Asking the fleet what it is doing…
monad-knowledge Wi-Fi sensing lab · FIIT STU

The register

Experiments.

Every question the project has put to a room, and what came back. Each card names the capture sessions or simulation runs it rests on, and the archive checks that claim, so a result here is backed by named recordings and never by prose alone.


The experiment register, 18 rows
Identifier Experiment Standing Kind Evidence behind it Last activity
csi-impairment-fit exp-csi-calibration, finally — fitting the CSI impairment profile from a month of empty roomWhat does our real Wi-Fi card actually add to a clean signal, measured from a month of empty room? running simulation 16 sim runs · 1 campaign session 2026-08-28
csi-drift-real-floor CSI layout drift on the surveyed floor — does the synthetic (T*, ε) prior survive the real room?On the real library floor, can moving the furniture even reach the radio beam, and if not, should the drift curve be flat? running simulation 12 sim runs · 1 campaign session 2026-08-28
csi-crowd-temporal Time-resolved CSI under real crowd motion (coupled JuPedSim → Sionna)Does the wobble in the Wi-Fi signal really grow with the size of a moving crowd? running simulation 92 sim runs · 7 campaign sessions 2026-08-07
csi-sim2real-transfer Sim-to-real count transfer — does synthetic-impaired CSI pretraining beat real-only at a small real budget?Can a counter trained on cheap simulated data and finished on a handful of real measurements beat one trained on the handful alone? running simulation 83 sim runs · 2 campaign sessions 2026-07-15
crowd-dynamics-replay Crowd dynamics on real floors — persona-driven motion, seat-seeking, egress, replaysDo the simulated people move through real floor plans the way real crowds do? running simulation 177 sim runs · 9 campaign sessions 2026-07-14
ap-placement-coverage-counting The floorplan as a placement oracle — where do APs both cover the space and count the crowd?Do the best places to put Wi-Fi radios for coverage also happen to be the best places for counting the crowd? running simulation 47 sim runs · 5 campaign sessions 2026-07-13
csi-recalibration-trigger Event-driven recalibration — can a cross-modal drift statistic beat a fixed clock?Can the disagreement between a Wi-Fi count and a Bluetooth count tell us when to recalibrate, instead of a fixed timer? running simulation 4 campaign sessions 2026-07-07
csi-topology-vs-area Topology vs area for CSI occupancy — what drives fingerprint discriminability and sniffer count?Is it the shape of a floor plan or simply its size that decides how many radios you need to count its people? running simulation 6 campaign sessions 2026-07-07
ble-anchor-placement BLE anchor placement — does topology-informed placement recover graded count?If Bluetooth anchors are concentrated in the room everyone passes through, can they count people rather than only notice them? running simulation 2 campaign sessions 2026-07-06
csi-layout-drift CSI layout drift — a synthetic (T*, ε) prior for recalibration cadenceHow fast does a Wi-Fi people counter go wrong as the furniture is moved, and is the decay regular enough to schedule recalibration by? running simulation 3 campaign sessions 2026-07-02
csi-band-calibration CSI band calibration — can the coupled sim reproduce the WiMANS 2.4-vs-5 GHz occupancy gap?Does the simulator show the same 5 GHz advantage for counting people that real hardware shows? running simulation 73 sim runs · 3 campaign sessions 2026-06-25
csi-ble-fusion-drift CSI × BLE fusion under motion — does periodic BLE recalibration bound cross-environment drift?If a drifting Wi-Fi count is rescaled now and then by a Bluetooth reading, does the drift stay bounded when the model moves to a new floor? running simulation 6 campaign sessions 2026-06-25
ble-csi-coregistration BLE/CSI co-registration — does the RSSI anchor resolve occupancy where temporal CSI collapses?When a seated crowd stops stirring the Wi-Fi signal, can a Bluetooth reading solved from the same scene still tell how many people are there? running simulation 2 campaign sessions 2026-06-24
csi-impairment-sim-to-real CSI hardware impairments — does the occupancy signal survive a commodity NIC?Does the occupancy signal survive the flaws of an ordinary Wi-Fi card? running simulation 2 campaign sessions 2026-06-24
csi-body-em-fidelity Body-as-scatterer EM fidelity — what the dielectric cylinder hides (ray-traced)Is a person modelled as a water-filled cylinder with one loss number good enough for the radio simulation? running simulation 117 sim runs · 1 campaign session · 1 paper cited 2026-06-07
csi-static-occlusion CSI amplitude under static occupancy — the blockage↔variance crossover (ray-traced)When a room fills up, does the Wi-Fi signal mainly get dimmer or mainly get jumpier, and at what headcount does one take over? running simulation 16 sim runs · 1 campaign session · 3 papers cited 2026-06-06
csi-through-wall-blockage Locating the blockage-dominant regime — through-wall, sparse-LOS CSIThrough a wall, with little direct line of sight, does the shadow a body casts finally beat the jitter as the thing to count by? running simulation 66 sim runs · 1 campaign session 2026-06-04
csi-material-fidelity Wall-material fidelity — does the ITU wall palette shift second-order CSI statistics?Does it matter whether the simulated walls are drywall or concrete? running simulation 8 sim runs · 1 campaign session 2026-06-04
Simulation campaigns 57 briefs · the machinery the simulation experiments ran on

A campaign is one supervised sweep of simulations against a brief. Sessions are sealed and carry their own synthesis and their own adversarial criticism. The run archive holds every run they produced.

