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Patent drawing for Uncertainty-based data filtering in a vehicle
US 11,829,896 B2
Machine learning US 11,829,896 B2 Not in force

Uncertainty-based data filtering in a vehicle

This invention describes a system for smart data collection in a vehicle, likely an autonomous one. The vehicle uses its sensors to gather information and processes it with a primary artificial intelligence model. If this model's result doesn't match what's expected or what another system (like a second AI model) suggests, the vehicle flags that specific sensor data as uncertain and sends it to a central server for further analysis. This helps focus attention on potentially tricky situations.

Why it matters: Since 2020, advancements in edge AI and specialized hardware have made it more feasible to run multiple sophisticated machine learning models directly on vehicle computers, enabling real-time disagreement detection without constant cloud reliance. This improves the practicality of filtering data at the source for autonomous systems.

Status
Not in forceListed as no longer active. The specific reason is not in the record we hold.
How hard to build
SpecializedSoftware logic, ML models, sensor integration

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