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Fused NIRS-XRF Spectroscopy · AI Deep Learning

2 Minutes. Every Truck, Every Ton.

End-to-end unmanned coal assay — from sampling to report. Collapse the 8-hour lab cycle into 2 minutes, and give your supply chain the transparent, real-time infrastructure it has been waiting for.

Full-Spec Report
2 min
Core Quality Metrics
6
Consumable-Free
0 reagents
Continuous Online
24/7

Why Now

Three frictions that traditional coal testing can no longer afford

National-standard lab protocols burn hours and headcount — while the market demands pay-per-quality settlements in real time.

08:00 Time

8+ hours

Calorimetry 10 min · sulfur 8 min · ash 60 min · volatile 15 min — serialised lab steps stretch half a day, easily a full day.

9 × 3 Labour

9-person shift

Manual sampling, preparation, and hand-off to the lab span at least 3 roles and 9 people per shift — error-prone and tampering-prone.

1 / N Decision

One grab sample

A single grab per truck is statistically weak. Delayed labs mean premium cargo missed, or low-grade coal reaching the furnace.

FAITH Rapid Assay eliminates all three.

Technology

NIRS × XRF fusion, wrapped in AI

Molecular-absorption NIR meets atomic-emission XRF. Organic groups and inorganic elements are modelled jointly — industrial repeatability within national-standard tolerances.

NIRS · 900–2500 nm Si Al K Ca Ti Fe Zn XRF · keV
Fusing · AI deep learning
900 – 2500 nm

NIRS (Near-Infrared)

Organic groups · rapid qualitative

C-H N-H C=O
1 – 60 keV

XRF (X-ray Fluorescence)

Inorganic elements · stable quantitative

Si Al Ca Fe
Per-coal-type training

Fusion AI Model

Multi-modal feature fusion

Ash CV Volatile Elements

Microwave Gravimetric Moisture Measurement

Microwave drying with embedded weighing and mass-loss rate calibration, with IR-imaging chamber-temperature feedback and variable-power control — fast drying and accurate moisture, in one chamber.

2025 Group Standard: Rapid Coal Quality Analysis — Fused XRF & NIRS Method

Product

Intelligent Coal Gate Rapid Assay System

Integrated sampling, preparation, and assay — replacing the traditional sample → prep → deliver → lab chain end to end.

Robotic sampler

Bridge-type, robotic-arm, or conveyor sampling — for road and rail coal

Sample transport

Fully enclosed transport line, no human contact, no contamination

Assay lab pod

NIRS + XRF + microwave moisture, temperature and humidity controlled

6 core metrics — all within national-standard tolerance

Metric Symbol Method
Ash Aad XRF
Total Sulfur St,ad XRF
Calorific Value Qnet,ar NIRS+XRF Fusion
Total Moisture Mt Microwave Gravimetric
Carbon Cad NIRS
Hydrogen Had NIRS

Speed leap

8 hours → 2 minutes — faster flow, less dwell

Statistical rigor

Orders of magnitude more samples — representative of the whole cargo

Open integration

APIs for smart-park, washing-plant, coking-plant systems

Lower TCO

Zero reagents, zero manual ops — drastic cost reduction

Use Cases

One system, four ends of the chain

Across coal, power, chemical, and logistics — shorter settlement cycles, sharper blending, flexible furnace-feed control.

Coal Mines

Real-time measurement across mining, washing, and sales — adjust extraction strategy as quality drifts, eliminate disputes.

Responsive mining strategy

Coking & Chemicals

Instant quality read at delivery — match precise feed specs for each process, raise conversion, cut off-spec output.

Pay-per-quality / precise blending

Power Plants

Measure at gate, decide accept/store/return in minutes. Feed real-time data into combustion control — cut coal burn per kWh.

Lower specific fuel consumption

Ports & Rail Hubs

Assay finishes during unloading — quick accept/reject decisions, shorter dwell, faster logistics turnover.

Shorter dwell / fair trading

Timeline

From wet-chemistry standards to fused spectroscopy — 62 years of craft

  1. 1963

    National wet-chemistry method

    Four manual lab steps — calorimetry, sulfur, ash, volatile

  2. 1980

    Semi-automated with microcomputers

    Data capture automated — sampling still manual

  3. 1990

    γ-ray / neutron activation

    Radioactive instruments enter coal assay

  4. 2005

    Single-modality spectroscopy

    Early NIRS / LIBS exploration

  5. 2010

    Industrial spectroscopy trials

    First production attempts — accuracy and stability still limited

  6. 2022

    First fused-spectroscopy pilot

    ILS Shanxi University delivers the first fused-spectroscopy industrial pilot

  7. 2025

    Group standard published

    'Rapid Coal Analysis — Fused XRF & NIRS Method' officially released

Research & Credentials

Standing on 60 years of ILS spectroscopy

Core technology from the Institute of Laser Spectroscopy (ILS), Shanxi University — under the State Key Laboratory of Quantum Optics and Quantum Devices, led by Prof. Zhang Lei.

0 +
National Projects
973 / 863 / Key R&D / 2030 Megaprojects
0 +
Provincial Projects
Shanxi / MoST / MoE
0 +
Industry Collaborations
Energy, environment, equipment
0 +
Academic Papers
Mostly SCI / EI
0 +
Patents Granted
Primarily invention patents

Affiliated Laboratory

State Key Laboratory of Quantum Optics · Shanxi University

Principal Investigator

Prof. Zhang Lei · Director of ILS

Policy & Industry

Five national policies — all pointing to rapid assay

Since 2024, China's NEA and NDRC have issued back-to-back directives mandating rapid, transparent, non-destructive coal assay across the supply chain.

News & Resources

First-hand research, coverage, and whitepapers

Contact & Partnership

Book a demo — or a technical conversation

Based in Taiyuan, serving nationwide. Whether you run a mine, a power plant, a port, or a coking plant — we tailor a solution to your site.

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