CampaignExperimentSessions RunsLatest
c-ble-graded-count-powered
Graded BLE-anchor occupancy, at power — confirm or refute the hub-placement slope with a CI that can actually exclude the null
ble-anchor-placement 1 96 2026-07-06
c-csi-cross-geometry-scaleout
Cross-geometry CSI drift at real floor count — 40 floors, nested seeds, honest LOFO baseline
csi-cross-geometry-generalization 14 94 2026-07-09
c-ble-trigger-equivalence
Trigger-vs-clock parity (TOST) — does event-driven recalibration reach equivalence with fixed cadence at ¼ the budget?
csi-recalibration-trigger 1 84 2026-07-07
c-csi-layout-drift
CSI layout drift — a synthetic (T*, ε) prior for recalibration cadence
csi-layout-drift 3 74 2026-07-02
c-exps1-fundamental-diagram
Reproduce the Adrian-2024 / Liddle-2022 fundamental-diagram band on EXP-S1 Geometry A
EXP-S1 3 73 2026-06-09
c-csi-cross-geometry-resplan
Cross-geometry generalization of CSI occupancy-sensitivity across the ResPlan dataset
csi-cross-geometry-generalization 1 72 2026-06-04
c-resplan-crowd-geometry-gallery
Cross-geometry crowd flow across the ResPlan apartment corpus — a replay gallery
crowd-dynamics-replay 3 68 2026-06-25
c-continuity-prior-csi-density-v2
Continuity-prior PINN for CSI density — the refutation, this time with rendered evidence
csi-crowd-temporal 2 48 2026-07-15
c-csi-through-wall-blockage
Through-wall, sparse-LOS CSI — locating the blockage-dominant regime
csi-through-wall-blockage 1 48 2026-06-04
c-feature-type-transfer
Feature type, not modality — do kinematic features survive the furniture rearrangement that breaks fingerprints?
csi-cross-geometry-generalization 2 44 2026-07-04
c-ble-csi-coregistration
BLE/CSI co-registration — does the RSSI anchor channel resolve occupancy where temporal CSI collapses?
ble-csi-coregistration 2 44 2026-06-24
c-csi-crowd-temporal
Time-resolved CSI under real crowd motion (coupled JuPedSim → Sionna)
csi-crowd-temporal 2 44 2026-06-24
c-csi-ble-fusion
CSI x BLE fusion under motion — does periodic BLE recalibration bound the cross-environment drift of temporal-CSI counting?
csi-ble-fusion-drift 6 42 2026-06-25
c-coverage-estimator-factorial
Coverage factorial with a bounded-influence estimator — isolate what actually drives blind-spot footfall
ap-placement-coverage-counting 2 40 2026-07-07
c-csi-band-calibration
CSI band calibration — does the coupled sim reproduce the WiMANS-measured 2.4-vs-5 GHz occupancy-discriminability gap?
csi-band-calibration 2 40 2026-06-25
c-csi-body-em-fidelity
Body-as-scatterer EM fidelity — loss×radius confounding and per-band Fresnel shift (ray-traced)
csi-body-em-fidelity 1 36 2026-06-07
c-csi-roomscale-calibration
CSI room-scale calibration — does a WiMANS-scale room let the coupled sim reproduce the measured 2.4-vs-5 GHz occupancy gap?
csi-band-calibration 1 30 2026-06-25
c-csi-topology-sniffer-count
Does room-adjacency topology — not floor area — drive CSI/BLE fingerprint discriminability and the required sniffer count? (ResPlan stratified)
csi-topology-vs-area 3 24 2026-06-25
c-ble-drift-trigger
BLE drift trigger — can an online drift statistic detect CSI layout drift and beat a fixed recalibration schedule?
csi-recalibration-trigger 1 21 2026-07-03
c-mall-archcad
The shopping mall as a placement oracle — where do APs both cover the concourse and count the crowd, on a real-ArchCAD-grounded mall floor?
names csi-mall-grid, not a card 4 20 2026-07-20
c-flat-day-reactive-vs-scripted
c-flat-day-reactive-vs-scripted
not linked 4 20 2026-06-26
c-crowd-motion-mix
Multi-group crowd choreography on a real multi-room floor — arrival waves, seat reuse, through-traffic, with full movement replays
crowd-dynamics-replay 2 19 2026-06-04
c-resplan-egress
Evacuation egress on ResPlan floors — emptying the rooms through the doorways
crowd-dynamics-replay 1 18 2026-07-06
c-ble-anchor-placement
BLE anchor placement — does topology-informed (high-betweenness hub + large room) placement recover the graded count the dispersed anchors lost?
ble-anchor-placement 1 18 2026-06-25
c-csi-impairment-fit
exp-csi-calibration — fit the CSI impairment profile from a month of empty room
csi-impairment-fit 1 16 2026-08-28
c-csi-crowd-occlusion
CSI amplitude under crowd occlusion — locate the blockage↔variance crossover (ray-traced)
csi-static-occlusion 1 16 2026-06-06
c-ble-impairment-robustness
