Design of Agricultural Products Intelligent Transportation Logistics Freight Forecasting System Based on Large Data Analysis

被引:0
|
作者
Ai, Xiao-yan [1 ]
Zhang, Yong-heng [1 ]
机构
[1] Yulin Univ, Yulin 719000, Peoples R China
关键词
Big data analysis; Transport of agricultural products; Intelligent transportation; Logistics cargo flow; Cargo flow forecasting; Prediction system;
D O I
10.1007/978-3-030-36405-2_39
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The traditional forecasting system of agricultural products transportation logistics cargo flow relies too much on people's subjective experience in forecasting, and the forecasting results are not accurate enough. To solve this problem, based on the large data analysis, a new forecasting system of agricultural products transportation logistics cargo flow is studied. The hardware and software parts of the system are designed, the hardware of the system consists of five parts: data collector, data analyzer, matcher, processor and tracer. The internal composition of each construction is described accurately. The working process of software is information input, information analysis, information matching, information processing and information tracking. The software workflow diagram is given. The results of the system are validated by comparing with the traditional cargo volume prediction system. The experimental results show that the system has high intelligence and can accurately predict the volume of goods transported in a short time. It has important guiding significance for the development of agricultural products transportation.
引用
收藏
页码:392 / 400
页数:9
相关论文
共 50 条
  • [1] Design and Implementation of Big Data Forecasting System Based on Intelligent Transportation
    Lin, Qiang
    Kuang, Haibo
    Xilin, Zhang
    [J]. IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2024, 70 (01) : 1286 - 1293
  • [2] Research on the mechanism and efficiency of agricultural products logistics transportation based on big data
    Liu, Huiyi
    [J]. AGRONOMY JOURNAL, 2023, 115 (01) : 33 - 45
  • [3] Intelligent Transportation System Applications and Logistics Resources for Logistics Customer Service in Road Freight Transport Enterprises
    Kadlubek, Marta
    Thalassinos, Eleftherios
    Domagala, Joanna
    Grabowska, Sandra
    Saniuk, Sebastian
    [J]. ENERGIES, 2022, 15 (13)
  • [4] Intelligent Optimization of Green Logistics System For Agricultural Products based on the Database Resource Mining
    Zhang, Hong
    Shao, Changbo
    [J]. MECHATRONICS AND INTELLIGENT MATERIALS II, PTS 1-6, 2012, 490-495 : 2226 - 2230
  • [5] Logistics transportation route for agricultural products based on an improved ant colony algorithm
    Li Peijing
    [J]. AGRO FOOD INDUSTRY HI-TECH, 2017, 28 (01): : 1876 - 1880
  • [6] Design of intelligent transportation System based on Hadoop
    Hu, Jianfeng
    Yin, Jinghai
    Mu, Zhendong
    [J]. PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON EDUCATION, MANAGEMENT, INFORMATION AND MEDICINE (EMIM 2015), 2015, 8 : 516 - 520
  • [7] Intelligent Transportation Decision Analysis System Based on Big Data Mining
    Liao, Huichuan
    [J]. 2018 INTERNATIONAL CONFERENCE ON COMPUTER INFORMATION SCIENCE AND APPLICATION TECHNOLOGY, 2019, 1168
  • [8] The Design of Intelligent Logistics System Based on Internet of Things
    Xu, Jianguo
    [J]. PROCEEDINGS OF THE 2016 INTERNATIONAL CONFERENCE ON SENSOR NETWORK AND COMPUTER ENGINEERING, 2016, 68 : 554 - 557
  • [9] Design of Performance Evaluation System of Fresh Agricultural Products Logistics Distribution
    Kai, Zhang
    Hang, Yu
    [J]. MATERIAL SCIENCE, CIVIL ENGINEERING AND ARCHITECTURE SCIENCE, MECHANICAL ENGINEERING AND MANUFACTURING TECHNOLOGY II, 2014, 651-653 : 1699 - 1702
  • [10] Design and Development of Intelligent Logistics System Based on Semantic Web and Data Mining Technology
    Wang, Yi
    Ou, Haoyuan
    Bai, Xue
    [J]. 2017 INTERNATIONAL CONFERENCE ON COMPUTER NETWORK, ELECTRONIC AND AUTOMATION (ICCNEA), 2017, : 231 - 235