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Comprehensive Evaluation Method of Driving Behavior Based on Neural Network

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Published under licence by IOP Publishing Ltd
, , Citation Jiayao Li et al 2021 J. Phys.: Conf. Ser. 2010 012190 DOI 10.1088/1742-6596/2010/1/012190

1742-6596/2010/1/012190

Abstract

In recent years, the number of traffic accidents in the world has increased sharply. Reasonable mining of the OBD data generated in the process of vehicle driving will help to improve traffic safety. However, the existing driving behavior scoring models have the following shortcomings: the indexes are not comprehensive enough, and the selection of weights is not objective. In order to solve these shortcomings, this paper proposes 16 driving behavior indexes and related definitions; the neural network is used to construct the model to distribute the weight reasonably; a new comprehensive evaluation model of driving behavior is constructed. The feasibility and efficiency of the model are verified by experiments on real vehicle OBD data sets.

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10.1088/1742-6596/2010/1/012190