Business Impact

Quantified improvements in fuel efficiency, heat rate, and plant stability

Reduce Fuel Consumption by 5%
AI-driven combustion and soot blowing optimization directly minimize coal usage and associated carbon emissions.
Improved Net Heat Rate (NHR)
Prescriptive analytics stabilize plant operations, reducing the heat energy required to produce each kWh of electricity.
30% Reduction in Forced Outages
Automated anomaly detection stabilizes parameters like steam pressure and FEGT to prevent cascading operational failures.
Proactive Maintenance
Diagnostic analytics for heat exchangers and pumps allow teams to address fouling and leakages before they cause downtime.

Solution Highlights

Core analytical capabilities driving continuous heat-rate optimization

Combustion Bed Optimization
AI operational intelligence to optimize bed combustion and minimize unburnt carbon losses.
Auxiliary Power Analytics
Efficiency tracking and recommendations for BFP, ID/FD fans, and cooling tower performance.
Heat Exchange Analytics
Performance tracking for HP/LP heaters, deaerators, and superheaters with maintenance alerts.
Advanced Anomaly Detection
Early detection of process deviations with root cause analysis to prevent operational failures.
Soot Blower Optimization
AI-scheduled soot blowing to optimize heat exchange and reduce steam consumption and fouling.
Condenser-Tower Circuit Optimization
Maximize power output by optimizing exhaust enthalpy, vacuum, and dryness fractions.
Real-time KPI Tracking
Continuous monitoring of NHR, LOI, and FEGT with instant insights when parameters drift out of range.
Varied Configuration Support
Customized solution logic for AFBC, CFBC, and PF boilers across all turbine configurations.

Why Faclon Labs

Distinct strengths enabling successful AI-driven power plant optimization.

Advanced AI and LLM Use Cases
Leveraging machine learning for anomaly, diagnostic, and prescriptive operational analytics.
Deep Subject Matter Expertise
Access to expert consultants with decades of experience in complex power plant operations.
Unique SME-AI Hybrid Solution
Combining cutting-edge data science with specialized engineering knowledge for high precision.
Cybersecurity Compliant Architecture
Meets necessary OT and IT cybersecurity standards for sensitive industrial data protection.
Tailor Made Deliverable Design
Solutions customized based on specific plant configurations and stakeholder preferences.
Focus on Actionable Insights
Prioritizing clear recommendations for O&M teams to act on immediately for performance gains.
CASE STUDY - POWER PLANT NHR REDUCTION

AI-Driven Heat Rate Optimization at a Leading 21 MW Paper Power Plant

The project integrated boiler combustion data and thermal cycle parameters for a 21 MW power plant at one of India’s largest pulp and paper mills. This system digitized the monitoring of NHR, LOI, and auxiliary power, creating a unified system of records for enterprise-grade efficiency tracking. The solution provided real-time prescriptive analytics to optimize the heat rate and stabilize operations across the facility.

ROI Achieved in Under 6 Months: The system paid for itself rapidly through significant fuel savings and improved process stability.

4% Coal Consumption Reduction: AI-driven combustion insights revealed substantial potential for reducing daily coal requirements.

Boosted Operations Productivity: Automated decision-making and analytics allowed the team to focus on high-value corrective actions.

Learn More

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