Operating Vehicles' Speed Prediction Models

被引:0
|
作者
Vertlberg, Juraj L. [1 ]
Svajda, Marko [1 ]
Jakovljevic, Marijan [1 ]
Sevrovic, Marko [1 ]
机构
[1] Univ Zagreb, Fac Transport & Traff Sci, Zagreb, Croatia
来源
PROMET-TRAFFIC & TRANSPORTATION | 2024年 / 36卷 / 03期
关键词
operating speed; prediction models; road safety; road infrastructure; HORIZONTAL CURVES; ROADS; BEHAVIOR; IMPACTS; NETWORK; CRASH;
D O I
10.7307/ptt.v36i3.543
中图分类号
U [交通运输];
学科分类号
08 ; 0823 ;
摘要
Vehicle speed is one of the main factors that influence the occurrence and severity of the consequences of road traffic accidents. Operating speed can be defined, among other things, as the actual speed at which the largest number of road users drive in conditions of free traffic flow. It can be measured on existing roads, however, on newly designed roads it can only be predicted. For this reason, many researchers have examined the correlation between the elements of the road as well as its surroundings and operating speed. By determining the correlation, models for predicting operating speed were created. As part of this paper, the most significant models for predicting operating speed were analysed. Of course, the largest number of models are stochastic, but in recent years, models based on artificial intelligence, more precisely on deep learning, have also been created. Accordingly, the goal of this paper is to review the model for predicting the operating speed of vehicles while identifying opportunities for further research and improvement in this area.
引用
收藏
页码:383 / 398
页数:16
相关论文
共 50 条
  • [1] Analysis and prediction models for operating speed of vehicles in expressway superlong tunnels based on geometric and traffic related parameters
    Xiao, Yao
    Liang, Bo
    Chen, Kai
    TRAFFIC INJURY PREVENTION, 2022, 23 (07) : 410 - 415
  • [2] Operating Speed Prediction Models for Tangent Segments: A Brief Review
    AbuAddous, Musab
    CIVIL ENGINEERING JOURNAL-TEHRAN, 2021, 7 (12): : 2150 - 2164
  • [3] Operating speed models for heavy vehicles on tangents of two-lane rural roads
    Gonzàlez-Hemàndez B.
    Llopis-Castelló D.
    García A.
    Advances in Transportation Studies, 2020, 50 : 5 - 18
  • [4] Operating Speed Prediction Models for Horizontal Curves on Rural Four-Lane Highways
    Gong, Huafeng
    Stamatiadis, Nikiforos
    TRANSPORTATION RESEARCH RECORD, 2008, 2075 (2075) : 1 - 7
  • [5] Study on Operating Speed of Vehicles on Expressway in Mountainous District
    Liu Benmin
    Guo Zhongyin
    Zhao Qingxin
    PROGRESS IN SAFETY SCIENCE AND TECHNOLOGY, VOL VII, PTS A AND B, 2008, 7 : 2045 - 2049
  • [6] Acceleration and Deceleration Calibration of Operating Speed Prediction Models for Two-Lane Mountain Highways
    Xu, Jin
    Lin, Wei
    Wang, Xu
    Shao, Yi-Ming
    JOURNAL OF TRANSPORTATION ENGINEERING PART A-SYSTEMS, 2017, 143 (07)
  • [7] Posted speed limit: To include or not to include in operating speed models
    Himes, Scott C.
    Donnell, Eric T.
    Porter, Richard J.
    TRANSPORTATION RESEARCH PART A-POLICY AND PRACTICE, 2013, 52 : 23 - 33
  • [8] Speed prediction models for heavy passenger vehicles on rural highways based on an instrumented vehicle study
    Malaghan, Vinayak
    Pawar, Digvijay S.
    Dia, Hussein
    TRANSPORTATION LETTERS-THE INTERNATIONAL JOURNAL OF TRANSPORTATION RESEARCH, 2022, 14 (01): : 39 - 48
  • [9] Operating speed models for horizontal reverse curves
    Echaveguren, Tomas
    Diaz, Alvaro
    Vargas-Tejeda, Sergio
    PROCEEDINGS OF THE INSTITUTION OF CIVIL ENGINEERS-TRANSPORT, 2015, 168 (06) : 510 - 522
  • [10] Operating speed prediction models of trucks at interchange ramps based on high-frequency GPS data
    Zhang, Min
    Liu, Kai
    Zhang, Chi
    Xi, Sheng-Yu
    Nie, Yu-Han
    Jiaotong Yunshu Gongcheng Xuebao/Journal of Traffic and Transportation Engineering, 2024, 24 (04): : 228 - 242