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.
Showing 44 of 44.
| Identifier | Experiment | Standing | Kind | Evidence behind it | Last activity |
|---|---|---|---|---|---|
| csi-cross-geometry-generalization | Does CSI occupancy-sensitivity generalize across floorplans? (ResPlan ensemble)Does a Wi-Fi people counter trained on one apartment still count correctly in an apartment it has never seen? | answered | simulation | 151 sim runs · 17 campaign sessions | 2026-07-09 |
| EXP-P2 | Illuminator Bring-Up and First Controlled Link — office pair monad01→monad02Can a Wi-Fi access point on one node serve as a steady, controlled sounding source for another node? | answered | — | 3 capture sessions · 3 papers cited | 2026-07-27 |
| EXP-LIB-01 | Overnight CSI drift baseline, empty libraryLeft alone overnight in an empty library, how much does the radio measurement wander by itself? | answered | — | 25 capture sessions | — |
| EXP-011 | Paired-Band Delivery and Pacing Contrast — ABBA, 2.4 vs 5 GHz, empty officeWith the same transmitter pacing the same frames, do the 2.4 GHz and 5 GHz bands deliver them differently, and does the transmitter tick evenly enough to measure movement? | answered | — | 556 capture sessions · 2 papers cited | 2026-08-10 |
| EXP-007 | Packet-Rate Floor for Motion SensingHow many radio frames per second does a receiver need before a walking person stops being visible in the signal? | measured | — | 47 capture sessions | 2026-08-16 |
| 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 |
| EXP-F1 | BLE-Anchored CSI Ground Truth — validating the mobile-app counting chain against a small in-the-loop campaignCan a phone game replace a person with a clicker as the way we learn the true headcount? | designed | — | 169 capture sessions · 166 sim runs · 5 papers cited | 2026-09-04 |
| DEPLOY-001 | AX210 Fleet Deployment — FIIT Library Reading HallWhere do the ten radios go in the library so they hear as much of the floor as possible, and does that layout do what the model said it would? | designed | — | 3 capture profiles · 110 sim runs | 2026-07-14 |
| EXP-F3 | Hybrid Fusion and Cross-Geometry Transfer — BLE+CSI fusion across phone penetration and across roomsDoes adding phone counting to Wi-Fi sensing hold up when fewer people carry phones, and when the whole setup moves to a new room? | designed | — | 1853 sim runs · 7 papers cited | 2026-07-09 |
| EXP-S1 | Simulation Sandbox — JuPedSim + BLE + CSI-proxy coupled, mechanism + harness validationCan a small simulation of a crowd, its Bluetooth and a stand-in for Wi-Fi, with no GPU, validate the data plumbing and show whether the people-conservation rule helps at all? | designed | — | 108 sim runs · 4 campaign sessions · 8 papers cited | 2026-06-09 |
| EXP-008 | Active Injection vs Passive SniffingAt the same average rate, does Wi-Fi traffic that arrives in bursts carry the same information about movement as a steady metronome of frames? | designed | — | 13 sim runs | 2026-06-09 |
| EXP-010 | 2.4 GHz Device Activity as a Fusion Channel for CSI OccupancyCan the amount of other radio activity in the room tell us whether it is empty or full of people sitting still? | designed | — | nothing declared yet | — |
| EXP-009 | BLE/CSI Self-Interference on the Sensing NodeDoes the Bluetooth scanner on a sensing node spoil that same node's own Wi-Fi measurement? | designed | — | 43 capture sessions | — |
| EXP-F4 | EXP-F4 Propagation Surrogate Field ValidationDoes our radio model of the library predict the signal strength the real nodes measure? | designed | — | nothing declared yet | — |
| EXP-C1 | IP-106 capture design — how many people, how long, and what to skipHow many people do we need to invite, for how long, and doing what, to answer the thesis questions without wasting anyone's afternoon? | designed | — | 83 capture sessions | — |
| csi-band-paired-hardware | Paired dual-band CSI on the AX210/Pi5 fleet — does the 5 GHz occupancy edge survive matched-bandwidth, matched-rate measurement?Does 5 GHz really see people better than 2.4 GHz, once both bands are measured the same way in the same place? | designed | empirical | nothing declared yet | — |
| EXP-P3 | Participant Instrument Bring-Up — the backgrounded phone as paced illuminator and beacon-anchored witnessCan a participant's own phone be the steady transmitter and the timekeeper the fleet needs, even with the app in the background? | designed | — | 6 papers cited | — |
