Asking the fleet what it is doing…
monad-knowledge Wi-Fi sensing lab · FIIT STU
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CSI room-scale calibration — does a WiMANS-scale room let the coupled sim reproduce the measured 2.4-vs-5 GHz occupancy gap?

c-csi-roomscale-calibration · exp-csi-crowd

Archive snapshot, as of 19 h ago — the run corpus is rebuilt once a day, so this page is not a live reading. The fleet panel is the live one; it refreshes every 30 s.

Sessions

state
Session State Runs Synthesis Criticism Figures Verdict
MSCNFES5 2026-06-25T09:41 finished 30 1 Room scale ELIMINATED as the band-gap confound. On the small 135 m² floor (resplan-12419, 6 authored seats), walking-CV is high (0.07-0.12) but SATURATED — occupants near the 3 short links nearly max-out perturbation even at N=1 → weak grading (ρ 2.4=+0.29 [-0.27,0.73], 5.0=+0.29 [-0.28,0.73]), and STILL NO band gap (+0.00). Three-way: sim-small no gap, sim-large no gap (+0.01), real +0.43. Scenario ✗, body_loss ✗, room-scale ✗ all eliminated → the sim→real 5 GHz advantage is the ray-tracer's FREQUENCY PHYSICS (identical per-band num_subcarriers/bandwidth/body-scatterer-response/max_depth). The deeper exp-csi-calibration target is now pinned.

Brief

Question

c-csi-band-calibration found the coupled sim does NOT reproduce the WiMANS-measured 5 GHz > 2.4 GHz occupancy-discriminability gap, with the low-N walking-CV pinned at the fading floor on the 350 m² resplan-12439 apartment. Its diagnostic isolated the lever: the scenario (duration_units 3600→1200 lifted CV ~750×), not body_loss (inert). But a second confound remains — room scale. WiMANS's rooms are small (5.5×5.5 m meeting, 11×5.5 m classroom); 1–5 occupants there strongly perturb a short link. On a sprawling apartment the same occupants barely touch most Tx–Rx paths. Does a WiMANS-scale room let the sim reproduce the measured band gap?

Framing discipline. Sim-to-real calibration probe, not a hypothesis test. Two priors are now controlled (scenario fixed at duration_units: 1200; body_loss held at the inert literature value 5.0). This campaign isolates the remaining geometry-scale variable. The honest deliverable is the per-band ρ comparison (sim small-room vs WiMANS) with bootstrap CIs.

What we already know

  • c-csi-band-calibration (01KVZ0VV94…, refit + 3 seeds): the scenario refit clears the floor; the question is whether the band-gap ordering then matches real data — and whether floor scale matters.
  • WiMANS real (2026-06-25 - WiMANS zero-shot — H4 on real CSI): 5 GHz ρ ≈ +0.7 cross-room robust (classroom/meeting/empty, n=1881/cell), 2.4 GHz ρ ≈ +0.3 — measured on small rooms.
  • Methodology (audit 2026-06-24): reduction_stats CIs + sanity bounds + explicit attach-run loop.

Prerequisite (gating)

resplan-12419-floor-0 (135 m², the smallest of the six ResPlan floors carrying a csi-link-* experiment) is the candidate small floor. It must have seat occupiables for the seek_and_occupy walker (gis_occupiable --floor resplan-12419-floor-0 --subtype seat); if it has none, either author a handful via gis_create_occupiable or switch the scenario to a sustained through-traffic group (target_subtype: null + goal_bbox_cm) so no seats are needed. Confirm with a one-cell smoke before the fan-out (the floor-finickiness rule — see project_walk_notebook_floor_tuning).

What the supervisor does

  1. Smoke one coupled run (N=2, 2.4 GHz) on the small floor; confirm the chain stages and walking-CV clears 1e-3.
  2. Fan out N∈{1..5} × {2.4, 5.0 GHz} × seeds {0,1,2} (30 coupled runs, where=local or CI), attach each explicitly.
  3. Reduce (csi_temporal_dynamics.py + the band-gap comparison from reduction_stats): per-band ρ with bootstrap CI, multi-seed CI, sim-vs-WiMANS table.
  4. Synthesise the scale verdict.

Out of scope

  • Hardware impairments / the BLE anchor.
  • Absolute CV matching (rank + band-gap only; real CV is noise-inflated).

Expected interpretation

  1. Small room reproduces the gap (sim 5 GHz ρ > 2.4 GHz ρ, CIs separated, matching WiMANS) → the large-floor mismatch was a scale artefact; the ray-tracer is band-faithful at WiMANS scale. Strengthens occupancy-csi-variance and validates "prefer 5 GHz".
  2. Small room still inverts/flattens the gap → the defect is the ray-tracer band model (e.g. num_subcarriers/bandwidth per band, max_depth, the body scatterer's frequency response), a deeper refit target for exp-csi-calibration than scenario or room scale.
  3. Prerequisite unmet (no seats / chain won't stage) → platform finding; author occupiables or switch scenario, then proceed.