN | 1742-6588 1742-6596 1742-6596 |
| DOI | 10.1088/1742-6596/1948/1/012050 |
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| Abstract | The scheduling of the carrier-based aircraft weapon involves many resources and is subject to many constraints. The design of the scheduling scheme belongs to a type of typical NP-Hard problem. In this paper, genetic algorithm is selected as the optimization algorithm, and a two-layer real-value coding method is designed, and the selection, cross, and mutation operations of the algorithm are improved by using the elite strategy and other methods. The improved algorithm was used to simulate the established mathematical model to verify the effectiveness and superiority of the improved algorithm. |
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| AbstractList | The scheduling of the carrier-based aircraft weapon involves many resources and is subject to many constraints. The design of the scheduling scheme belongs to a type of typical NP-Hard problem. In this paper, genetic algorithm is selected as the optimization algorithm, and a two-layer real-value coding method is designed, and the selection, cross, and mutation operations of the algorithm are improved by using the elite strategy and other methods. The improved algorithm was used to simulate the established mathematical model to verify the effectiveness and superiority of the improved algorithm. |
| Author | Liu, Min Li, Guanfeng |
| Author_xml | – sequence: 1 givenname: Min surname: Liu fullname: Liu, Min organization: 713th Research Institute of China Shipbuilding Industry Corporation , , Henan China – sequence: 2 givenname: Guanfeng surname: Li fullname: Li, Guanfeng organization: 713th Research Institute of China Shipbuilding Industry Corporation , , Henan China |
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| Copyright | Published under licence by IOP Publishing Ltd 2021. This work is published under http://creativecommons.org/licenses/by/3.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. |
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| DOI | 10.1088/1742-6596/1948/1/012050 |
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| References | Yuansheng (JPCS_1948_1_012050bib5) 2016 Kudorá (JPCS_1948_1_012050bib4) 2007 Lijun (JPCS_1948_1_012050bib6) 2015; 02 Ao (JPCS_1948_1_012050bib1) 2017; 37 Dunwei (JPCS_1948_1_012050bib3) 2002 Ruiyu (JPCS_1948_1_012050bib7) 2020; 41 Caiyun (JPCS_1948_1_012050bib2) 2018 |
| References_xml | – year: 2018 ident: JPCS_1948_1_012050bib2 – volume: 37 start-page: 49 year: 2017 ident: JPCS_1948_1_012050bib1 article-title: Research Progress of Shipbome Aircraft Support Operation Scheduling [J] publication-title: System Eng Theor Prac – start-page: 81 year: 2002 ident: JPCS_1948_1_012050bib3 – year: 2016 ident: JPCS_1948_1_012050bib5 – start-page: 138 year: 2007 ident: JPCS_1948_1_012050bib4 – volume: 02 start-page: 30 year: 2015 ident: JPCS_1948_1_012050bib6 article-title: Research on Dynamic Scheduling of Flexible Job Shop Based on Rolling Time Domain Optimization Strategy [J] publication-title: Modern Manufacturing Engineering – volume: 41 start-page: 1375 year: 2020 ident: JPCS_1948_1_012050bib7 article-title: Gene clustering algorithm based on double-elite genetic strategy [J] publication-title: Journal of Chinese Mini-Micro Computer Systems |
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| SubjectTerms | Genetic algorithms Optimization Physics Scheduling Weapons |
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| Title | Ammunition Scheduling Method in Airborne Weapon Depot Based on Improved Genetic Algorithm |
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