{"title":"异构生产周期下确定性无能力批量问题的多项式时间算法","authors":"Tan Yu, Xiang Zhong, Yongpei Guan","doi":"10.1016/j.orl.2025.107304","DOIUrl":null,"url":null,"abstract":"<div><div>In this study, we explore a unique deterministic uncapacitated lot-sizing problem with two products of distinct quality and production cycles. Either product can fulfill the demand, necessitating concurrent inventory tracking, and adding model complexity. We target cost reduction and maintain an average quality level by optimizing ordering strategies. Incorporating multiple ordering properties into backward dynamic programming and the shortest path algorithm, we demonstrate finite value space enumeration and present an optimal algorithm with <span><math><mi>O</mi><mo>(</mo><msup><mrow><mi>N</mi></mrow><mrow><mn>4</mn></mrow></msup><mo>)</mo></math></span> complexity, where <em>N</em> denotes the number of planning horizon periods. The code is available at <span><span>Github</span><svg><path></path></svg></span>.</div></div>","PeriodicalId":54682,"journal":{"name":"Operations Research Letters","volume":"61 ","pages":"Article 107304"},"PeriodicalIF":0.8000,"publicationDate":"2025-05-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Polynomial-time algorithms for deterministic uncapacitated lot-sizing problem with heterogeneous production cycles\",\"authors\":\"Tan Yu, Xiang Zhong, Yongpei Guan\",\"doi\":\"10.1016/j.orl.2025.107304\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>In this study, we explore a unique deterministic uncapacitated lot-sizing problem with two products of distinct quality and production cycles. Either product can fulfill the demand, necessitating concurrent inventory tracking, and adding model complexity. We target cost reduction and maintain an average quality level by optimizing ordering strategies. Incorporating multiple ordering properties into backward dynamic programming and the shortest path algorithm, we demonstrate finite value space enumeration and present an optimal algorithm with <span><math><mi>O</mi><mo>(</mo><msup><mrow><mi>N</mi></mrow><mrow><mn>4</mn></mrow></msup><mo>)</mo></math></span> complexity, where <em>N</em> denotes the number of planning horizon periods. The code is available at <span><span>Github</span><svg><path></path></svg></span>.</div></div>\",\"PeriodicalId\":54682,\"journal\":{\"name\":\"Operations Research Letters\",\"volume\":\"61 \",\"pages\":\"Article 107304\"},\"PeriodicalIF\":0.8000,\"publicationDate\":\"2025-05-15\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Operations Research Letters\",\"FirstCategoryId\":\"91\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0167637725000653\",\"RegionNum\":4,\"RegionCategory\":\"管理学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q4\",\"JCRName\":\"OPERATIONS RESEARCH & MANAGEMENT SCIENCE\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Operations Research Letters","FirstCategoryId":"91","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0167637725000653","RegionNum":4,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"OPERATIONS RESEARCH & MANAGEMENT SCIENCE","Score":null,"Total":0}
Polynomial-time algorithms for deterministic uncapacitated lot-sizing problem with heterogeneous production cycles
In this study, we explore a unique deterministic uncapacitated lot-sizing problem with two products of distinct quality and production cycles. Either product can fulfill the demand, necessitating concurrent inventory tracking, and adding model complexity. We target cost reduction and maintain an average quality level by optimizing ordering strategies. Incorporating multiple ordering properties into backward dynamic programming and the shortest path algorithm, we demonstrate finite value space enumeration and present an optimal algorithm with complexity, where N denotes the number of planning horizon periods. The code is available at Github.
期刊介绍:
Operations Research Letters is committed to the rapid review and fast publication of short articles on all aspects of operations research and analytics. Apart from a limitation to eight journal pages, quality, originality, relevance and clarity are the only criteria for selecting the papers to be published. ORL covers the broad field of optimization, stochastic models and game theory. Specific areas of interest include networks, routing, location, queueing, scheduling, inventory, reliability, and financial engineering. We wish to explore interfaces with other fields such as life sciences and health care, artificial intelligence and machine learning, energy distribution, and computational social sciences and humanities. Our traditional strength is in methodology, including theory, modelling, algorithms and computational studies. We also welcome novel applications and concise literature reviews.