| EXP-P1 | Sensing Node Bring-Up and Distributed Plane — ESP32 + Pi 5 + AX210 + mobile-app gamification loopDoes the plumbing work: do the radio streams arrive, are the clocks aligned, and does the phone-to-server loop close? | designed | — | 50 capture sessions · 10 papers cited | — |
| csi-archcad-public-building-sensability | Which public-building geometries are intrinsically good (or bad) for CSI crowd sensing? (ArchCAD ensemble)Which kinds of public building are naturally easy or hard for Wi-Fi people-counting, before any sensor is installed? | designed | simulation | nothing declared yet | — |
| EXP-F2 | CSI Drift and Periodic BLE Calibration — the thesis sawtoothDoes a Wi-Fi people counter go wrong over a month, and can a 15-minute top-up, triggered by a second sensor, bring it back? | open | — | 396 capture sessions · 84 sim runs · 6 papers cited | 2026-07-07 |
| EXP-012 | Visible Points and Dwell ComplianceWhen participants can see their score, do more of them take part, and do they still stand still for the full 30 seconds each measurement needs? | open | instrument | 1 paper cited | 2026-09-01 |
| EXP-005 | Hybrid BLE+CSI Occupancy EstimationDo two sensors that fail in opposite ways, phone counting and Wi-Fi sensing, give a better headcount together than either alone? | superseded | — | 122 sim runs | 2026-07-07 |
| EXP-006 | Synthetic Continuity-Residual Fusion Sandbox — JuPedSim + Sionna + BLE Co-SimulationDoes telling a people-counting model that people cannot appear or vanish make its counts better, whatever kind of model it is? | superseded | — | 6 sim runs · 25 papers cited | 2026-06-25 |
| EXP-001 | BLE-Assisted CSI Ground Truth CollectionCan the phones people already carry tell us how many people are in the room, so nobody has to stand in a corner and count? | superseded | thesis-umbrella | nothing declared yet | — |
| EXP-002 | CSI Model Drift Measurement Over TimeIf you teach a Wi-Fi people counter once and then leave it alone, how quickly does it start giving the wrong number? | superseded | — | nothing declared yet | — |
| EXP-004 | Multi-Room Generalization with BLE TransferCan a people counter trained in one room be moved to another room with only a short Bluetooth calibration, instead of hours of relearning? | superseded | — | nothing declared yet | — |
| EXP-003 | Periodic BLE Calibration CampaignsCan a short, cheap top-up fix a people counter that has drifted, instead of retraining it from scratch? | superseded | thesis-umbrella | nothing declared yet | — |
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.
| Campaign | Experiment | Sessions | Runs | Latest |
|---|---|---|---|---|
c-ble-graded-count-poweredGraded 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-scaleoutCross-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-equivalenceTrigger-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-driftCSI layout drift — a synthetic (T*, ε) prior for recalibration cadence |
csi-layout-drift | 3 | 74 | 2026-07-02 |
c-exps1-fundamental-diagramReproduce the Adrian-2024 / Liddle-2022 fundamental-diagram band on EXP-S1 Geometry A |
EXP-S1 | 3 | 73 | 2026-06-09 |
c-csi-cross-geometry-resplanCross-geometry generalization of CSI occupancy-sensitivity across the ResPlan dataset |
csi-cross-geometry-generalization | 1 | 72 | 2026-06-04 |
c-resplan-crowd-geometry-galleryCross-geometry crowd flow across the ResPlan apartment corpus — a replay gallery |
crowd-dynamics-replay | 3 | 68 | 2026-06-25 |
c-continuity-prior-csi-density-v2Continuity-prior PINN for CSI density — the refutation, this time with rendered evidence |
csi-crowd-temporal | 2 | 48 | 2026-07-15 |
c-csi-through-wall-blockageThrough-wall, sparse-LOS CSI — locating the blockage-dominant regime |
csi-through-wall-blockage | 1 | 48 | 2026-06-04 |
c-feature-type-transferFeature 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-coregistrationBLE/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-temporalTime-resolved CSI under real crowd motion (coupled JuPedSim → Sionna) |
csi-crowd-temporal | 2 | 44 | 2026-06-24 |
