Logistics Transportation Route Optimization Algorithm Based on Big Data Analysis

被引:0
|
作者
Meng, Yuqin [1 ]
机构
[1] Chongqing Ind Polytech Coll, Coll Econ & Management, Chongqing 401120, Peoples R China
关键词
Logistics; Transportation; Route Optimization; Algorithm; Big Data Analysis; Supply Chain; Efficiency;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In the rapidly evolving landscape of logistics operations, the optimization of transportation routes stands as a pivotal factor in achieving enhanced efficiency and cost-effectiveness. This paper presents a comprehensive examination of a Logistics Transportation Route Optimization Algorithm grounded in Big Data Analysis. Harnessing the vast reservoir of data generated by modern transportation systems, this algorithm endeavors to revolutionize traditional route planning methodologies by leveraging advanced analytics techniques. The algorithm initiates its process by meticulously collecting diverse datasets ranging from GPS coordinates and traffic reports to historical transportation patterns and real-time demand forecasts. Through rigorous processing and analysis of this data, intricate patterns and insights are unearthed, forming the basis for route optimization strategies. These strategies are meticulously crafted to minimize transportation costs, mitigate travel time, and navigate through dynamic environmental factors such as traffic congestion and weather fluctuations. Key to the algorithm's efficacy is its adaptability in response to real-time changes. By continuously monitoring external variables such as traffic updates and delivery deadlines, the algorithm dynamically adjusts routes, ensuring optimal efficiency even amidst unforeseen disruptions. Integration with existing logistics systems further enhances operational seamlessness, facilitating the seamless execution of optimized routes. The adoption of this algorithm yields multifaceted benefits for logistics operations. Notably, it drives significant cost reductions through optimized resource allocation, while simultaneously bolstering operational efficiency and customer satisfaction. Furthermore, by curbing fuel consumption and emissions, it aligns with sustainability imperatives, positioning organizations as responsible stewards of the environment.
引用
收藏
页码:575 / 581
页数:7
相关论文
共 50 条
  • [31] Research on Cold Chain Logistics Distribution Route Based on Ant Colony Optimization Algorithm
    Xiong, Haiou
    DISCRETE DYNAMICS IN NATURE AND SOCIETY, 2021, 2021
  • [32] A logistics distribution route optimization model based on hybrid intelligent algorithm and its application
    Gan, Quan
    ANNALS OF OPERATIONS RESEARCH, 2022,
  • [33] Research of distribution route optimization based on adaptive ant colony algorithm cloud logistics
    Chen, Zhigao
    PROCEEDINGS OF THE 2015 INTERNATIONAL INDUSTRIAL INFORMATICS AND COMPUTER ENGINEERING CONFERENCE, 2015, : 423 - 426
  • [34] Optimization route of food logistics distribution based on genetic and graph cluster scheme algorithm
    Yiwu Industrial and Commercial College, Yiwu, China
    Adv. J. Food Sci. Technol., 5 (359-362):
  • [35] The Optimization of Logistics Distribution Route Based on Dijkstra's Algorithm and C-W Savings Algorithm
    Ding, Dan
    Zou, Xin
    PROCEEDINGS OF THE 2016 6TH INTERNATIONAL CONFERENCE ON MACHINERY, MATERIALS, ENVIRONMENT, BIOTECHNOLOGY AND COMPUTER (MMEBC), 2016, 88 : 956 - 965
  • [36] Genetic Algorithm for Logistics-Route Optimization in Urban Area
    Uddin, Nur
    Hermawan, Hendi
    Rachmawati, Nur Layli
    Tannady, Hendy
    2022 IEEE WORLD AI IOT CONGRESS (AIIOT), 2022, : 71 - 76
  • [37] Visualizing Transportation Routes for Data Analysis in Logistics
    Buono, Paolo
    DMS 2016: THE 22ND INTERNATIONAL CONFERENCE ON DISTRIBUTED MULTIMEDIA SYSTEMS, 2016, : 210 - 215
  • [38] A Route Prediction Method of Logistics Distribution Based on Historical Data Analysis
    Xie, Ying
    Obaidat, Mohammad S.
    Gao, Xing
    Ning, Xinran
    Li, Xiong
    HUMAN-CENTRIC COMPUTING AND INFORMATION SCIENCES, 2024, 14
  • [39] Enterprise Supply Chain Optimization Algorithm Based on Big Data
    Li W.
    Li C.
    Zhang D.
    Guo D.
    Computer-Aided Design and Applications, 2024, 21 (S21): : 116 - 133
  • [40] The whole process route planning algorithm based on AIS spatio-temporal big data analysis
    Sha, Hongjie
    Han, Zhen
    Zhu, Lian
    SHIPS AND OFFSHORE STRUCTURES, 2024,