DustScoutDustScoutby Sentinel AI

SilicaSense™

AI that detects what your eyes cannot.

Respirable crystalline silica (RCS) is one of the most dangerous airborne hazards in mining. Exposure causes irreversible lung disease, and regulators across Africa and Australia are tightening compliance. Yet today, mines still rely on slow, periodic laboratory sampling — leaving teams blind for weeks at a time.

SilicaSense™ changes everything.

PROBLEM

A serious occupational hazard

Silica exposure causes irreversible lung disease — silicosis, lung cancer (IARC Group 1), COPD. Current detection is slow, manual and costly, and mines operate blind between sampling cycles, unable to respond to changing conditions in real time.

SOLUTION

Real-time AI detection

By analysing particulate signatures from DustScout in real time, SilicaSense™ predicts silica-risk conditions using intelligent modelling, pattern recognition and adaptive baseline analysis — continuous, site-wide silica visibility the industry has never had.

IMPACT

Measurable results

Earlier detection means fewer health risks. Targeted suppression reduces water usage by up to 90%. Continuous monitoring strengthens compliance and reporting, and data-driven planning cuts downtime.

The silent hazard

Between lab samples: no data. No warning.

Respirable crystalline silica — quartz particles under 4 microns — travels past every natural defence into the deep lung. It is an IARC Group 1 carcinogen: silicosis is incurable, and lung cancer and COPD follow it. Yet most operations still measure it the way they did decades ago — a worker wears a pump for a shift, the filter goes to a laboratory for gravimetric weighing and XRD analysis, and the result comes back two to six weeks later. By then the exposure has already happened — to that worker, on that road, under those conditions.

SEC. 01 / WHY THIS EXISTS

TRADITIONAL LAB CYCLEWEEKS BLIND
DAY 0Worker wears a personal pump for one shift; filter collects respirable dust
DAY 0+Filter couriered to an accredited laboratory
LABGravimetric weighing → total respirable mass; XRD / FTIR → crystalline silica content
WEEK 2–6Result arrives. The exposure it describes is history — and between samples, nothing is measured at all
SILICASENSE™ CYCLECONTINUOUS
1 sPM4.0 respirable fraction sampled on every instrumented vehicle, geo-tagged to the road segment
LIVERCS estimate computed against your site's lab-verified geology — with a confidence score on every reading
30 sShift TWA and projected end-of-shift exposure recalculated and pushed to the control room
ALWAYSAn early-warning layer between mandated samples — complementing gravimetric compliance sampling, never replacing it
< 4 µm
respirable particle size — past every natural defence
GROUP 1
IARC carcinogen classification
2–6 wks
typical laboratory turnaround
1 s
SilicaSense™ sampling interval

The risk model

A Silica Risk Index your control room already understands.

Every zone and route carries a live 0–10 index with traffic-light bands. Amber is the action level — enhanced monitoring, pre-emptive suppression. Red means act now: water cart, speed limits, route diversion.

FIG. 01 / RISK INSTRUMENT

SILICA RISK INDEXMAIN HAUL · LIVE
6.2MEDIUM — ACTION LEVEL

RCS est. 0.038 mg/m³ · TWA on track 0.041 mg/m³ · confidence HIGH

04.07.010
0 – 3.9 LOWRoutine monitoring — conditions nominal
4.0 – 6.9 MEDIUMAction level — notify supervisor, pre-emptive suppression
7.0 – 10 HIGHOEL approach — deploy water cart, reduce speed, verify PPE
SHIFT EXPOSURE TRACKING — THE REGULATORY VIEW
8-hour TWA
0.041mg/m³
The regulatory metric, computed live
Projected end-of-shift
0.047mg/m³
Intervene before the breach, not after
Action level
50% of OEL
Alerts begin here — early by design
Days since exceedance
214
On the wall, with data to back it
ROUTE SEGMENTS BY SILICA RISK — LAST 24 H · HAUL LOOP A12
StartEnd

Every reading is geo-tagged to a named road segment — Pit Exit Ramp, Crusher Approach — so you know exactly which stretch of road drives your exposure, and whether yesterday's watering actually worked.

The science

An honest estimate, calibrated to your geology.

SilicaSense™ is not a direct silica measurement — and it never pretends to be. It is a continuous estimate built on your own laboratory data: the PM4.0 respirable fraction (the regulatory definition of respirable dust), corrected against gravimetric reference sampling at your site, multiplied by the crystalline silica fraction from XRD analysis of your rock. Every reading carries a confidence score.

FIG. 02 / ESTIMATION MODEL

RCS ESTIMATION — LIVE WORKED EXAMPLEONE READING · ONE SECOND · ONE ROAD SEGMENT
STEP 1
68.3 µg/m³

Measure PM4.0

The respirable fraction — total mass of particles under 4 µm, sampled every second on the vehicle. This is the key number: PM4.0 maps directly to the regulatory definition of respirable dust.

STEP 2
× 0.68

Gravimetric correction

Optical sensors are factory-calibrated on reference aerosol, not your dust. The site factor comes from running DustScout alongside a gravimetric sampler (pump + cyclone + filter) over several shifts.

