清晨好,您是今天最早来到科研通的研友!由于当前在线用户较少,发布求助请尽量完整地填写文献信息,科研通机器人24小时在线,伴您科研之路漫漫前行!

The multidepot vehicle routing problem with intelligent recycling prices and transportation resource sharing

车辆路径问题 粒子群优化 遗传算法 聚类分析 数学优化 资源(消歧) 布线(电子设计自动化) 趋同(经济学) 元启发式 计算机科学 计算机网络 经济 算法 人工智能 机器学习 数学 经济增长
作者
Yong Wang,Siyu Luo,Jianxin Fan,Lu Zhen
出处
期刊:Transportation Research Part E-logistics and Transportation Review [Elsevier BV]
卷期号:185: 103503-103503 被引量:40
标识
DOI:10.1016/j.tre.2024.103503
摘要

The increasing focus on environmental regulations and the economic advantages of recycling has spurred interest in the design of multidepot reverse logistics networks (MDRLNs). In these networks, the growing use of intelligent recycling bins (IRBs) has been beneficial for both product recycling and standardizing recycling product pricing. Furthermore, collaboration and resource sharing enhance the efficiency of resource utilization and recycling. This study proposes a multidepot vehicle routing problem with time windows that incorporates intelligent recycling prices (IRPs) and transportation resource sharing (MDVRPTW-IRPTRS). Initially, a linear function is developed to define the relationship between the volume of returned products and IRPs. Subsequently, the problem is expressed as a mathematical model aiming to minimize total operating costs and maximize total recycling profits. Additionally, a hybrid algorithm that combines a three-dimensional (3D) k-means clustering algorithm with a self-adapting genetic algorithm-particle swarm optimization (SGA-PSO) is devised to determine the optimal solution for MDVRPTW-IRPTRS. The 3D k-means clustering algorithm is utilized to categorize IRBs within an MDRLN. The SGA-PSO algorithm incorporates elite preservation and self-adaptive update mechanisms to enhance the solution quality and algorithm convergence. A transportation resource sharing (TRS) strategy is integrated into the SGA-PSO, facilitating the allocation of shared vehicles to alternative recycling routes. A comparative analysis of SGA-PSO against other algorithms, including a hybrid genetic algorithm, an improved particle swarm optimization algorithm, and a hybrid genetic algorithm with variable neighborhood search, demonstrates its superiority in solving the MDVRPTW-IRPTRS. The model and algorithm are applied in a real-world case study in Chongqing, China, and the study discusses the optimized results under varying TRS strategies and IRP schemes, contributing to the development of an efficient and synergistic urban reverse logistics network. Moreover, the superior performance of the proposed approach is validated through the ablation experiments. This study offers valuable decision-making support for fostering an environmentally sustainable and resource-efficient city.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
PDF的下载单位、IP信息已删除 (2025-6-4)

科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
科研通AI2S应助幸福大白采纳,获得10
1秒前
李联洪应助幸福大白采纳,获得10
1秒前
酷波er应助幸福大白采纳,获得10
1秒前
siv完成签到,获得积分10
15秒前
33秒前
一盏壶完成签到,获得积分10
33秒前
digger2023完成签到 ,获得积分10
43秒前
significant发布了新的文献求助30
1分钟前
null应助科研通管家采纳,获得10
1分钟前
null应助科研通管家采纳,获得10
1分钟前
null应助科研通管家采纳,获得10
1分钟前
彭于晏应助邵人达采纳,获得10
1分钟前
完美世界应助2024dsb采纳,获得10
1分钟前
1分钟前
2分钟前
邵人达发布了新的文献求助10
2分钟前
2分钟前
2024dsb发布了新的文献求助10
3分钟前
2024dsb完成签到,获得积分10
3分钟前
null应助科研通管家采纳,获得10
3分钟前
科研通AI5应助科研通管家采纳,获得10
3分钟前
星辰大海应助Veson采纳,获得10
3分钟前
Cathy完成签到,获得积分10
4分钟前
JamesPei应助车耷采纳,获得10
4分钟前
4分钟前
Hello应助puutteita采纳,获得10
4分钟前
车耷发布了新的文献求助10
4分钟前
qyang完成签到 ,获得积分10
4分钟前
5分钟前
puutteita发布了新的文献求助10
5分钟前
科研通AI2S应助puutteita采纳,获得10
5分钟前
null应助科研通管家采纳,获得10
5分钟前
null应助科研通管家采纳,获得10
5分钟前
冷傲半邪完成签到,获得积分10
5分钟前
5分钟前
米歇尔发布了新的文献求助10
6分钟前
灿烂而孤独的八戒完成签到 ,获得积分0
6分钟前
6分钟前
JamesPei应助耕牛热采纳,获得10
6分钟前
两个榴莲完成签到,获得积分0
6分钟前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Manipulating the Mouse Embryo: A Laboratory Manual, Fourth Edition 1000
INQUIRY-BASED PEDAGOGY TO SUPPORT STEM LEARNING AND 21ST CENTURY SKILLS: PREPARING NEW TEACHERS TO IMPLEMENT PROJECT AND PROBLEM-BASED LEARNING 500
Founding Fathers The Shaping of America 500
Distinct Aggregation Behaviors and Rheological Responses of Two Terminally Functionalized Polyisoprenes with Different Quadruple Hydrogen Bonding Motifs 460
Writing to the Rhythm of Labor Cultural Politics of the Chinese Revolution, 1942–1976 300
Lightning Wires: The Telegraph and China's Technological Modernization, 1860-1890 250
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 生物化学 物理 纳米技术 计算机科学 内科学 化学工程 复合材料 物理化学 基因 催化作用 遗传学 冶金 电极 光电子学
热门帖子
关注 科研通微信公众号,转发送积分 4569362
求助须知:如何正确求助?哪些是违规求助? 3991503
关于积分的说明 12355889
捐赠科研通 3663771
什么是DOI,文献DOI怎么找? 2019065
邀请新用户注册赠送积分活动 1053532
科研通“疑难数据库(出版商)”最低求助积分说明 941100