Traffic Flow Prediction Using Neural Network

被引:0
作者
Jiber, Mouna [1 ]
Lamouik, Imad [1 ]
Ali, Yahyaouy [1 ]
Sabri, My Abdelouahed [1 ]
机构
[1] Univ Sidi Mohamed Ben Abdellah, Fac Sci Dhar El Mahraz Fez, Dept Comp Sci, Fes, Morocco
来源
2018 INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS AND COMPUTER VISION (ISCV2018) | 2018年
关键词
Traffic Flow; Prediction; neural network; deep learning;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Traffic flow management and analysis have become essential for both individuals to better manage and route their daily commutes, and for transportation planners to optimally schedule road infrastructure maintenance tasks. Therefor the ability to predict the nature of the traffic stream accurately is one of the most important requirements of traffic management systems. In this research, we will propose an intelligent method to predict traffic flow based on real data for the years 2016 and 2017 provided by the Moroccan center for road studies and research. The proposed solution focuses on training a neural network model to estimate future traffic flow on an hourly basis. Results determined by the simulation gave a good prediction to the traffic data.
引用
收藏
页数:4
相关论文
共 18 条
  • [1] [Anonymous], 2015, INT J DATABASE THEOR
  • [2] Bishop Christopher M, 2016, Pattern recognition and machine learning
  • [3] INTELLIGENT TRANSPORTATION SYSTEMS
    Dimitrakopoulos, George
    Demestichas, Panagiotis
    [J]. IEEE VEHICULAR TECHNOLOGY MAGAZINE, 2010, 5 (01): : 77 - 84
  • [4] Intelligent transportation systems
    Joseph, Anthony D.
    [J]. IEEE PERVASIVE COMPUTING, 2006, 5 (04) : 63 - 67
  • [5] Kingma D. P., P 3 INT C LEARN REPR
  • [6] Short term traffic flow prediction for a non urban highway using Artificial Neural Network
    Kumar, Kranti
    Parida, M.
    Katiyar, V. K.
    [J]. 2ND CONFERENCE OF TRANSPORTATION RESEARCH GROUP OF INDIA (2ND CTRG), 2013, 104 : 755 - 764
  • [7] Short-term traffic flow prediction using seasonal ARIMA model with limited input data
    Kumar, S. Vasantha
    Vanajakshi, Lelitha
    [J]. EUROPEAN TRANSPORT RESEARCH REVIEW, 2015, 7 (03)
  • [8] Chaotic Time Series Analysis
    Liu, Zonghua
    [J]. MATHEMATICAL PROBLEMS IN ENGINEERING, 2010, 2010
  • [9] Mohamed S. A., 1979, ANAL FREEWAY TRAFFIC, V773, P1
  • [10] Olgac A Vehbi, 2011, PERFORMANCE ANAL VAR, V1, P111