Operations Efficiency – Robotic Weld Optimization
Problem
Customer experiencing excessive downtime & high maintenance costs
Weld tips replaced three times per shift regardless of condition as precaution to ensure quality compliance
Actions
Extend tool utilization without reducing uptime, performance, or welding quality
Deployed data visualization and leveraged ML to develop replacement predictive maintenance
Automated process with IoT platform
Solution
IoT platform to automate the process
Identified optimal weld tip replacement frequency
Reduced data load on PLCs by implementing simplified architecture
Results
- Achieved $1m in annualized savings in maintenance costs globally
- No reduction in weld quality or machine uptime
- Maintenance teams freed up to focus on other critical events
- Time to completion: 4 weeks
