wifi-densepose/docs
rUv 719875ea1d
research(R6.2): Fresnel-aware antenna placement — 93x sensing-coverage lift from physics alone (#719)
First deferred follow-up from R6. Productises R6's Fresnel forward model
into a 2D placement-search CLI: given a room + target occupancy zones,
recommend Tx/Rx positions that maximise first-Fresnel coverage.

Benchmark on 5x5 m bedroom (bed 3 m^2 + chair 0.64 m^2, 2900 pairs
evaluated at 2.4 GHz):
- OPTIMAL: 51.1% coverage (Tx 1.25,0; Rx 4.75,5; diagonal 6.10 m link)
- MEDIAN:  0.5% coverage
- WORST:   0.0% coverage
- 93x improvement, median to optimal

Counter-intuitive insight: longer links cover MORE space. Fresnel envelope
width = sqrt(d * lambda) / 2 grows with link length, so the 6.10 m
diagonal beats wall-parallel 5.00 m links. Up to the R10 link-budget
gate.

Per-cog deployment recommendations:
- cog-person-count: diagonal across longest axis
- cog-pose: zone inside ~50% midpoint envelope
- AETHER re-ID: Tx near doorway, Rx diagonal
- cog-maritime-watch: vertical diagonal through cabin
- cog-wildlife (future): Tx/Rx opposite trees, threading clearing midline

Improvements come from physics, not algorithms - no model retraining
needed. Existing customers can re-mount seeds today for 10-100x better
sensing.

Honest scope: 2D approximation, free-space, rectangular zones, single-pair
only, perimeter-only candidates, no link-budget gate.

CLI shape ready for productisation as 'wifi-densepose plan-antennas'.
Also surfaces as a deferred MCP tool 'ruview_placement_recommend'.

Composes with:
- R6 (direct 2D extension)
- R1 (placement x precision = full geometry budget)
- R10 (sets the link-budget gate this ignores)
- R11 (same recipe in steel cabins)
- R14 (determines whether V1/V2/V3 see the right occupant)
- ADR-105 (better placement = faster epsilon convergence)

Next R6.2 follow-ups catalogued: R6.2.1 (3D), R6.2.2 (N-anchor union),
R6.2.3 (pose-trajectory target zones).

Coordination: ticks/tick-16.md, no PROGRESS.md edit.
2026-05-22 03:04:17 -04:00
..
adr adr-106: differential privacy + biometric primitive isolation for federation (#718) 2026-05-22 02:48:16 -04:00
archtocode-visual-overview docs: add visual architecture overview images (#208) 2026-05-17 18:18:07 -04:00
benchmarks docs(bench): append v0.0.2 section to person-count benchmark log 2026-05-21 19:47:55 -04:00
ddd docs: rvCSI edge RF sensing platform — PRD, ADR-095, DDD domain model 2026-05-12 23:15:10 +00:00
edge-modules chore(repo): rename rust-port/wifi-densepose-rs → v2/ (flatten to one level) (#427) 2026-04-25 21:28:13 -04:00
huggingface fix(train): wire wifi-densepose-signal into the pipeline; correct MODEL_CARD env-sensor claim (#536) 2026-05-11 23:40:55 -04:00
prd docs: rvCSI edge RF sensing platform — PRD, ADR-095, DDD domain model 2026-05-12 23:15:10 +00:00
qe-reports chore(repo): move v1/ → archive/v1/ + add archive/README.md (#430) 2026-04-25 23:07:52 -04:00
research research(R6.2): Fresnel-aware antenna placement — 93x sensing-coverage lift from physics alone (#719) 2026-05-22 03:04:17 -04:00
tutorials docs(tutorials): Pi 5 + Hailo cluster rvcsi tutorial (#546) 2026-05-17 17:41:39 -04:00
TROUBLESHOOTING.md fix(docker): UDP relay for multi-source ESP32 on Docker Desktop Windows (#502) 2026-05-17 18:01:44 -04:00
WITNESS-LOG-028.md chore(repo): move v1/ → archive/v1/ + add archive/README.md (#430) 2026-04-25 23:07:52 -04:00
build-guide.md chore(repo): move v1/ → archive/v1/ + add archive/README.md (#430) 2026-04-25 23:07:52 -04:00
readme-details.md docs(readme): split details to docs/readme-details.md and reorganize 2026-04-29 19:34:24 -04:00
security-audit-wasm-edge-vendor.md chore(repo): rename rust-port/wifi-densepose-rs → v2/ (flatten to one level) (#427) 2026-04-25 21:28:13 -04:00
user-guide.md docs: truth-up README + user-guide on Hugging Face model release (#637) 2026-05-19 13:03:54 -04:00
wifi-mat-user-guide.md chore(repo): rename rust-port/wifi-densepose-rs → v2/ (flatten to one level) (#427) 2026-04-25 21:28:13 -04:00