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At what switching penalty does a proportional infrared gate beat the on/off thermostat gate?

research/garment-twonodepen

Prices actuation in equal units (one full close-open swing = 1) and asks when a proportional infrared gate beats the on/off gate: it wins in 52 of 80 held-out cells, by tenths of a degree at most, and the gain reverses in the outside rooms at the highest penalty (stylised, preliminary).

5 tests

What it found

A stylised, preliminary follow-up to garment-twonodeprop. Both gates are retuned on training rooms for each actuation lag and a per-swing penalty (one full close-to-open swing = 1 for either gate; the penalty scale is an assumption), then scored on held-out rooms. The proportional gate has the lower cost in 52 of 80 cells, by at most 0.096 C on a proxy of order 0.3–1.5 C; at the highest penalty the gain holds in the between rooms (8 of 8) but mostly reverses in the outside rooms (2 of 8). Simulated comfort, not a claim about any real garment.

A figure from its own output

Figure produced by research/garment-twonodepen: penalty_gain
garment-twonodepen/experiments/penalty_gain.svg, written by the project's own experiment code.

Paper, code and results

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Produced with AI assistance (Claude). Results are from the code in this repository and are simulated or stylised unless the abstract says otherwise; nothing here implies affiliation with or endorsement by any lab, researcher or company cited. MIT licensed.