Calibration of resource server power allocations within a data storage device using conformal predictions

Abstract

Methods and apparatus for power management in data storage devices are provided wherein conformal prediction is employed to determine correction terms for applying to power-per-processing event (P/PE) values. One such data storage device includes a non-volatile memory (NVM), a set of hardware processing engines, and a power sensor to detect a total power consumption of the set of hardware processing engines. A processor is configured to determine a P/PE value for each of the set of processing engines based on total power consumption measurements using a least squares procedure. A conformalization procedure is applied to sequences of P/PE values to calibrate the P/PE values by determining correction terms for applying to the P/PE values to provide guaranteed power prediction intervals. Delivery of power to the processing engines is then controlled based on the corrected P/PE event values in accordance with a power budget. On-line and off-line examples are provided.