Equation 1 · Part 3 · Comparing the Main Approaches to Edge AI Electronics and Sensor Systems
Symbol P_active
What this part means
ctive is one of the signed contributions combined to compute the quantity on the left.
Its job in the formula
ctive is one of the signed contributions combined to compute the quantity on the left.
Full expression→Symbol P_active→Article meaning
The passage around this formula
An always-on system’s design target is not peak throughput but the average power drawn between the (usually rare) events that matter, which can be written as a simple duty-cycle model: . where D is the fraction of time spent actively computing and is the power drawn the rest of the time. For a keyword detector or a vibration monitor, D is typically small and falling, so is dominated by 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…
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A subscript is a label attached below a symbol. It often selects a time step, component, category, or member of a sequence.
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Sources cited in the article section
- [5] Eyeriss: An Energy-Efficient Reconfigurable Accelerator for Deep Convolutional Neural Networks ↗
- [11] Ethos-U55 microNPU ↗
- [17] Cadence Expands Tensilica IP Portfolio with New HiFi and Vision DSPs for Pervasive Intelligence and Edge AI Inference ↗
- [7] CMSIS-NN: Efficient Neural Network Kernels for Arm Cortex-M CPUs ↗
- [8] TensorFlow Lite Micro: Embedded Machine Learning on TinyML Systems ↗
These citations provide research context; check each source for the exact claim it supports.