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| Content Provider | IET Digital Library |
|---|---|
| Author | Cheng, Xin Zhou, Jingmei Zhao, Xiangmo |
| Abstract | Vehicle dangerous behaviour warning plays an important role to improve road traffic safety and efficiency, so a safety assessment method of vehicle behaviour based on the improved Dempster–Shafer (D–S) evidence theory is proposed. Firstly, through analysis of vehicle collision accident mechanism, some factors closely related to vehicle safety are extracted. Also, multiple sensors are synthetically utilised to collect information, which realises the awareness of vehicle state, road attribute, driving environment etc. Then vehicle behaviour identification is accomplished according to the parameter information of the vehicle-mounted sensors, as well as the related data of adjacent vehicles in vehicular ad hoc networks (VANET). Finally, a sequential type of weighted correction method based on evidence variance is used to integrate different levels of multi-source heterogeneous information and to achieve safety assessment of vehicle behaviour. The experimental results show that the improved D–S evidence theory reduces the evidence conflict, increasing the accuracy and reliability of vehicle behaviour safety assessment. The study solves the fundamental core problem of active safety warning in VANET and provides a new means of traffic accident warning for the road traffic management department. |
| Starting Page | 1396 |
| Ending Page | 1402 |
| Page Count | 7 |
| ISSN | 1751956X |
| Volume Number | 14 |
| e-ISSN | 17519578 |
| Issue Number | Issue 11, Nov (2020) |
| Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/iet-its/14/11 |
| Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/10.1049/iet-its.2019.0737 |
| Journal | IET Intelligent Transport Systems |
| Publisher Date | 2020-04-27 |
| Access Restriction | Open |
| Rights Holder | © The Institution of Engineering and Technology |
| Subject Keyword | Active Safety Warning Alarm System Data Handling Technique Evidence Conflict Evidence Variance Improved D-S Evidence Theory Improved Dempster-Shafer Evidence Theory Inference Mechanisms Knowledge Engineering Technique Mobile Radio System Multisource Heterogeneous Information Reliability Road Accidents Road Safety Road Traffic Road Traffic Management Department Road Traffic Safety Road Vehicle Safety Assessment Method Sensor Fusion Traffic Accident Warning Traffic Engineering Computing Uncertainty Handling VANET Vehicle Behaviour Identification Vehicle Collision Accident Mechanism Vehicle Dangerous Behaviour Warning Vehicle Safety Vehicle State Awareness Vehicle-mounted Sonsor Vehicular Ad Hoc Network Weighted Correction Method |
| Content Type | Text |
| Resource Type | Article |
| Subject | Law Transportation Environmental Science Mechanical Engineering |
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