Machine learning-based radio frequency (RF) front-end calibration

An apparatus for wireless communication, comprising:

• a radio frequency (RF) circuit having a first memory;
• a second memory having executable instructions stored thereon;
• and
• a processor configured to execute the executable instructions in order to:
• calibrate a first subset of RF circuit calibration parameters;
• predict values for a second subset of RF circuit calibration parameters based on a machine learning model and the first subset of RF circuit calibration parameters, the second subset of RF circuit calibration parameters being distinct from the first subset of RF circuit calibration parameters;
• verify at least the first subset of RF circuit calibration parameters;
• and
• after the verifying, write at least the first subset of RF circuit calibration parameters to the first memory.

An apparatus for calibrating a radio frequency (RF) circuit, comprising:

• means for calibrating a first subset of RF circuit calibration parameters;
• means for predicting values for a second subset of RF circuit calibration parameters based on a machine learning model and the first subset of RF circuit calibration parameters, the second subset of RF circuit calibration parameters being distinct from the first subset of RF circuit calibration parameters;
• means for verifying at least the first subset of RF circuit calibration parameters;
• and
• means for writing, after the verifying, at least the first subset of RF circuit calibration parameters to a memory associated with the RF circuit.

A non-transitory computer-readable medium having instructions stored thereon which, when executed by a processor, cause the processor to perform an operation for calibrating a radio frequency (RF) circuit, the operation comprising:

• calibrating a first subset of RF circuit calibration parameters;
• predicting values for a second subset of RF circuit calibration parameters based on a machine learning model and the first subset of RF circuit calibration parameters, the second subset of RF circuit calibration parameters being distinct from the first subset of RF circuit calibration parameters;
• verifying at least the first subset of RF circuit calibration parameters;
• and
• after the verifying, writing at least the first subset of RF circuit calibration parameters to a memory associated with the RF circuit.