Industrial AI • Physics-Informed Neural Networks

Turning Industrial Data into Actionable Intelligence

AI-powered optimization, Digital Twins, predictive maintenance, reliability analytics and decision support systems for critical infrastructure.

Digital Twins Combustion AI Predictive Maintenance Power Scheduling IIT-KGP Ecosystem
Industrial AI Neural Networks and Digital Twins
Industrial Intelligence Hub
Edge-to-Cloud Telemetry

  • Real-Time OPC-UA / SCADA Connectors
  • Sub-Second Dynamic Anomaly Detection
  • Physics + Empirical Hybrid Models
  • Closed-Loop Advisory & Auto-Control
Validated with IIT Kharagpur CoEAMI
Architecture Stack

The 7-Layer Industrial AI Architecture

An unbroken digital pipeline transforming noisy plant sensor telemetry into validated executive decisions.

01
Data Acquisition
OPC-UA, Modbus, MQTT, PLC & SCADA edge gateways.
02
Historian
High-throughput time-series databases with microsecond fidelity.
03
Analytics
Signal noise filtering, FFT frequency transforms & statistical KPIs.
04
Machine Learning
Physics-informed neural nets (PINNs) & nonlinear regression.
05
Digital Twin
Thermodynamic & finite element 3D behavioral simulation.
06
AI Advisory
Prescriptive set-point recommendations & automated dispatch.
07
Dashboard
Multi-unit fleet telemetry, heat-rate KPIs & statutory audits.
Proprietary Systems

Flagship Industrial AI Platforms

Specialized algorithmic platforms built to solve the heaviest engineering and dispatch bottlenecks.

AI Advisory & Control

Continuous closed-loop guidance for control room operators recommending optimal damper, air-fuel, and steam temperature set-points.

Real-Time Guidance Operator Cockpit

Digital Twin Boiler

Thermodynamic digital twin simulating tube metal temperatures, wall thinning, and localized thermal fatigue hotspots to prevent boiler tube leaks.

Physics Twin Tube Leak Forecast

Coal Blending AI

Mathematical optimization of multi-source coal blends (domestic, washery, imported) to achieve minimum fuel cost per million kCal without boiler slagging.

GCV Optimization Fuel Arbitrage

Power Scheduling & DSM

Automated day-ahead and real-time generation scheduling integrated with SLDC/RLDC portals to capture merchant power arbitrage and eliminate DSM penalties.

Grid Telemetry DSM Penalty Avoidance

Asset Performance (APM)

Predictive health scoring and early failure prognostics for heavy rotating equipment, turbines, boiler feed pumps, and high-voltage transformers.

Vibration Telemetry ISO 10816

Industrial Computer Vision

Edge camera AI detecting hot spots on coal conveyor belts, flare stack flame anomalies, slab surface defects, and PPE compliance in hazardous plant yards.

Thermal Optical AI PPE & Hotspot Alert
Measurable Impact

Empirical Business Outcomes

COPL algorithms translate directly into millions in fuel savings and enhanced plant lifespan.

10-15%
Fuel Cost Optimization

Dynamic real-time bunker coal blending reducing expensive imported coal dependence while maintaining target gross calorific value (GCV).

99.95%
Reliability Improvement

Elimination of unexpected boiler trips through continuous thermodynamic digital twin tube metal stress forecasting.

Zero-Lapse
Safety Enhancement

AI-verified permit isolation, confined space gas telemetry, and automated thermal hazard early alerts across plant premises.

40-60%
Downtime Reduction

Transitioning maintenance from reactive firefighting to condition-based proactive intervention, preventing catastrophic equipment destruction.

25-35 kCal
Heat-Rate Improvement

Closed-loop AI combustion trimming lowering auxiliary power consumption and minimizing carbon emissions per megawatt-hour generated.

Deployment Domains

Mission-Critical Sectors Powered by COPL AI

Purpose-tailored algorithmic models engineered for the specific physical dynamics of each industry.

Power Generation

Thermal, hydro, and captive power plants optimizing combustion, coal blending, steam parameters, and grid dispatch.

Manufacturing

Continuous process, steel mills, and chemical facilities digitizing production logs, EHS permits, and machine vibration APM.

Mining & Bulk Handling

Stockpile lidar analytics, conveyor fire hazard detection, heavy excavator telemetry, and shift rota optimization.

Utilities & Smart Grids

Water distribution telemetry, gas pipeline leak detection, transformer fleet health indexing, and substation automation.

Conservation & Environmental Infrastructure

Thermal AI wildlife early warning corridors, solar microgrids, veterinary e-logs, and zero-carbon bio-sanctuary master plans.

Enterprise Excellence

Why Industry Leaders Trust COPL Industrial AI

Combining mathematical rigour, deep thermal domain expertise, and seamless IT/OT enterprise integration.

AI + Domain Physics

We don't build generic black-box neural nets. Our models embed thermodynamic laws, mass-energy balance equations, and physical failure dynamics.

Industrial Track Record

Proven in heavy supercritical power plants, integrated steel mills, and mining networks across India with documented multi-crore savings.

Seamless IT/OT Integration

Plug-and-play interoperability with existing Honeywell, ABB, Siemens, Yokogawa DCS systems, and enterprise SAP/ERP suites without hardware replacement.

Plant-Level Feasibility

Request an Industrial AI Feasibility Assessment

Let our domain architects analyze your DCS/SCADA historian sample data to project precise heat-rate gains, fuel savings, and reliability improvements for your units.

Strict NDA & Telemetry Data Protection IIT Kharagpur Research Park Hub