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Equation 3 · Comparing the Main Approaches to Edge AI Electronics and Sensor Systems

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PstandbyP_{\mathrm{standby}}

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the power drawn the rest of the time. Read the equation part by part below; each part has a contextual explanation and a link to its mathematical background.

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PstandbyP_{\mathrm{standby}}

Symbol P_standby

the power drawn the rest of the time.

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subscript

subscript

The lower label selects a particular version, component, or indexed member of the quantity. For example, x₀ and xₜ can be values at different positions.

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where D is the fraction of time spent actively computing and PstandbyP_{\mathrm{standby}} is the power drawn the rest of the time. For a keyword detector or a vibration monitor, D is typically small and falling, so Pˉ\bar{P} is dominated by PstandbyP_{\mathrm{standby}} almost regardless of how fast the active phase runs — which is exactly why this category optimises the idle floor first and peak throughput second, the opposite priority from a dedicated accelerator sized for a known, recurring, higher-duty workload.

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