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Equation 4 · Part 5 · Comparing the Main Approaches to Post-CMOS, Neuromorphic, Photonic, and Quantum AI Compute

=

Eop=Ecore+Eperiphery+EI/O,E_{\text{op}} = E_{\text{core}} + E_{\text{periphery}} + E_{\text{I/O}},
=

What this part means

The expressions on both sides represent the same quantity under the stated assumptions.

Its job in the formula

The equals sign connects the complete expression on the left with the complete expression on the right. Both sides must have compatible units.

The passage around this formula

The physical limitation keeping analog in-memory compute confined to inference on weights that rarely change is the flip side of its core trick: a conductance that can be read out to represent a weight can also drift over time, and writing a new one wears the device in a way reading does not, so retraining costs more, in time and device lifetime, than in a design where weights sit in ordinary digital memory. A simple accounting for why raw operations-per-watt numbers are not directly comparable across any of the four approaches in this piece is worth writing out once: Eop=Ecore+Eperiphery+EI/OE_{\text{op}} = E_{\text{core}} + E_{\text{periphery}} + E_{\text{I/O}}. where EcoreE_{\text{core}} is the energy of the operation itself — the multiply-accumulate, the interference…

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Learn the underlying idea

An equals sign says that the expression on its left and the expression on its right have the same value under the stated definitions and assumptions.

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Sources cited in the article section

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