MACHINE LEARNING ASSISTED FRAMEWORK FOR ON-OR-OFF CHIP POWER MODEL ESTABLISHMENT

    公开(公告)号:US20250028887A1

    公开(公告)日:2025-01-23

    申请号:US18768459

    申请日:2024-07-10

    Applicant: MEDIATEK INC.

    Abstract: A computing device collects a plurality of data samples. Each data sample represents a signal activity of a plurality of signals of the chip. The computing device selects a subset of signals from the plurality of signals as proxies. These proxies are correlated with an actual power consumption of the chip according to a criterion. The computing device trains the power model using signal activities of the plurality of signals as inputs and the actual power consumption as an output. The computing device fine-tunes coefficients of the proxies in the power model. This fine-tuning adjusts an estimation error between an estimated power consumption output by the power model and the actual power consumption.

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