Systems and methods for calibrating vehicle sensing devices

A system for a vehicle, comprising:

• an intake humidity sensor coupled to an intake manifold of an engine of the vehicle;
• and
• a controller storing instructions in non-transitory memory that, when executed, cause the controller to:
• send a wireless request for a humidity estimate to one or more weather devices positioned external to, and removed from, the vehicle;
• receive a wireless response from the one or more weather devices;
• indicate a source of the one or more weather devices;
• indicate a high, medium, or low confidence level in the one or more weather devices, where the confidence level is based on the source of the one or more weather devices;
• indicate a difference between an intake humidity sensor measurement from the intake humidity sensor and the humidity estimate from the one or more weather devices;
• and
• calibrate the intake humidity sensor based on the confidence level and the difference between the intake humidity sensor measurement and the humidity estimate from the one or more weather devices, and adjust one or more engine operating parameters based on the calibrated intake humidity sensor.