Multi-Objective Optimization Method of Industrial Workshop Layout from the Perspective of Low Carbon

被引:6
作者
Li, Rui [1 ]
Chen, Yali [1 ]
Song, Jinzhao [2 ]
Li, Ming [3 ]
Yu, Yu [1 ]
机构
[1] Xian Univ Architecture & Technol, Sch Civil Engn, Xian 710055, Peoples R China
[2] Xian Univ Architecture & Technol, Sch Management, Xian 710055, Peoples R China
[3] China Architecture Design & Res Grp Co Ltd, Beijing 100044, Peoples R China
关键词
workshop layout; multi-objective optimization; enhanced NSGA-II algorithm; systematic layout planning; HEURISTIC APPROACH; ALGORITHM;
D O I
10.3390/su151612275
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
A crucial measure to accelerate the low-carbon transformation of enterprises in the industrial sector involves stringent control over carbon emissions attributed to logistics and transportation activities. In this study, a multi-objective workshop layout optimization model is developed, aiming to minimize logistics cost per unit area and carbon emissions, and maximize the non-logistics relationship. The objective is to mitigate avoidable transportation-related carbon emissions during enterprise operations, while facilitating the co-development of the enterprise's economy and environment. The model is solved utilizing an enhanced NSGA-II algorithm, with the initial solution set optimized through a combination of system layout design method, dynamic adaptive crossover, and variation strategies. Additionally, the distribution function is introduced to enhance the elite retention strategy and boost the algorithm's search rate. By using an actual case study, the usefulness of the enhanced algorithm is demonstrated, and the plant's initial low-carbon layout is realized in order to advance the enterprises' sustainable growth.
引用
收藏
页数:23
相关论文
共 50 条
  • [1] Multi-objective particle swarm optimization for multi-workshop facility layout problem
    Guan, Chao
    Zhang, Zeqiang
    Liu, Silu
    Gong, Juhua
    JOURNAL OF MANUFACTURING SYSTEMS, 2019, 53 : 32 - 48
  • [2] A multi-objective optimization method for industrial park layout design: The trade-off between economy and safety
    Wang, Ruiqi
    Wang, Yufei
    Gundersen, Truls
    Wu, Yan
    Feng, Xiao
    Liu, Mengxi
    CHEMICAL ENGINEERING SCIENCE, 2021, 235
  • [3] Multi-objective layout optimization for an orbital propellant depot
    Xu, Zhi-Zheng
    Jiang, Feng
    Zhong, Chong-Quan
    Gou, Yong-Jie
    Teng, Hong-Fei
    STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION, 2020, 61 (01) : 207 - 223
  • [4] Study on the multi-objective optimization method of trimaran outrigger layout
    Wang, S. M.
    Duan, W. Y.
    SHIPS AND OFFSHORE STRUCTURES, 2022, 17 (07) : 1646 - 1652
  • [5] Multi-objective network structure optimization method based on waypoint layout
    Zheng Y.
    Wang Y.
    Li C.
    Qi Y.
    Li Z.
    Beijing Hangkong Hangtian Daxue Xuebao/Journal of Beijing University of Aeronautics and Astronautics, 2019, 45 (01): : 1 - 9
  • [6] Multi-objective optimization of layout with functional constraints
    Xiaoxiao Song
    Emilie Poirson
    Yannick Ravaut
    Fouad Bennis
    Optimization and Engineering, 2023, 24 : 1849 - 1882
  • [7] Multi-objective optimization of layout with functional constraints
    Song, Xiaoxiao
    Poirson, Emilie
    Ravaut, Yannick
    Bennis, Fouad
    OPTIMIZATION AND ENGINEERING, 2023, 24 (03) : 1849 - 1882
  • [8] Low-carbon regulation method for greenhouse light environment based on multi-objective optimization
    Niu, Yuanyi
    Han, Yuxiao
    Li, Yida
    Zhang, Man
    Li, Han
    EXPERT SYSTEMS WITH APPLICATIONS, 2024, 252
  • [9] A Memetic Algorithm for multi-objective fixture layout optimization
    Bai, Xue
    Hu, Fei
    He, Gaiyun
    Ding, Bohui
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART C-JOURNAL OF MECHANICAL ENGINEERING SCIENCE, 2015, 229 (16) : 3047 - 3058
  • [10] Optimization of Multi-Objective Unequal Area Facility Layout
    Tang, Hongtao
    Ren, Senli
    Jiang, Weiguang
    Chen, Qingfeng
    IEEE ACCESS, 2022, 10 : 38870 - 38884