BLE-anchor impairment robustness --- does the RSSI calibration anchor survive a commodity NIC where the CSI phase feature does not?
csi-impairment-sim-to-real 1 14 2026-06-24
c-csi-impairment-sim-to-real
CSI hardware impairments — does the occupancy signal survive a commodity NIC?
csi-impairment-sim-to-real 1 13 2026-06-09
c-csi-drift-real-floor
CSI layout drift on the surveyed floor — the prediction the geometry already forces
csi-drift-real-floor 1 12 2026-08-28
c-csi-temporal-events
Event-rich temporal CSI — is crowd-induced CSI dynamics linear between events and forced at entries/exits (HAVOK), on a corpus built to answer it?
csi-crowd-temporal 1 11 2026-08-07
c-continuity-prior-csi-density
Continuity-prior PINN for CSI crowd density — does a 1D mass-conservation prior regularize the CSI->density inverse?
csi-crowd-temporal 2 10 2026-06-25
c-exp-s1-mechanism-defense
Defend the L4½.5 mechanism claim across the EXP-S1 sandbox
EXP-S1 1 9 2026-06-09
c-csi-fidelity-material
Wall-material fidelity — does the ITU wall palette shift second-order CSI statistics (drywall vs concrete sensitivity probe)?
csi-material-fidelity 1 8 2026-06-04
c-placement-oracle
The floorplan as a placement oracle — where do APs both cover the space and count the crowd, across 56 floors?
ap-placement-coverage-counting 2 7 2026-07-13
c-coverage-meets-crowds
Coverage meets crowds — does the placed-anchor sensing footprint cover where the crowd actually goes?
ap-placement-coverage-counting 1 7 2026-06-25
c-public-spaces
Real crowds in real buildings — flow, dwell, device-traffic & CSI counting on S3DIS
not linked 1 6 2026-07-20
c-csi-ble-condition-switch
Condition-switch fusion — the xmodal drift statistic replaces the staleness clock
csi-recalibration-trigger 2 6 2026-07-05
c-walk-notebook-flex
Flexibility probe — papermill-executed Jupyter notebook as a first-class simulator artefact
crowd-dynamics-replay 1 6 2026-06-06
c-flat-day-csi
c-flat-day-csi
not linked 1 5 2026-06-25
c-fiit-find-a-seat
Seek-and-occupy — pedestrians find a free seat on a real DB floor (IP-092)
crowd-dynamics-replay 2 3 2026-06-09
c-operanet-sim2real
Sim-to-real — does simulated CSI crowd-counting match real OPERAnet measurements?
not linked 1 2026-07-21
c-sim2real-count-transfer
Sim-to-real count transfer: does synthetic-impaired CSI pretraining beat real-only at a small real budget?
csi-sim2real-transfer 2 2026-07-12
c-csi-topology-los-balanced
Topology vs area for CSI occupancy — a fair fight with LOS/NLOS-balanced placement
csi-topology-vs-area 3 2026-07-07
c-cac-drift
Calibration-as-control — does a BLE anchor rescue a drifting CSI occupancy filter (sim)?
not linked
c-csi-archcad-sensability
CSI sensability across public-building geometry at scale — the ArchCAD ensemble the residential set couldn't cover
csi-archcad-public-building-sensability
c-csi-band-paired-hardware
Paired dual-band CSI on the AX210/Pi5 fleet — does the 5 GHz occupancy edge survive a self-illuminated, matched-rate, swapped-receiver measurement?
csi-band-paired-hardware
c-csi-ble-fusion-powered
CSI x BLE fusion, powered and cross-checked — the staleness-switch claim on >1 geometry with a real-data anchor
csi-ble-fusion-drift
c-csi-cross-geometry-scaleout-v2
Cross-geometry CSI drift at real floor count — re-run with a session that exists and figures that render
csi-cross-geometry-generalization
c-fiit-library-day
A library day — campus-rhythm arrivals, friends sharing tables, seat reuse over 8 h (IP-102)
crowd-dynamics-replay
c-flat-day-ai
c-flat-day-ai
not linked
c-furniture-csi-observatory
c-furniture-csi-observatory
names csi-oracle-grid-resplan-2605, not a card
c-furniture-walkability
Does furniture change where the crowd goes — the movement-side of the furnished floor?
crowd-dynamics-replay
c-ip110-showcase
c-ip110-showcase
not linked
c-multifloor-fsm-observatory
c-multifloor-fsm-observatory
not linked
c-operanet-sim2real-fingerprint
OPERAnet sim-to-real fingerprint — does ray-traced synthetic CSI reproduce the measured environment confound?
csi-sim2real-transfer
c-placement-oracle-powered
Placement oracle, re-earned — the 57-floor coverage-vs-counting claim with attached runs and rendered figures
ap-placement-coverage-counting
c-resplan-crowd-to-csi
Coupled crowd → CSI on a ResPlan floor — synthetic CSI–density pairs from watchable motion
csi-crowd-temporal