Optimization of Storage Location Assignment for Non-Traditional Layout Warehouses Based on the Firework Algorithm

仓库 计算机科学 过程(计算) 理论(学习稳定性) MATLAB语言 拣选订单 持续性 算法 数学优化 数学 生态学 生物 操作系统 机器学习 业务 营销
作者
Xuan Zhang,Tiantian Mo,Yougong Zhang
出处
期刊:Sustainability [Multidisciplinary Digital Publishing Institute]
卷期号:15 (13): 10242-10242 被引量:5
标识
DOI:10.3390/su151310242
摘要

With the development of logistics, sustainable warehousing has become increasingly important. To promote the warehousing efficiency, non-traditional layout warehouses and storage location assignments have been proposed separately. However, they are rarely combined. Taking inspiration from the advantages of non-traditional layout warehouses and storage location assignments, a storage location assignment optimization algorithm for non-traditional layout warehouses is proposed to further improve the efficiency and sustainability of warehousing. By reducing the picking distance and picking time, this algorithm further boosts the warehouse efficiency and sustainability, saving energy in the process and resulting in positive effects on the environment and the economy. In the process of establishing the model, taking the order-picking efficiency and shelf stability as optimizing objectives, a multi-objective optimization model is derived. Then, a storage location assignment optimization algorithm based on the firework algorithm is developed using adaptive strategies for explosion and selection to enhance the convergence rate and optimization performance of the algorithm. With this approach, the storage location assignment optimization for non-traditional layout warehouses can be handled well. Finally, a set of comparative simulations is carried out with MATLAB, and the results show various positive effects for sustainable warehouse management, such as a higher order-picking efficiency, better shelf stability, time and resource savings, and so on.

科研通智能强力驱动
Strongly Powered by AbleSci AI
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
yyyyy发布了新的文献求助10
刚刚
1秒前
1秒前
yzz12325发布了新的文献求助10
3秒前
1123完成签到 ,获得积分10
3秒前
4秒前
4秒前
科研狗发布了新的文献求助10
4秒前
叶俊发布了新的文献求助10
5秒前
5秒前
wyyj发布了新的文献求助10
6秒前
SciGPT应助123456采纳,获得10
6秒前
传统的衬衫完成签到 ,获得积分10
7秒前
江江发布了新的文献求助10
7秒前
Hello应助祁瓀采纳,获得10
7秒前
7秒前
Yh发布了新的文献求助30
8秒前
8秒前
外向钢铁侠完成签到,获得积分10
8秒前
9秒前
yxf发布了新的文献求助10
9秒前
蔡晓华完成签到,获得积分10
9秒前
王泰一发布了新的文献求助10
10秒前
10秒前
Theprisoners发布了新的文献求助10
11秒前
11秒前
彭于晏应助关G采纳,获得10
11秒前
化雪彼岸发布了新的文献求助10
12秒前
852应助fan采纳,获得10
12秒前
13秒前
甘特完成签到 ,获得积分10
13秒前
Ava应助苦哈哈采纳,获得10
15秒前
15秒前
AHND完成签到,获得积分10
15秒前
yyyyy完成签到,获得积分10
16秒前
16秒前
DDH应助王玉玺采纳,获得30
18秒前
xx应助march采纳,获得50
18秒前
XR完成签到,获得积分10
18秒前
饶天源给饶天源的求助进行了留言
18秒前
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
Les Mantodea de Guyane Insecta, Polyneoptera 2000
Leading Academic-Practice Partnerships in Nursing and Healthcare: A Paradigm for Change 800
基于非线性光纤环形镜的全保偏锁模激光器研究-上海科技大学 800
Pulse width control of a 3-phase inverter with non sinusoidal phase voltages 777
Signals, Systems, and Signal Processing 610
Research Methods for Business: A Skill Building Approach, 9th Edition 500
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 物理 内科学 复合材料 催化作用 物理化学 光电子学 电极 细胞生物学 基因 无机化学
热门帖子
关注 科研通微信公众号,转发送积分 6409486
求助须知:如何正确求助?哪些是违规求助? 8228649
关于积分的说明 17457835
捐赠科研通 5462365
什么是DOI,文献DOI怎么找? 2886352
邀请新用户注册赠送积分活动 1862749
关于科研通互助平台的介绍 1702238