Implementation of Digital twin in Battery charging and forming line in Battery Manufacturing company
Problems in Battery Charging and Forming Line
Extreme Ambient Temperatures
Production often stops as ambient temperatures hit 55°C, triggering automatic shutdowns to prevent damage.
Dust Accumulation on Connectors
Dust on connectors raises resistance, causing overheating and sparks that can ignite flammable materials, leading to fires and up to 7 days of production loss.
Frequent Breakdowns & Maintenance Costs
Frequent dust-related breakdowns and overheating drive up maintenance, replacement costs, and downtime.
Acid Fume Accumulation
Acid fumes corrode charging points, increasing resistance and sparking, which can ignite fumes and cause fires with up to 7 days of downtime.
Manual Monitoring by Inexperienced Operators
Manual parameter monitoring using Excel-like tools by non-technical operators often results in missed critical anomalies—like temperature surges, current spikes, or acid fumes—detected only after failures or fires occur.
Proposed Solution: Real-Time Digital Twin System
Computer Vision Algorithms for real-time detection of dust, sparks, smoke, corrosion, and physical anomalies.
Sensor Integration to monitor and alert for threshold breaches.
HVAC Integration to auto-regulate temperature based on real-time data inputs.
Early Warning & Alert System with dashboard visualization and mobile/desktop notifications for proactive intervention.
Automated Data Logging & Analysis replacing manual Excel monitoring with smart, intuitive interfaces.
Key Value Proposition from Digital Twin of Battery Charging Line
Safety
The supervisory control feature enables a new dimension of safety by reducing the risk of hazards through continuous monitoring.
Reduction in maintenance
50% reduction in maintenance cost of spare parts per machine per year by implementing continuous remote monitoring.
Reduction in unplanned downtime
50% reduction in unplanned downtime by advanced analytics and AI.