Equation 6 · Part 1 · Edge AI Electronics and Sensor Systems in Practice: An Advanced Technical Guide
Symbol P_sleep
What this part means
normally the smallest term, the average power is overwhelmingly sensitive to the escalation rate — how often the cheap monitoring stage decides something interesting is happening — far more than to how efficient the expensive inference stage is once escalated.
Its job in the formula
leep is a part of this expression. Its role is fixed by the surrounding article and by the operations shown in the formula.
Where the article explains it
This formulation is worth writing out because it exposes the one lever that dominates every other design decision: since is normally close to one and is normally the smallest term, the average power is overwhelmingly sensitive to the escalation rate — how often the cheap monitoring stage decides something interesting is happening — far more than to how efficient the expensive inference stage is once escalated.
The passage around this formula
…— not datasheet-typical — power draw in that state. This formulation is worth writing out because it exposes the one lever that dominates every other design decision: since is normally close to one and is normally the smallest term, the average power is overwhelmingly sensitive to the escalation rate — how often the cheap monitoring stage decides something interesting is happening — far more than to how efficient the expensive inference stage is once escalated. A system that…
Learn the underlying idea
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Sources cited in the article section
- [8] Hello Edge: Keyword Spotting on Microcontrollers ↗
- [10] Sub-mW Keyword Spotting on an MCU: Analog Binary Feature Extraction and Binary Neural Networks ↗
- [3] MLPerf Tiny Benchmark ↗
These citations provide research context; check each source for the exact claim it supports.