Abstract: A method for power management for a retrofit sensor system for a vehicle, the retrofit sensor system including a sensor module that includes a sensor, an energy storage module, an energy harvester, and a wireless communication module. The method includes: determining a driving state predictive of a driving event; operating the sensor module in a mid-power mode; receiving a trigger; operating the sensor module in a high-power mode; wirelessly transmitting data at the sensor module; and operating the sensor module in a low-power mode.

Abstract: A method for power management for a retrofit sensor system for a vehicle, the retrofit sensor system including a sensor module that includes a sensor, an energy storage module, an energy harvester, and a wireless communication module. The method includes: determining a driving state predictive of a driving event; operating the sensor module in a mid-power mode; receiving a trigger; operating the sensor module in a high-power mode; wirelessly transmitting data at the sensor module; and operating the sensor module in a low-power mode.

Abstract: A method for power management for a retrofit sensor system for a vehicle, the retrofit sensor system including a sensor module that includes a sensor, an energy storage module, an energy harvester, and a wireless communication module. The method includes: determining a driving state predictive of a driving event; operating the sensor module in a mid-power mode; receiving a trigger; operating the sensor module in a high-power mode; wirelessly transmitting data at the sensor module; and operating the sensor module in a low-power mode.

Abstract: A method for dynamic notification generation for a driver of a vehicle, including receiving a first data set indicative of vehicle operation, predicting an imminent driving event based on the first data set, determining a notification associated with the imminent driving event, controlling a vehicle notification system to provide the notification, receiving a second data set indicative of vehicle operation, determining a notification effect of the notification on a behavior of a driver of the vehicle, and generating a user profile based on the notification effect.

Abstract: A method for vehicle sensor management including: acquiring sensor measurements at a sensor module; transmitting the sensor measurements from the sensor module; processing the sensor measurements; and transmitting the processed sensor measurements to a client associated with the vehicle, wherein the processed sensor measurements are rendered by the client on the user device.