A Novel Sequential Quadratic Programming Based Material Allocation Optimization Algorithm

Zheng Fan, Tong-Le Duan, Jin Wu
{"title":"A Novel Sequential Quadratic Programming Based Material Allocation Optimization Algorithm","authors":"Zheng Fan, Tong-Le Duan, Jin Wu","doi":"10.1109/ICSAI53574.2021.9664104","DOIUrl":null,"url":null,"abstract":"Material allocation is a nonlinear optimization problem. For this problem, a quadratic programming based material allocation optimization algorithm is proposed. In the proposed algorithm, firstly, the objective function of support effectiveness and its approximate model of quadratic programming are constructed with target importance and material requirements. Secondly, by using SQP (sequential quadratic programming), the proposed algorithm quickly converge to the optimal solution. For the initial allocation, selective rounding and iterative adjustment according to the material requirements is implemented, and then obtaining the final allocation. Simulation results show that through combing the target parameters and actual requirements constrains, the proposed algorithm can realize reasonable, balanced and fast allocation.","PeriodicalId":131284,"journal":{"name":"2021 7th International Conference on Systems and Informatics (ICSAI)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-11-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 7th International Conference on Systems and Informatics (ICSAI)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICSAI53574.2021.9664104","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

Material allocation is a nonlinear optimization problem. For this problem, a quadratic programming based material allocation optimization algorithm is proposed. In the proposed algorithm, firstly, the objective function of support effectiveness and its approximate model of quadratic programming are constructed with target importance and material requirements. Secondly, by using SQP (sequential quadratic programming), the proposed algorithm quickly converge to the optimal solution. For the initial allocation, selective rounding and iterative adjustment according to the material requirements is implemented, and then obtaining the final allocation. Simulation results show that through combing the target parameters and actual requirements constrains, the proposed algorithm can realize reasonable, balanced and fast allocation.
一种基于顺序二次规划的物料分配优化算法
物料分配是一个非线性优化问题。针对这一问题,提出了一种基于二次规划的物料分配优化算法。在该算法中,首先根据目标重要性和材料要求,构建了保障有效性目标函数及其二次规划近似模型;其次,利用序列二次规划(SQP)算法,快速收敛到最优解;对于初始分配,根据物料需求进行选择性舍入和迭代调整,从而得到最终分配。仿真结果表明,通过结合目标参数和实际需求约束,所提出的算法能够实现合理、均衡、快速的分配。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信