Compensate for performance degradation through vehicular knowledge networking

An apparatus of a vehicular knowledge network, the apparatus comprising:

• a memory storing instructions;
• and
• one or more processors communicably coupled to the memory and configured to execute the instructions to:
• obtain a performance result of first guidance performed by a first vehicle in a first driving environment, wherein the first guidance is associated with a second driving environment that corresponds to the first driving environment;
• determine that the performance result differs from an expected result associated with the first driving environment;
• based on the determination, infer negative driving behavior of the first vehicle based on a comparison between the first driving environment to the second driving environment;
• and
• in response to detecting that a second vehicle is also executing the inferred negative driving behavior, and in response to determining that the negative driving behavior contrasts with driving behavior performed by one or more connected vehicles, generate second guidance configured to the second vehicle, the second guidance being generated to reduce or eliminate the negative driving behavior being executed by the second vehicle.

A system comprising:

• a memory storing instructions;
• and
• one or more processors configured to execute the instructions to:
• identify negative driving behavior of a first vehicle in a first driving environment that deviates from expected driving behavior based on the first vehicle executing first guidance;
• and
• obtain a performance result of first guidance performed by a first vehicle in a first driving environment, wherein the first guidance is associated with a second driving environment that corresponds to the first driving environment;
• determine that the performance result differs from an expected result associated with the first driving environment;
• based on the determination, infer negative driving behavior of the first vehicle based on a comparison between the first driving environment to the second driving environment;
• and
• in response to detecting that a second vehicle is also executing the inferred negative driving behavior, and in response to determining that the negative driving behavior contrasts with driving behavior performed by one or more connected vehicles, generate second guidance configured to the second vehicle, the second guidance being generated to reduce or eliminate the negative driving behavior being executed by the second vehicle.