STEP 3
× 0.14

Site silica fraction

From laboratory XRD analysis of your rock and dust samples — quartz and cristobalite content combined. Refreshed quarterly, or when the geological zone changes.

STEP 4
≈ 0.065 mg/m³

RCS estimate

Environmental and activity factors applied, and the result is scored: this example reads 65% of a 0.10 mg/m³ OEL — with confidence HIGH attached.

CONFIDENCE SCORING

Every estimate says how sure it is

Because this is an estimate, every reading carries a confidence level — Very High (>0.80) under optimal conditions: PM4.0 in its accurate range, moderate humidity, fresh gravimetric calibration. Stale calibration or extreme conditions lower the score, visibly.

SITE CALIBRATION

Three inputs keep it honest

One-time geological configuration (XRD report: quartz + cristobalite %), quarterly gravimetric re-calibration against your own compliance samples, and — ideally — water-cart GPS tracking to close the suppression loop. That's the whole external footprint.

SOURCE INFERENCE

PM ratios tell you where dust comes from

A high PM2.5/PM4.0 ratio (>0.7) points to fine particles from crushing, drilling or blasting; a high PM4.0/PM10 ratio means a large share of all dust is in the dangerous respirable range. SilicaSense™ reads these signatures continuously, per segment.

REGULATIONS STILL REQUIRE PERIODIC GRAVIMETRIC SAMPLING — SILICASENSE™ FILLS THE GAP BETWEEN SAMPLES, IT DOES NOT REPLACE THEM.

From reading to action

Alerts that arrive with a recommended action.

TWA and Risk Index update every 30 seconds. When thresholds are crossed, the alert engine pushes to dashboard, SMS and API — each alert typed, severity-graded and paired with what to do about it.

FIG. 03 / ALERT ENGINE

Alert typeSeverityTriggerRecommended action
OEL_APPROACHHIGHA segment's RCS concentration exceeds the OEL, or the projected shift TWA is on track to breach itDeploy water cart, reduce speed, verify PPE on affected routes
ACTION_LEVELMEDIUMThe shift TWA exceeds 50% of the OEL — the regulatory action levelInitiate enhanced monitoring and pre-emptive suppression; log for medical surveillance obligations
ENVIRONMENTALADVISORYWatering effectiveness dropping, or wind and drying conditions raising re-entrainment riskRe-sequence the water cart; watch flagged segments on the next pass

Behind the alerts sits the regulatory arithmetic, computed live: TWA = Σ(concentration × time) ÷ 8 h — the trip average — alongside the current dose rate, the speedometer. The TWA progress bar shows how much of the shift's 8-hour exposure budget is spent, with the action-level marker at 50% and a dashed projection to end of shift.

Capabilities

Key features.

SEC. 02 / KEY FEATURES

DETECTION

Real-time risk inference

Silica risk inference for every haul route, loading bay, crusher and pit — updated continuously. Works with existing DustScout hardware; no new sensor required.

INTELLIGENCE

High-resolution detection

PM signature detection identifies respirable particle patterns linked to silica presence. A self-calibrating site model learns material behaviour over time, improving accuracy with every measurement.

OPERATIONS

Water-saving insights

Target suppression only where risk is rising, reducing unnecessary water usage by up to 90%. Early-warning alerts via dashboard, SMS or API when high-risk conditions are detected.

INTEGRATION

Seamless deployment

Integrates with all DustScout deployments — no additional hardware. Generates a clear Silica Risk Index for every zone and route from day one.

Compliance

Your jurisdiction, your limits.

Select your regulatory framework in the platform — every TWA, action level and exceedance recalculates instantly. SilicaSense™ complements mandated gravimetric sampling; it does not replace it.

FIG. 04 / EXPOSURE LIMITS

FrameworkJurisdictionOEL — 8 h TWA (RCS)SilicaSense action level
SA MHSASouth African mines0.10 mg/m³0.05 mg/m³
Safe Work AustraliaAustralian workplaces0.05 mg/m³0.025 mg/m³
WA WHS (Mines)Western Australia · DMIRS0.05 mg/m³0.025 mg/m³
OSHA PELUnited States0.05 mg/m³0.025 mg/m³
NIOSH · ACGIH · EUReference frameworks0.025 – 0.05 mg/m³50% of OEL

Benefits

Why it matters.

SEC. 03 / WHY IT MATTERS

Protects workers

An early-warning layer that enhances compliance and supports proactive dust suppression, protecting workers from long-term health hazards.

Reduces water usage

Targeted suppression strategies reduce unnecessary water spraying by up to 90%, optimising resource allocation.

Improves compliance

Better compliance with evolving silica standards through continuous monitoring and comprehensive documentation.

Optimises operations

Context-rich environmental intelligence that enables data-driven decision-making and operational efficiency.

Silica liability is generational. So is the proof you managed it.

AUDITABLE HISTORY BEHIND EVERY NUMBER — TWA RECORDS, ALERTS, INTERVENTIONS, CALIBRATION CERTIFICATES

Put continuous silica awareness on your control-room wall.

SilicaSense™ runs on the DustScout hardware you already have — live in days, calibrated against your own gravimetric samples.