An internet-of-things-based production logistics optimisation method for discrete manufacturing

被引:35
|
作者
Huang, Shaohua [1 ]
Guo, Yu [1 ]
Zha, Shanshan [1 ]
Wang, Yicong [1 ]
机构
[1] Nanjing Univ Aeronaut & Astronaut, Coll Mech & Elect Engn, 29 Yudao St, Nanjing 210016, Jiangsu, Peoples R China
基金
中国国家自然科学基金;
关键词
Internet of things; production logistics; real-time data; dynamic optimisation; VEHICLE-ROUTING PROBLEM; ALGORITHM; MODEL;
D O I
10.1080/0951192X.2018.1550671
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Timely supply of production material is an important prerequisite for stable operation of discrete manufacturing systems. The difficulties of production logistics (PL) planning are increased due to the uncertainty and dynamicity in production environment. The Internet of things (IoT) provides a reliable solution for monitoring dynamic manufacturing process and obtaining real-time information. Under the uncertain manufacturing environment, this paper focusses on a PL optimisation method driven by real-time data. First, considering the uncertainty of material demands time caused by production fluctuation, the mathematical scheduling model with fuzzy time windows is established to minimise the distribution cost. Later, on the basis of the proposed two-stage operation and optimisation mechanism, an improved ant colony algorithm is designed, which introduces the factors of satisfaction degree and time windows width into state transfer rules and improves the dynamic adjustment strategy of pheromone. Finally, in a machining workshop, a case study is conducted based on the construction of real-time sensing and positioning manufacturing environment. Several numerical experiments are performed to verify the feasibility of the proposed method.
引用
收藏
页码:13 / 26
页数:14
相关论文
共 50 条
  • [41] Design of Database and Secure Communication Protocols for Internet-of-Things-based Smart Home System
    Adiono, Trio
    Marthensa, Revie
    Muttaqin, Rahmat
    Fuada, Syifaul
    Harimurti, Suksmandhira
    Adijarto, Waskita
    TENCON 2017 - 2017 IEEE REGION 10 CONFERENCE, 2017, : 1273 - 1278
  • [42] Smart Transportation in Developing Countries: An Internet-of-Things-Based Conceptual Framework for Traffic Control
    Farman, Haleem
    Khan, Zahid
    Jan, Bilal
    Boulila, Wadii
    Habib, Shabana
    Koubaa, Anis
    WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2022, 2022
  • [43] Design and Implementation of an Open-Source and Internet-of-Things-Based Health Monitoring System
    Ashraf, Sehrash
    Khattak, Shahnaz Parveen
    Iqbal, Mohammad Tariq
    JOURNAL OF LOW POWER ELECTRONICS AND APPLICATIONS, 2023, 13 (04)
  • [44] Intelligent Logistics and Distribution System Based on Internet of Things
    Feng, Liang
    PROCEEDINGS OF 2016 IEEE ADVANCED INFORMATION MANAGEMENT, COMMUNICATES, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (IMCEC 2016), 2016, : 228 - 231
  • [45] Research of Intelligent Logistics System Based on Internet of Things
    Zhou, Xian-cheng
    He, Cai-hong
    Liu, Li-mei
    2011 INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTATION AND INDUSTRIAL APPLICATION (ICIA2011), VOL III, 2011, : 299 - 302
  • [46] Intelligent Logistics Enterprise Management Based on the Internet of Things
    Li, Fang
    Li, Tao
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2022, 2022
  • [47] Research of Intelligent Logistics System Based on Internet of Things
    Zhou, Xian-cheng
    He, Cai-hong
    Liu, Li-mei
    2010 THE 3RD INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND INDUSTRIAL APPLICATION (PACIIA2010), VOL VIII, 2010, : 299 - 302
  • [48] The Design of Intelligent Logistics System Based on Internet of Things
    Xu, Jianguo
    PROCEEDINGS OF THE 2016 INTERNATIONAL CONFERENCE ON SENSOR NETWORK AND COMPUTER ENGINEERING, 2016, 68 : 554 - 557
  • [49] DroneTalk: An Internet-of-Things-Based Drone System for Last-Mile Drone Delivery
    Chen, Kuan-Wen
    Xie, Ming-Ru
    Chen, Yu-Min
    Chu, Ting-Tsan
    Lin, Yi-Bing
    IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2022, 23 (09) : 15204 - 15217
  • [50] A Supply Chain Information Pushing Method for Logistics Park Based on Internet of Things Technology
    Zhang, Zhongqiang
    MOBILE INFORMATION SYSTEMS, 2021, 2021