SOLUTION · STEEL

DRI Expert

DRI quality prediction, before the lab

An AI module built on VAI for the Midrex direct-reduction process. It predicts product metallization (MD) and carbon (C) online and, as an assistant to the control-room operator, recommends the optimal range for process parameters.

MIDREXMD % · C %RECOMMENDERBUILT ON VAI
DRI EXPERT · MIDREXOnline
MD %91.62 / 91.55Actual / predicted
C %2.16 / 2.18Actual / predicted
FORECASTNOWMEASURED
WTH15 · feed rate193 – 216 t/h
Process gas flow917 – 981 Nm³/t
Bustle gas temperature362 – 390 °C
SAMPLE VALUES · DRI EXPERT DASHBOARD
FEATURES

Capabilities

Product quality prediction

Online prediction of metallization, carbon and sulphur, instead of waiting for lab results.

Recommender system

Recommended ranges for temperature, pressure, reducing-gas ratio and feed rate to reach target quality and lower gas consumption.

Stable quality, lower consumption

Less off-spec product, optimized energy use, higher productivity and fewer human errors.

Any data source

Connects to the control-system server for live data, or reads Historian exports (Excel, CSV) and the full DCS archive.

HOW IT WORKS

Four steps, automated

  1. 01

    Data collection

    Extraction, sorting and transformation, with a report of valid, corrected and invalid records.

  2. 02

    Data preparation

    Cleaning, outlier removal and signal smoothing.

  3. 03

    Data analysis

    Synchronisation, feature selection and correlation analysis.

  4. 04

    Prediction & recommendation

    Quality indicators, actual versus predicted values, and a table of recommended ranges for each parameter.

START

Let's start with a pilot in your plant

Pick one concrete problem in your process. We'll show, in your own environment, what value industrial AI creates.

info@aryavakav.com+98 21 2637 4300 · +98 21 2665 2854