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US 11,897,314 B2Granted
Method, computer program and system for improving a user experience
AssigneeBayerische Motoren Werke Aktiengesellschaft
InventorsYang Cao, Jilei Tian
Life of this patent
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Abstract
Embodiments relate to a method, computer program and system for improving a user experience. The computer-implemented method for improving a user experience inside a vehicle comprises determining an environmental context inside the vehicle, wherein the environmental context is assigned a plurality of actions, which influences the environmental context. Further, the method comprises choosing at least one action of the plurality of actions for improving the user experience.
Claims13
A computer-implemented method for optimizing a user experience inside a vehicle, comprising:
- receiving, by a receiver, a signal carrying information regarding an environmental context inside the vehicle from a sensor via a wireless or wired channel, wherein the sensor is either a device installed in the vehicle or a device included in a mobile electronic device of a user, wherein the environmental context is assigned a plurality of actions, which influences the environmental context;
- sampling, by a machine learning model, a reward for each action of the plurality of actions based on the environmental context and parameters for the machine learning model for sampling rewards for the plurality of actions;
- choosing, by the machine learning model, at least one action of the plurality of actions for optimizing the user experience based on the sampled rewards;
- controlling a vehicle system in the vehicle to implement the at least one chosen action to change the environmental context inside the vehicle;
- observing a reaction of the user in response to controlling the vehicle system to change the environmental context inside the vehicle;
- and
- updating the parameters for the machine learning model for sampling the rewards based on the reaction.
4 more elements
Dependencies are inferred from the claim text.