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trajectory prediction

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HelloTech
HelloTech
Mar 22, 2023 · Artificial Intelligence

Smart Return System: Optimizing Bike Return Experience Using Sensor Data and Trajectory Prediction

The proposed smart return system for shared‑mobility bikes uses accelerometer data and Hidden Markov Model trajectory prediction to distinguish temporary stops from actual parking, enabling 85% of returns to be pre‑judged, improving accuracy, speed, user experience, and operational costs.

Hidden Markov ModelsLocation AccuracySmart Transportation
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Smart Return System: Optimizing Bike Return Experience Using Sensor Data and Trajectory Prediction