What We Do
Solving field problems with physics-informed AI
01
Physics-Based Synthetic Data
We generate large volumes of anomaly data with physical models, enabling AI that could not be used because real abnormal data was too limited.
02
Predictive Maintenance
A rare specialty in Japan
Physics-constrained time-series prediction works without abundant failure data and reduces false alarms at the root.
Physics-constrained time-series prediction works without abundant failure data and reduces false alarms at the root.
03
Slope and Sediment Hazard Assessment
Geotechnics x AI
We quantify collapse risk using pore water pressure and physical models for consultants, railways, roads, and infrastructure owners.
We quantify collapse risk using pore water pressure and physical models for consultants, railways, roads, and infrastructure owners.
04
End-to-End Delivery
Engineers directly handle discovery, requirements, implementation, and improvement proposals without unnecessary margins.
