wifi-densepose/docs
rUv a1bbe2e8a6
research(R1): ToA CRLB — precision floor for WiFi multistatic localisation (#711)
Quantitative Cramer-Rao Lower Bound analysis for WiFi ranging via both
Time-of-Arrival and phase-based methods, with multistatic 4-anchor
position-error budget.

Headline (20 MHz HT20, 20 dB SNR, 100 averaged frames):
- ToA range CRLB:     4.1 cm
- Phase (5 deg noise): 0.17 mm
- Phase advantage:    240x (after ambiguity resolution)

4-anchor convex-hull room (GDOP 1.5):
- ToA position precision:   25 cm  (room-pose-quality floor)
- Phase position precision:  1 mm  (RTK-quality, ambiguity-resolved)

This is the strongest architectural lever this loop has surfaced for
ADR-029 (multistatic sensing). The current learning-based attention
approach has no provable precision floor; an explicit ToA-then-phase
pipeline sits within 2x of CRLB by Kay's theory.

Composes cleanly with R6:
- R6 gives the spatial sensitivity envelope (40 cm Fresnel at 2.4 GHz)
- R1 gives the ranging precision within it (1 mm phase, 4 cm ToA averaged)
- Independent, additive, together bound full multistatic geometry budget

Closes a gap R10 created: foliage drops SNR, which directly worsens
ToA CRLB. A 50 m foliage link at 5 dB SNR drops to ~1 m ToA precision.
R10's 100 m sparse-foliage range is *detectable* not *localisable*.

Honest scope:
- CRLB is a lower bound; real estimators sit 1-2x above it
- 5 deg phase noise assumes phase_align.rs is applied
- Multipath degrades CRLB by 2-5x even with MUSIC super-resolution
- Integer-ambiguity (cycle-slip) is unsolved per-subcarrier; needs
  multi-subcarrier wide-lane unwrap

Coordination: ticks/tick-9.md, no PROGRESS.md edit.
2026-05-22 01:38:35 -04:00
..
adr feat(tools): scaffold ruview MCP server + CLI + ADR-104 (#705) 2026-05-21 23:33:18 -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(R1): ToA CRLB — precision floor for WiFi multistatic localisation (#711) 2026-05-22 01:38:35 -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