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
  • [21] Prediction of operating speed on three-dimensional highway alignments
    Gibreel, GM
    Easa, SM
    El-Dimeery, IA
    JOURNAL OF TRANSPORTATION ENGINEERING-ASCE, 2001, 127 (01): : 21 - 30
  • [22] Study on the safety of operating high-speed railway vehicles subjected to crosswinds
    Xiao, Xin-biao
    Ling, Liang
    Xiong, Jia-yang
    Zhou, Li
    Jin, Xue-song
    JOURNAL OF ZHEJIANG UNIVERSITY-SCIENCE A, 2014, 15 (09): : 694 - 710
  • [23] OPERATING SPEED OF VEHICLES DURING RAINFALL AT NIGHT: CASE STUDY IN PONTIAN, JOHOR
    Hassan, Sitti Asmah
    Wong, Lavine
    Mashros, Nordiana
    Alhassan, Hashim Mohammed
    Sukor, Nur Sabahiah Abdul
    Rohani, Munzilah
    Minhans, Anil
    JURNAL TEKNOLOGI, 2016, 78 (7-2): : 9 - 18
  • [24] ANALYSIS AND PREDICTION OF VEHICLES SPEED IN FREE-FLOW TRAFFIC
    Maczynski, Andrzej
    Brzozowski, Krzysztof
    Rygula, Artur
    TRANSPORT AND TELECOMMUNICATION JOURNAL, 2021, 22 (03) : 266 - 277
  • [25] Energy Demand Prediction in Hybrid Electrical Vehicles for Speed Optimization
    Fink, Daniel
    Shugar, Sean
    Ziaukas, Zygimantas
    Schweers, Christoph
    Trabelsi, Ahmed
    Jacob, Hans-Georg
    VEHITS: PROCEEDINGS OF THE 8TH INTERNATIONAL CONFERENCE ON VEHICLE TECHNOLOGY AND INTELLIGENT TRANSPORT SYSTEMS, 2022, : 116 - 123
  • [26] Operating speed models for two-lane rural highways
    Castro, Maria
    Sanchez, Jose F.
    Sanchez, Jose A.
    PROCEEDINGS OF THE INSTITUTION OF CIVIL ENGINEERS-TRANSPORT, 2012, 165 (02) : 107 - 118
  • [27] Statistical models for the speed prediction of a container ship
    Mao, Wengang
    Rychlik, Igor
    Wallin, Jonas
    Storhaug, Gaute
    OCEAN ENGINEERING, 2016, 126 : 152 - 162
  • [28] Models of the turn resistance for high-speed caterpillar vehicles
    Kondakov S.V.
    Kharlapanov D.V.
    Vansovich E.I.
    Russian Engineering Research, 2016, 36 (1) : 1 - 5
  • [29] Comparison of Different Models for Wind Speed Prediction
    Lazarevska, Elizabeta
    PROCEEDINGS OF THE IECON 2016 - 42ND ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY, 2016, : 5544 - 5549
  • [30] Speed and delay prediction models for planning applications
    Margiotta, R
    ITE JOURNAL-INSTITUTE OF TRANSPORTATION ENGINEERS, 1998, 68 (06): : 16 - 16