An electronic control unit is configured to collect and process sensor data comprising environment data, driver signals and vehicle state signals by a physics-based processing module the sensor data to produce a physics-based route classification and a physics-based driver's driving style classification, and by a neural network module trained for predicting a machine learning route classification and a machine learning driver's driving style classification; provide the physics-based route classification and the physics-based driver's driving style classification, and the machine learning route classification and the machine learning driver's driving style classification, to a feedback module configured to estimate a driving recommendation for the driver; provide emulated driver signals, based on the driving recommendation, and the environment data, to a vehicle simulation module to provide simulated vehicle state signals; process by the physics-based processing module the emulated driver signals and the simulated vehicle state signals and the environment data, to produce a simulated physics-based route classification and a simulated physics-based driver's driving style classification, and by the neural network module to predict a simulated machine learning route classification and a simulated machine learning driver's driving style classification; check with the feedback module whether the driving recommendation has improved the safety level, and provide the driving recommendation to the driver if the driver's driving style safety level was improved.
METHOD FOR RATING AND FOR IMPROVING A DRIVER'S DRIVING STYLE BASED ON A SAFETY LEVEL CRITERIA
2023-08-03
Patent
Electronic Resource
English
IPC: | B60W CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION , Gemeinsame Steuerung oder Regelung von Fahrzeug-Unteraggregaten verschiedenen Typs oder verschiedener Funktion / G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen / G07C TIME OR ATTENDANCE REGISTERS , Zeit- oder Anwesenheitskontrollgeräte |
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