Speaker
Dr
Ruben Ferreiroa Garcia
(Navantia)
Description
" This presentation addresses how Data Science and Artificial Intelligence are transforming the naval industry, using the development of Digital Twins as the connecting thread and enabling infrastructure. Real-world cases developed at Navantia will be presented, connecting them to the mathematical and statistical foundations of Data Science. The topics covered will be:
The industrial data challenge in complex naval platforms: Characteristics of operational data in ships and naval systems (non-sensitive).
AI-oriented Digital Twin architecture: Technology stack (OPC-UA, Node-RED, InfluxDB, MLflow, ONNX Runtime) and DT-Ready architecture for making ML models deployable in OT environments. Digital twin of a cooling system (Unit Cooler).
Physics-Informed data-driven models: Strategies for incorporating domain knowledge (heat transfer equations, vibration dynamics) into neural networks, reducing data requirements."
Author
Dr
Ruben Ferreiroa Garcia
(Navantia)