Urban traffic flow forecasting through statistical and neural network bagging ensemble hybrid modeling

被引：169
|
作者：
Moretti, Fabio [1 ,2 ]
Pizzuti, Stefano [1 ,2 ]
Panzieri, Stefano [2 ]
Annunziato, Mauro [1 ]
机构：
[1] ENEA, Kista, Sweden
[2] Univ Roma Tre, Comp Sci & Automat Dept, Rome, Italy
来源：
NEUROCOMPUTING | 2015年 / 167卷
关键词：
Traffic flow forecasting; Ensembling; Bagging; Neural networks; PREDICTION;
D O I：
10.1016/j.neucom.2014.08.100
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
In this paper we show a hybrid modeling approach which combines Artificial Neural Networks and a simple statistical approach in order to provide a one hour forecast of urban traffic flow rates. Experimentation has been carried out on three different classes of real streets and results show that the proposed approach outperforms the best of the methods it puts together. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码：3 / 7
页数：5
相关论文
共 50 条
  • [21] Hybrid graph convolution neural network and branch-and-bound optimization for traffic flow forecasting
    Djenouri, Youcef
    Belhadi, Asma
    Srivastava, Gautam
    Lin, Jerry Chun -Wei
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2023, 139 : 100 - 108
  • [22] Fuzzy modeling approach for combined forecasting of urban traffic flow
    Stathopoulos, Antony
    Dimitriou, Loukas
    Tsekeris, Theodore
    COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING, 2008, 23 (07) : 521 - 535
  • [23] Traffic flow forecasting based on Grey Neural Network model
    Chen, SY
    Qu, GF
    Wang, XH
    Zhang, HZ
    2003 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-5, PROCEEDINGS, 2003, : 1275 - 1278
  • [24] Traffic flow forecasting based on ant colony neural network
    Pang, Qingle
    Zhang, Min
    2010 8TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2010, : 4706 - 4710
  • [25] Dynamic wavelet neural network model for traffic flow forecasting
    Jiang, XM
    Adeli, H
    JOURNAL OF TRANSPORTATION ENGINEERING, 2005, 131 (10) : 771 - 779
  • [26] Study of traffic flow forecasting based on genetic neural network
    Ji, Tao
    Pang, Qingle
    Liu, Xinyun
    ISDA 2006: SIXTH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS DESIGN AND APPLICATIONS, VOL 1, 2006, : 960 - 965
  • [27] Neural Network for Traffic Forecasting
    Jiang, Weiwei
    ALGORITHMS, 2023, 16 (09)
  • [28] Urban Traffic Flow Prediction with Deep Neural Network
    Yang, Jin
    SECURITY AND COMMUNICATION NETWORKS, 2022, 2022
  • [29] Short-term traffic flow forecasting based on a hybrid neural network model and SARIMA model
    School of Traffic and Transportation, Changsha University of Science and Technology, Changsha 410076, China
    不详
    Jiaotong Yunshu Xitong Gongcheng Yu Xinxi J. Transp. Syst. Eng. Inf. Technol., 2008, 5 (32-37): : 32 - 37
  • [30] Hybrid spatial-temporal graph neural network for traffic forecasting
    Wang, Peng
    Feng, Longxi
    Zhu, Yijie
    Wu, Haopeng
    INFORMATION FUSION, 2025, 118
12345