wifi-densepose/docs
rUv 4e6ef76294
research(R6.2.5): multi-subject occupancy union — N=5 hits 100% for 4 occupants; R6 family complete (#730)
Extends R6.2.3 chest-centric placement to union of chest envelopes
across multiple occupants. Practical question: does coverage degrade
gracefully as occupant count grows?

Result: 2D chest-centric + N=5 + multi-subject union = 100% coverage
for households of 1-4 occupants. N=4 knee returns.

| Scenario   | # zones | Cov @ N=5 |
|------------|--------:|----------:|
| 1 occupant |       1 |     100%  |
| 2 occupants|       2 |     100%  |
| 3 occupants|       3 |     100%  |
| 4 occupants|       4 |     100%  |

4-occupant saturation: N=4 = 99.0% (+26.1 pp marginal), N=5 = 100%,
N=6+ saturated. Knee at N=4 even for 4 occupants.

Cross-eval: single-subject placement gets 70.6% on 4 zones; multi-
subject-optimised gets 100%. +29.4 pp gain from multi-subject
optimisation. CLI MUST accept multiple --target args and compute union.

Why N=4 knee returns: each chest zone is 40x40 cm, fits inside one
Fresnel ellipsoid (~40 cm wide at midpoint of 5 m link). N=4 anchors
give 6 pairwise links, enough to cover 4 disjoint chest zones without
much waste. Chest-centric multi-subject is the SWEET SPOT for Fresnel
envelope geometry.

R6 family complete (9 ticks: R6, R6.1, R6.2, R6.2.1, R6.2.2, R6.2.2.1,
R6.2.3, R6.2.4, R6.2.5). Family's ship recipe:
- 2D chest-centric + multi-subject + N=5 = 100% coverage

Productisation CLI spec (50 LOC over original R6.2):
  wifi-densepose plan-antennas
      --room W H [Z]                  # 2D or 3D
      --target NAME X Y W H [DX DY DZ] # repeatable
      --target-mode {body, chest}     # R6.2.3
      --freq-ghz F
      --n-anchors N                   # auto-saturation if omitted
      --restarts K

Honest scope: 2D only (3D multi-subject = mechanical extension), static
positions, single 5x5 m geometry, greedy with 4 restarts, 4 occupants
max tested.

Composes:
- R6.2 / R6.2.3 direct extension (single -> multi)
- R6.2.2 / R6.2.4 same saturation behaviour
- R14 V1/V2/V3 in households of 2-4 use this recipe
- R3 / ADR-024 per-subject identity + multi-subject placement
- ADR-105/106/107 federation orthogonal
- R12 PABS multi-subject coverage = multi-subject intrusion detection

Coordination: ticks/tick-27.md, no PROGRESS.md edit.
2026-05-22 05:37:29 -04:00
..
adr adr-107: cross-installation federation with secure aggregation — privacy chain closes (#725) 2026-05-22 04:27:48 -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(R6.2.5): multi-subject occupancy union — N=5 hits 100% for 4 occupants; R6 family complete (#730) 2026-05-22 05:37:29 -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