c-csi-ble-fusionCSI 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-factorialCoverage 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-calibrationCSI 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-fidelityBody-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-calibrationCSI 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-countDoes 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-triggerBLE 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-archcadThe 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-scriptedc-flat-day-reactive-vs-scripted |
not linked | 4 | 20 | 2026-06-26 |
c-crowd-motion-mixMulti-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-egressEvacuation egress on ResPlan floors — emptying the rooms through the doorways |
crowd-dynamics-replay | 1 | 18 | 2026-07-06 |
c-ble-anchor-placementBLE 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-fitexp-csi-calibration — fit the CSI impairment profile from a month of empty room |
csi-impairment-fit | 1 | 16 | 2026-08-28 |
c-csi-crowd-occlusionCSI amplitude under crowd occlusion — locate the blockage↔variance crossover (ray-traced) |
csi-static-occlusion | 1 | 16 | 2026-06-06 |
c-ble-impairment-robustnessBLE-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-realCSI hardware impairments — does the occupancy signal survive a commodity NIC? |
csi-impairment-sim-to-real | 1 | 13 | 2026-06-09 |
c-csi-drift-real-floorCSI layout drift on the surveyed floor — the prediction the geometry already forces |
csi-drift-real-floor | 1 | 12 | 2026-08-28 |
c-csi-temporal-eventsEvent-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-densityContinuity-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-defenseDefend the L4½.5 mechanism claim across the EXP-S1 sandbox |
EXP-S1 | 1 | 9 | 2026-06-09 |
c-csi-fidelity-materialWall-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-oracleThe 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-crowdsCoverage 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-spacesReal crowds in real buildings — flow, dwell, device-traffic & CSI counting on S3DIS |
not linked | 1 | 6 | 2026-07-20 |
c-csi-ble-condition-switchCondition-switch fusion — the xmodal drift statistic replaces the staleness clock |
csi-recalibration-trigger | 2 | 6 | 2026-07-05 |
c-walk-notebook-flexFlexibility probe — papermill-executed Jupyter notebook as a first-class simulator artefact |
crowd-dynamics-replay | 1 | 6 | 2026-06-06 |
c-flat-day-csic-flat-day-csi |
not linked | 1 | 5 | 2026-06-25 |
c-fiit-find-a-seatSeek-and-occupy — pedestrians find a free seat on a real DB floor (IP-092) |
crowd-dynamics-replay | 2 | 3 | 2026-06-09 |
c-operanet-sim2realSim-to-real — does simulated CSI crowd-counting match real OPERAnet measurements? |
not linked | 1 | — | 2026-07-21 |
c-sim2real-count-transferSim-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-balancedTopology vs area for CSI occupancy — a fair fight with LOS/NLOS-balanced placement |
csi-topology-vs-area | 3 | — | 2026-07-07 |
c-cac-driftCalibration-as-control — does a BLE anchor rescue a drifting CSI occupancy filter (sim)? |
not linked | — | — | — |
c-csi-archcad-sensabilityCSI 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-hardwarePaired 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-poweredCSI 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-v2Cross-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-dayA library day — campus-rhythm arrivals, friends sharing tables, seat reuse over 8 h (IP-102) |
crowd-dynamics-replay | — | — | — |
c-flat-day-aic-flat-day-ai |
not linked | — | — | — |
c-furniture-csi-observatoryc-furniture-csi-observatory |
names csi-oracle-grid-resplan-2605, not a card |
— | — | — |
c-furniture-walkabilityDoes furniture change where the crowd goes — the movement-side of the furnished floor? |
crowd-dynamics-replay | — | — | — |
c-ip110-showcasec-ip110-showcase |
not linked | — | — | — |
c-multifloor-fsm-observatoryc-multifloor-fsm-observatory |
not linked | — | — | — |
c-operanet-sim2real-fingerprintOPERAnet sim-to-real fingerprint — does ray-traced synthetic CSI reproduce the measured environment confound? |
csi-sim2real-transfer | — | — | — |
c-placement-oracle-poweredPlacement oracle, re-earned — the 57-floor coverage-vs-counting claim with attached runs and rendered figures |
ap-placement-coverage-counting | — | — | — |
c-resplan-crowd-to-csiCoupled crowd → CSI on a ResPlan floor — synthetic CSI–density pairs from watchable motion |
csi-crowd-temporal | — | — | — |