04Analysis platform

From raw muon events to a cited report.

Our analysis software reads muon data from any detector, reconstructs density in 3D, states the uncertainty and ranks where to verify first against your records.

On this page
Raw events
Reconstruction
Uncertainty
Cited report

Every figure on this page comes from simulation with known truth, and says so.

01Analysis chain

What happens to your data.

Our surveys and your own detector go through the same four stages. Because we start from raw events, every step can be checked.

INPUT / 01

Raw events in

Event lists in a documented format, from any detector. CosmicWatch run folders are read straight off the SD card.

Documented formatCosmicWatch
RECONSTRUCT / 02

Density in 3D

Transmission against an open-sky reference, then a regularised 3D reconstruction. The same code runs in Python and in the browser, checked to agree.

Open-sky referenceRegularised 3D
LIMITS / 03

Uncertainty and coverage

Stated with every result, together with what one viewpoint cannot fix: depth.

CoverageDepth limit
REPORT / 04

A cited report

What was measured, what it shows, what it cannot show and what to check first, written for the engineer who acts on it.

Plain languageSources named

02Ranking

Where to drill first, and why.

A density map alone does not say where to dig. Set against your site records, it becomes a ranked list of places to check. Boreholes and GPR stay in your programme; the list says where to use them first.

01

Your records, weighed in

Boreholes, InSAR, geology and inspection records are combined with the muon result. A record you do not hold counts as unknown, not as clear.

02

Ranked, with the first check

Locations are ordered by confidence, each with the check to run first: a borehole, a GPR line or a second viewpoint for depth.

03

Physics scores; the model explains

The score comes from the physics and a Bayesian combination of the evidence. A language model only explains cited evidence, and every statement names its source.

03Validation

How we test the method.

Every test runs against an answer known in advance.

01

Component

Channels, timing, alignment and stability are checked, and directional acceptance is characterised.

Instrument record
02

Simulation, truth known

Randomised sites run through the whole chain, and every step is scored against the truth. The run below is one of them.

Scored runs
03

Blind test, truth withheld

The truth is sealed before analysis starts, and opened only after the analysts commit to a result.

Sealed, then scored
04

Field cross-check

On site, the top-ranked locations are checked directly, and each outcome is recorded against its rank.

Confirmed or not, on record

04Validation run

A randomised validation run, start to finish.

One randomised site, simulated, then measured, reconstructed and ranked by the same code we run on detector data. Everything it produced is here, including where it went wrong.

Simulation with known ground truth, not a field case study.

Three panels: true subsurface density, the SART reconstruction with the true void outlined in cyan, and muon transmission residuals against zenith angle.
Left: the true density field. Centre: the reconstruction, true void outlined in cyan. Right: the per-track transmission residuals the inversion was given.
Two bar charts: combined anomaly probability per location, and the per-source log-likelihood contribution from muography, surface inspection, InSAR and geology.
Left: combined probability per assessed location. Right: what each evidence source contributed, as a log-likelihood ratio.
Detection significance3.6 σ

Goodness of fit against homogeneous rock, this run. Rock with no void scores about 0 σ.

Recovered void density1.91 g/cm³

Against 2.65 g/cm³ rock: the deficit is resolved, its full depth is not.

Position, in planwithin ~0.2 m

The recovered deficit sits on the true void in x and z.

Across 12 random runs0.5 m median

Plan offset from each of 20 true voids, worst 1.4 m. Detection 4.2 to 16.1 σ; twelve scans with no void stayed below 1.2 σ.

What the same run got wrong

  • Vertical smearing is realThe centre panel streaks up and down because the detector samples from one rail. Depth is the weakest axis, and the recovered deficit sits shallower than the truth.
  • An artefact scored HIGHMuography alone ranked a streak artefact at 96%. Adding the other sources pulled it to 63% while the real void held 82%: the order is right, but the artefact still lands in the HIGH band.
  • Which is why the report existsA score is a reason to verify, not a conclusion. Every priority location comes with a recommended check, because this is the failure the geometry permits.

05Try it

Try it yourself, or test it with us.

Both tools open in the browser, in English, with nothing to install.

01

Live simulation demo

The full chain on three simulated sites: a disused tunnel, a mine roadway and a classroom bench, each reconstructed from its own data rather than drawn from the answer.

02

Analysis console, read-only

Screen the built-in surveys, open your own event file and follow a run from scan to cited report. Uploads and report generation stay on the private platform.

03

Research collaboration

For groups with a hypothesis to test. Before any data is taken, we agree the endpoint, the reference data and how the result will be judged.

Tell us about the site. We will tell you whether it can be measured.

Four things are enough for a first answer:

  1. What you are looking for, and where
  2. Where a detector could sit, and how to reach it
  3. The decision the result should support
  4. Any records you already hold: drawings, boreholes, inspections

Or write to us directly

hello@muonsense.com

+852 9379 4199Hong Kong

We reply to technical enquiries within two working days.

Founded in Hong Kong by experimental particle physicists and computational scientists. About the company