Markov modified exponential smoothing forecast of highway passenger volume

被引:0
|
作者
Zhao Xianwei [1 ]
机构
[1] Changan Univ, Automobile Coll, Xian 710064, Shaanxi, Peoples R China
关键词
Transportation planning; highway passenger volume; exponential Smoothing; three smoothness index;
D O I
10.4028/www.scientific.net/AMM.556-562.3714
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
To ensure the highway passenger transport policy and the allocation of scientific nature, the application of exponential smoothing method to analyze the highway passenger volume from 2000 to 2009, calculated once, twice and three times smoothness index and smoothing coefficient, and ultimately determine the three smoothing prediction model; according to the forecast model, and calculate the highway passenger volume in the region from 2010 to 2014, compared with the actual highway passenger volume, the relative error values respectively is 3.243% and 4.729%, and both less than 5%, which can meet the accuracy requirements for the statistical confidence of 95%, the model is more in line with the actual situation, higher effectiveness.
引用
收藏
页码:3714 / 3721
页数:8
相关论文
共 50 条
  • [1] Highway Passenger Traffic Volume Prediction of Cubic Exponential Smoothing Model Based on Grey System Theory
    Liu, Wenwen
    Qin, Yong
    Dong, Honghui
    Yang, Yanfang
    Tian, Zhao
    [J]. PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON SOFT COMPUTING IN INFORMATION COMMUNICATION TECHNOLOGY, 2014, : 186 - 190
  • [2] Forecast of Bus Passenger Traffic Based on Exponential Smoothing and Trend Moving Average Method
    Ge, Shengyang
    Zheng, Changjiang
    Hou, Maomao
    [J]. ADVANCES IN MECHATRONICS AND CONTROL ENGINEERING II, PTS 1-3, 2013, 433-435 : 1374 - 1378
  • [3] Design and Implementation of Logistics Park Freight Volume Forecast Based on Exponential Smoothing Method
    Zhang, Lifen
    [J]. INTERNATIONAL CONFERENCE ON SOCIAL SCIENCE, MANAGEMENT AND ECONOMICS (SSME 2015), 2015, : 102 - 107
  • [4] Comparison of forecast accuracy ofAtaand exponential smoothing
    Cetin, Beyza
    Yavuz, Idil
    [J]. JOURNAL OF APPLIED STATISTICS, 2021, 48 (13-15) : 2580 - 2590
  • [5] Modified simple exponential smoothing
    Yapar, Guckan
    [J]. HACETTEPE JOURNAL OF MATHEMATICS AND STATISTICS, 2018, 47 (03): : 741 - 754
  • [6] Random and Markov switching exponential smoothing models
    Tsionas, Mike G.
    [J]. TECHNOLOGICAL FORECASTING AND SOCIAL CHANGE, 2022, 174
  • [7] Exponential smoothing with covariates applied to electricity demand forecast
    Bermudez, Jose D.
    [J]. EUROPEAN JOURNAL OF INDUSTRIAL ENGINEERING, 2013, 7 (03) : 333 - 349
  • [8] Forecasting the Section Passenger Flow of the Subway Based on Exponential Smoothing
    Wang, Yanhui
    Jin, Jun
    Li, Man
    [J]. SUSTAINABLE DEVELOPMENT AND ENVIRONMENT II, PTS 1 AND 2, 2013, 409-410 : 1315 - +
  • [9] Exponential forgetting of smoothing distributions for pairwise Markov models
    Lember, Juri
    Sova, Joonas
    [J]. ELECTRONIC JOURNAL OF PROBABILITY, 2021, 26
  • [10] FORECAST OF RANDOM OSCILLATION PROCESSES BASED ON THE METHOD OF EXPONENTIAL SMOOTHING
    GORELIK, SI
    KAZARINOV, LS
    [J]. AUTOMATION AND REMOTE CONTROL, 1994, 55 (10) : 1413 - 1419