wifi-densepose/docs/research
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
..
architecture docs(research): three-tier Rust node design + 2026-Q2 SOTA survey + decision tree 2026-04-25 20:41:14 -04:00
arena-physica feat: ADR-069 ESP32 CSI → Cognitum Seed RVF pipeline (v0.5.4-esp32) 2026-04-02 19:32:18 -04:00
neural-decoding feat: ADR-069 ESP32 CSI → Cognitum Seed RVF pipeline (v0.5.4-esp32) 2026-04-02 19:32:18 -04:00
quantum-sensing feat(nvsim): full simulator stack — Rust crate, dashboard, server, App Store, Ghost Murmur [ADR-089/090/091/092/093] 2026-04-27 12:41:01 -04:00
rf-topological-sensing chore(repo): rename rust-port/wifi-densepose-rs → v2/ (flatten to one level) (#427) 2026-04-25 21:28:13 -04:00
sota docs(research): three-tier Rust node design + 2026-Q2 SOTA survey + decision tree 2026-04-25 20:41:14 -04:00
sota-2026-05-22 research(R1): ToA CRLB — precision floor for WiFi multistatic localisation (#711) 2026-05-22 01:38:35 -04:00
sota-surveys feat: ADR-069 ESP32 CSI → Cognitum Seed RVF pipeline (v0.5.4-esp32) 2026-04-02 19:32:18 -04:00