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Jul 2, 2019
Prediction Accuracy Improvement of Avoidance Driving Behavior Model Based on Game Theory: Introducing Jerk to Refine Acceleration
Authors: Jinghua Wang [email protected], Zhao Zhang [email protected], and Guangquan Lu [email protected]Author Affiliations
Publication: CICTP 2019
Abstract
Understanding avoidance driving behaviors is important for both drivers and traffic managers owing to the high correlation between accidents and human driving behaviors. The most recent research in this area considers acceleration as the implement of decision result, which may cause inaccurate prediction results as acceleration changes continuously. To solve this problem, this study considers the acceleration as a continuously changing variable and utilizes jerk, the change rate of acceleration/deceleration to quantify the change of acceleration. We further applied the jerks in a game theory vehicle avoidance model. This method analyzes driving behaviors in a more detailed magnitude and finally improves the model results. Finally, a case study shows that this work improves the prediction accuracy of the driving behavior model compared to previous research.
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© 2019 American Society of Civil Engineers.
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Published online: Jul 2, 2019
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School of Transportation Science and Engineering, Beihang Univ., Xue Yuan Rd. No. 37, HaiDian District, Beijing 100191, China. E-mail: [email protected]
School of Transportation Science and Engineering, Beihang Univ., Xue Yuan Rd. No. 37, HaiDian District, Beijing 100191, China; Beijing Advanced Innovation Center for Big Data and Brian Computing, Beijing, China. E-mail: [email protected]
School of Transportation Science and Engineering, Beihang Univ., Xue Yuan Rd. No.37, HaiDian District, Beijing 100191, China. E-mail: [email protected]
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ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.
Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.