Safety evaluation of driver cognitive failures and driving errors on right-turn filtering movement at signalized road intersections based on Fuzzy Cellular Automata (FCA) model
This paper proposes a simulation-based approach to estimate safety impact of driver cognitive failures and driving errors. Fuzzy Logic, which involves linguistic terms and uncertainty, is incorporated with Cellular Automata model to simulate decision-making process of right-turn filtering movement a...
| Main Authors: | , , |
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| Other Authors: | |
| Format: | Journal Article |
| Language: | English |
| Published: |
2017
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| Online Access: | https://hdl.handle.net/10356/86643 http://hdl.handle.net/10220/44138 |
| _version_ | 1826123873683243008 |
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| author | Chai, Chen Wong, Yiik Diew Wang, Xuesong |
| author2 | School of Civil and Environmental Engineering |
| author_facet | School of Civil and Environmental Engineering Chai, Chen Wong, Yiik Diew Wang, Xuesong |
| author_sort | Chai, Chen |
| collection | NTU |
| description | This paper proposes a simulation-based approach to estimate safety impact of driver cognitive failures and driving errors. Fuzzy Logic, which involves linguistic terms and uncertainty, is incorporated with Cellular Automata model to simulate decision-making process of right-turn filtering movement at signalized intersections. Simulation experiments are conducted to estimate the relationships between cognitive failures and driving errors with safety performance. Simulation results show Different types of cognitive failures are found to have varied relationship with driving errors and safety performance. For right-turn filtering movement, cognitive failures are more likely to result in driving errors with denser conflicting traffic stream. Moreover, different driving errors are found to have different safety impacts. The study serves to provide a novel approach to linguistically assess cognitions and replicate decision-making procedures of the individual driver. Compare to crash analysis, the proposed FCA model allows quantitative estimation of particular cognitive failures, and the impact of cognitions on driving errors and safety performance. |
| first_indexed | 2024-10-01T06:11:27Z |
| format | Journal Article |
| id | ntu-10356/86643 |
| institution | Nanyang Technological University |
| language | English |
| last_indexed | 2024-10-01T06:11:27Z |
| publishDate | 2017 |
| record_format | dspace |
| spelling | ntu-10356/866432020-03-07T11:43:36Z Safety evaluation of driver cognitive failures and driving errors on right-turn filtering movement at signalized road intersections based on Fuzzy Cellular Automata (FCA) model Chai, Chen Wong, Yiik Diew Wang, Xuesong School of Civil and Environmental Engineering Centre for Infrastructure Systems Driving Errors Cognitive Failure This paper proposes a simulation-based approach to estimate safety impact of driver cognitive failures and driving errors. Fuzzy Logic, which involves linguistic terms and uncertainty, is incorporated with Cellular Automata model to simulate decision-making process of right-turn filtering movement at signalized intersections. Simulation experiments are conducted to estimate the relationships between cognitive failures and driving errors with safety performance. Simulation results show Different types of cognitive failures are found to have varied relationship with driving errors and safety performance. For right-turn filtering movement, cognitive failures are more likely to result in driving errors with denser conflicting traffic stream. Moreover, different driving errors are found to have different safety impacts. The study serves to provide a novel approach to linguistically assess cognitions and replicate decision-making procedures of the individual driver. Compare to crash analysis, the proposed FCA model allows quantitative estimation of particular cognitive failures, and the impact of cognitions on driving errors and safety performance. MOE (Min. of Education, S’pore) Accepted version 2017-12-13T06:53:30Z 2019-12-06T16:26:25Z 2017-12-13T06:53:30Z 2019-12-06T16:26:25Z 2017 Journal Article Chai, C., Wong, Y. D., & Wang, X. (2017). Safety evaluation of driver cognitive failures and driving errors on right-turn filtering movement at signalized road intersections based on Fuzzy Cellular Automata (FCA) model. Accident Analysis & Prevention, 104, 156-164. 0001-4575 https://hdl.handle.net/10356/86643 http://hdl.handle.net/10220/44138 10.1016/j.aap.2017.04.026 en Accident Analysis & Prevention © 2017 Elsevier Ltd. This is the author created version of a work that has been peer reviewed and accepted for publication by Accident Analysis and Prevention, Elsevier Ltd. It incorporates referee’s comments but changes resulting from the publishing process, such as copyediting, structural formatting, may not be reflected in this document. The published version is available at: [http://dx.doi.org/10.1016/j.aap.2017.04.026]. 23 p. application/pdf |
| spellingShingle | Driving Errors Cognitive Failure Chai, Chen Wong, Yiik Diew Wang, Xuesong Safety evaluation of driver cognitive failures and driving errors on right-turn filtering movement at signalized road intersections based on Fuzzy Cellular Automata (FCA) model |
| title | Safety evaluation of driver cognitive failures and driving errors on right-turn filtering movement at signalized road intersections based on Fuzzy Cellular Automata (FCA) model |
| title_full | Safety evaluation of driver cognitive failures and driving errors on right-turn filtering movement at signalized road intersections based on Fuzzy Cellular Automata (FCA) model |
| title_fullStr | Safety evaluation of driver cognitive failures and driving errors on right-turn filtering movement at signalized road intersections based on Fuzzy Cellular Automata (FCA) model |
| title_full_unstemmed | Safety evaluation of driver cognitive failures and driving errors on right-turn filtering movement at signalized road intersections based on Fuzzy Cellular Automata (FCA) model |
| title_short | Safety evaluation of driver cognitive failures and driving errors on right-turn filtering movement at signalized road intersections based on Fuzzy Cellular Automata (FCA) model |
| title_sort | safety evaluation of driver cognitive failures and driving errors on right turn filtering movement at signalized road intersections based on fuzzy cellular automata fca model |
| topic | Driving Errors Cognitive Failure |
| url | https://hdl.handle.net/10356/86643 http://hdl.handle.net/10220/44138 |
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