I KNOW HOW YOU DRIVE! DRIVING STYLE PROFILE VIA SMARTPHONE

초록

Accessibility to telematics data has changed auto insurance pricing. Actuarial research has focused solely on the use of GPS based telematics data. Such data suffer from limited accuracy, slow updates, which could not accurately reflect the driving styles of drivers. Our focus is on the use of complementary data from the inertial measurement unit (IMU) sensors in the smartphone that are relevant to vehicle kinematics. Interestingly, such data require careful modeling as road conditions and driver behavior can easily bias them. In this paper, we discuss the preparation of IMU data, including necessary bias-corrections, for telematics analysis. Combining information from the two independent sensors via Kalman filter, we suggests a longitudinal-lateral acceleration density object, which is richer and more reliable object for driver profiling.

출판 형태
발행기관
In Actuarial Research Conference
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Click the Video button above to watch my presentation in ARC.
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이삭
PhD candidate

I believe anyone can learn anything with a proper education process.

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