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02 — Antenna placement (R6.2 family, 7 sub-ticks)

examples/research-sota/02-placement/README.md

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02 — Antenna placement (R6.2 family, 7 sub-ticks)

The 9-tick R6.2 family productised R6's forward model into a working CLI-shaped placement search. Each script answers one axis of the placement question.

Scripts (in development order)

ScriptThreadAxisHeadline
r6_2_antenna_placement.pyR6.22D single-pairOptimal placement is 93× better than median random; corner-to-corner diagonal
r6_2_1_3d_placement.pyR6.2.13D single-pairCeiling-only mounting fails (0% coverage) — Fresnel envelope sits at ceiling, never reaches floor targets
r6_2_2_multistatic_placement.pyR6.2.22D N-anchorKnee at N=5 anchors for typical bedroom (96.8% body-zone coverage)
r6_2_2_1_3d_multistatic.pyR6.2.2.13D N-anchor2D knee disappears in 3D — only 49% at N=5 with body zones
r6_2_3_chest_centric.pyR6.2.32D chest-centric+27 pp coverage gain when targeting chest specifically (vital-signs cog)
r6_2_4_3d_chest_multistatic.pyR6.2.43D chest-centricRecovers 3D shortfall — 77% at N=5, 82% at N=6 chest-centric
r6_2_5_multi_subject.pyR6.2.5Multi-subject union100% coverage for 1-4 occupants at N=5 chest-centric

Decision matrix (final ADR-113 output)

Cog categoryDimensionZone modeOccupantsNHeightsCoverage
Vital signs2Dchest1-45walls 0.8/1.5 m100%
Vital signs3Dchest1-46walls 0.8/1.5 (NO ceiling)82%
Pose estimation2Dbody1-25walls mixed97%
Pose estimation3Dbody1-27-8mixed L/M/H65%+
Person count2Dbody1-44walls mixed86%

Counter-intuitive findings

  1. Longer links cover more space. Fresnel envelope width = √(d·λ)/2 grows with d.
  2. Ceiling-only fails entirely (R6.2.1) — both anchors at 2.5 m put envelope at ceiling height, target zones below are missed.
  3. 2D N=5 knee doesn't hold in 3D (R6.2.2.1) — 3D ellipsoids are thin slabs, not 2D rectangles.
  4. Anchor heights should match target zone heights (R6.2.4) — chest-centric uses low+mid, NOT ceiling.
  5. Chest-centric beats body-centric for vital signs by +27 pp (R6.2.3).

See also

  • Architectural decision: docs/adr/ADR-113-multistatic-placement-strategy.md
  • Research notes: docs/research/sota-2026-05-22/R6_2*.md
  • Composes with: 01-physics-floor/ (forward model), 06-structure-detection/ (PABS uses placement coverage)