Combined Throughput Prediction of Fujian Coastal Ports based on Grey Model and Markov Chain

被引:0
|
作者
Wang, Yu [1 ]
Wang, Zhiming [1 ]
机构
[1] Shanghai Maritime Univ, Shanghai, Peoples R China
关键词
Markov chain; Grey model; port throughput forecasting results; Grey Markov chain;
D O I
暂无
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
The rationality and reliability of port throughput forecasting results directly affect the rational arrangement of port resources, which is of great significance to the formulation of future port development strategy. This paper collects decades of historical data of Fujian coastal ports, combines the Grey model GM (1,1) prediction with Markov chain, uses Markov chain to reflect the randomness of variable fluctuations, corrects the predicted value, and forecasts the port cargo throughput from 2015 to 2016. The results show that the average absolute error of the Grey model modified by Markov process decreases from 5.4% to 0.04%. Through comparison, we can find that the result of Grey Markov chain is more accurate than that of single grey prediction.
引用
收藏
页码:97 / 104
页数:8
相关论文
共 50 条
  • [1] Prediction of logistics volume based on grey model and Markov chain
    Liu Xian-feng
    Wu Juan
    Li Qin-zhen
    Yang Hui-jun
    [J]. 2012 WORLD AUTOMATION CONGRESS (WAC), 2012,
  • [2] Application of Grey-Markov Model in Predicting Container Throughput of Fujian Province
    Chen Caiping
    Liu Qiaojing
    Zheng Pan
    [J]. MATERIALS, TRANSPORTATION AND ENVIRONMENTAL ENGINEERING, PTS 1 AND 2, 2013, 779-780 : 720 - 723
  • [3] Predicting Model of Container Throughput of Fujian Province Based on Grey Model
    Li FuXing
    Liu QiaoJing
    Chen CaiPing
    [J]. FRONTIERS OF MANUFACTURING SCIENCE AND MEASURING TECHNOLOGY III, PTS 1-3, 2013, 401 : 2179 - 2182
  • [4] E-commerce growth prediction model based on grey Markov chain
    Wang, Pengfei
    Yu, Shuaijing
    [J]. International Journal of Electronic Business, 2024, 19 (04) : 362 - 379
  • [5] Building a prediction model of solar power generation based on improved Grey Markov Chain
    Cui, Chongyu
    Li, Zhaoxia
    Zhang, Junjie
    [J]. INTERNATIONAL JOURNAL OF GLOBAL ENERGY ISSUES, 2022, 44 (2-3) : 139 - 149
  • [6] Inflation Prediction for China based on the Grey Markov Model
    Chen, Xiaoyan
    Jiang, Keshen
    Liu, Yong
    Su, Zhiguo
    [J]. PROCEEDINGS OF 2015 IEEE INTERNATIONAL CONFERENCE ON GREY SYSTEMS AND INTELLIGENT SERVICES (GSIS), 2015, : 301 - 306
  • [7] Application of grey-Markov chain model in software reliability prediction
    Jabeen, Gul
    Yang, Xi
    Luo, Ping
    Rahim, Sabit
    [J]. Journal of Computers (Taiwan), 2019, 30 (03) : 14 - 27
  • [8] Grey Markov chain and its application in drift prediction model of FOGs
    Fan Chunling 1
    2. College of Automation and Electric Engineering
    [J]. Journal of Systems Engineering and Electronics, 2005, (02) : 388 - 393
  • [9] Prediction of Precipitation Based on Sliding Grey Theory and Weighted Markov Chain
    Gui, Yiqi
    Choi, Hwangkyu
    [J]. 2018 4TH INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE & COMMUNICATION TECHNOLOGY (CICT), 2018,
  • [10] Coal Mine Accident Prediction with the Model Coupling Grey Theory and Markov Chain
    Dong Sihui
    [J]. PROGRESS IN SAFETY SCIENCE AND TECHNOLOGY, VOL. VIII, PTS A AND B, 2010, 8 : 29 - 34