DSA — Data Science & AI Solutions
Models that read the asset, not the report.
We build machine learning for physical infrastructure — pipelines, plant, and the sensors already attached to them. The work is judged on whether it changes where an inspection crew is sent tomorrow.
Work
PipeGuardian AI
A proposed deep learning system that reads pipeline sensor data in real time, locates erosion, and classifies what kind it is — so inspection crews are sent to a place rather than along a route.
Read the case →- Inputs
- Ultrasound, LiDAR, pressure sensors
- Analysis
- Real-time and historical, cross-validated
- Output
- Location, erosion class, failure forecast
- Target accuracy
- 95%+ vs 70–80% conventional
How we work
Most industrial data problems are not modelling problems. They are integration problems wearing a modelling costume: three sensor systems that do not agree, a historian nobody has queried in years, and a maintenance log kept in a spreadsheet. We start there.
SKELETON — this division currently has one case study and no service pages. Whether PEC sells DSA as consulting engagements, as products, or as both is still an open question.