A Model of Oil Price Forecasting based on Autoregressive and Moving Average

被引:4
作者
Mo, Zhou [1 ]
Tao, Han [1 ]
机构
[1] PetroChina Int Iraq FZE, Beijing 100011, Peoples R China
来源
2016 INTERNATIONAL CONFERENCE ON ROBOTS & INTELLIGENT SYSTEM (ICRIS) | 2016年
关键词
Oil Price Forecasting; Autoregressive and Moving Average Model; accuracy; SWARM OPTIMIZATION ALGORITHM; PREDICTION; NETWORK; SOLUBILITY; POLYMERS;
D O I
10.1109/ICRIS.2016.4
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
This paper presents the basic principle and application of ARIMA model, and this model is used to analyze crude oil price time series and obtain the second order linear regression model. The model is used to predict the price of crude oil. On this basis, according to the residual error after fitting the existing nonlinear ARIMA model, the fitting residual error is analyzed by using the artificial neural network. Finally, through the combination of ARIMA and RBF neural network, the prediction of crude oil price series outside of the sample. The experimental results show that the combined model is better.
引用
收藏
页码:22 / 25
页数:4
相关论文
共 6 条
  • [1] Leder F, 2008, ENERG POLICY, V36, P2850, DOI 10.1016/j.enpol.2008.04.015
  • [2] Melt index prediction by adaptively aggregated RBF neural networks trained with novel ACO algorithm
    Li, Jiubao
    Liu, Xinggao
    Jiang, Huaqin
    Xiao, Yundu
    [J]. JOURNAL OF APPLIED POLYMER SCIENCE, 2012, 125 (02) : 943 - 951
  • [3] Prediction of gas solubility in polymers by back propagation artificial neural network based on self-adaptive particle swarm optimization algorithm and chaos theory
    Li, Mengshan
    Huang, Xingyuan
    Liu, Hesheng
    Liu, Bingxiang
    Wu, Yan
    Xiong, Aihua
    Dong, Tianwen
    [J]. FLUID PHASE EQUILIBRIA, 2013, 356 : 11 - 17
  • [4] Solubility prediction of gases in polymers using fuzzy neural network based on particle swarm optimization algorithm and clustering method
    Li, Mengshan
    Huang, Xingyuan
    Liu, Hesheng
    Liu, Bingxiang
    Wu, Yan
    Deng, Xiaozhen
    [J]. JOURNAL OF APPLIED POLYMER SCIENCE, 2013, 129 (06) : 3297 - 3303
  • [5] Hybrid system with genetic algorithm and artificial neural networks and its application to retail credit risk assessment
    Oreski, Stjepan
    Oreski, Dijana
    Oreski, Goran
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2012, 39 (16) : 12605 - 12617
  • [6] Memetic multiobjective particle swarm optimization-based radial basis function network for classification problems
    Qasem, Sultan Noman
    Shamsuddin, Siti Mariyam
    Hashim, Siti Zaiton Mohd
    Darus, Maslina
    Al-Shammari, Eiman
    [J]. INFORMATION SCIENCES, 2013, 239 : 165 - 190