wifi-densepose/docs
ruv 2e742305ba research(R10): through-foliage wildlife sensing — physics feasibility + per-species gait taxonomy
ITU-R P.833-9 vegetation-attenuation model + ESP32-S3 link-budget
solver produce bounded sensing range estimates per frequency and
foliage density. Plus a biomechanics-grounded gait-frequency taxonomy
spanning bears (0.5 Hz) to mice (15 Hz).

Headline ranges (121 dB link budget, 10 dB SNR margin):

  freq    sparse   moderate   dense
  2.4 GHz 99.6 m   12.0 m     4.1 m
  5 GHz   19.9 m   5.2 m      2.1 m

The 2.4 GHz / sparse cell (~100 m) is the practical sweet spot —
10x camera-trap coverage, always-on rather than PIR-triggered.

Honest scope called out explicitly: this is feasibility math, not
field measurements. Animal cooperation, foliage flutter, regulatory
limits, and BSSID-fingerprint degradation in remote forest are all
real follow-up problems.

Vertical applications (10-20 year horizon) catalogued:
- Endangered-species population census
- Wildlife corridor verification
- Invasive-species early warning
- Anti-poaching (human gait well-separated from wildlife)
- Livestock-on-rangeland tracking
- Agricultural pest control

Cross-connects to:
- R5 (saliency is task-specific — per-species classifier needs own
  saliency map, same lesson as R12)
- R8 (wildlife sensing wants CSI not RSSI for per-subcarrier shape)
- R9 (fingerprint K-NN primitive transfers to per-individual ID)
- R7 (multi-link consistency for corridor coverage)

Pure-NumPy, no framework deps. ITU model + binary search solver.
Coordination: tick avoided PROGRESS.md to prevent races (horizon-
tracker M3+ track concurrent at the time).

Files:
* examples/research-sota/r10_foliage_attenuation.py
* examples/research-sota/r10_foliage_results.json
* docs/research/sota-2026-05-22/R10-through-foliage-wildlife.md
* docs/research/sota-2026-05-22/ticks/tick-6.md
2026-05-22 00:59:11 -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(R10): through-foliage wildlife sensing — physics feasibility + per-species gait taxonomy 2026-05-22 00:59:11 -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