A multi-state merging based analytical model for an operation design domain of autonomous vehicles in work zones on two-lane highways

被引:0
|
作者
Tang, Qing [1 ]
Hu, Xianbiao [1 ]
机构
[1] Penn State Univ, Dept Civil & Environm Engn, 212 Sackett Bldg, University Pk, PA 16802 USA
关键词
Autonomous truck mounted attenuator (ATMA); connected and automated vehicle (CAV); level of service (LOS); operational design domain (ODD); work zone;
D O I
10.1080/15472450.2022.2130697
中图分类号
U [交通运输];
学科分类号
08 ; 0823 ;
摘要
As a special application of connected and automated vehicles (CAVs), the Autonomous Truck Mounted Attenuator (ATMA) vehicle system is promoted to reduce fatalities in work zone locations. In this manuscript, we focus on the Operational Design Domain (ODD) problem of two-lane highways, i.e., under what traffic conditions should an ATMA be deployed. Due to the dramatic speed difference between ATMA vehicles and general vehicles, a queue will be formed, leading to a percent-time-spent-following (PTSF) increase during maintenance. General vehicles in the queue will assess a gap on the opposite lane to perform a passing maneuver, which is broken down into multi-stage merging behavior. As such, an analytical model is first made, based on queuing theory in which the arrival rate and service rate are analyzed to estimate the PTSF. In this way, the linkage between annual average daily traffic (AADT) and level of service (LOS) is analytically established. Then, the proposed model is validated by comparing the estimated PTSF with that of the Highway Capacity Manual (HCM) values. The comparison results show that the mean error is 9.58%, and the mean absolute error is 12.36%, which demonstrate that the developed model is able to generate satisfactory results when compared with the HCM model. Numeric analysis also shows that roadway performance is sensitive to the K factor and D factor, as well as the operating speed of an ATMA. If LOS = C is a desirable design objective, a good AADT threshold to use would be around 11,000 vehicles per day.
引用
收藏
页码:372 / 385
页数:14
相关论文
共 3 条
  • [1] Traffic Flow Theory-Based Stochastic Optimization Model for Work Zones on Two-Lane Highways
    Ng, ManWo
    JOURNAL OF TRANSPORTATION ENGINEERING-ASCE, 2012, 138 (10): : 1269 - 1273
  • [2] Free-Flow Speed Model Based on Portuguese Roadway Design Features for Two-Lane Highways
    Lobo, Antonio
    Rodrigues, Carlos
    Couto, Antonio
    TRANSPORTATION RESEARCH RECORD, 2013, (2348) : 12 - 18
  • [3] Mixed logit model-based driver injury severity investigations in single- and multi-vehicle crashes on rural two-lane highways
    Wu, Qiong
    Chen, Feng
    Zhang, Guohui
    Liu, Xiaoyue Cathy
    Wang, Hua
    Bogus, Susan M.
    ACCIDENT ANALYSIS AND PREVENTION, 2014, 72 : 105 - 115