ANALYTICS AND PREDICTION

Hybrid physics and AI/ML methodoolgy

Ringtail expertise covers the common industry multi-physics based simulators e.g. Ansys, Simulia, Comsol, Mathworks etc. and uses physics-based modelling to create training data sets for machine learning applications. This can be useful for understanding and predicting the performance of a new product such as a pump or compressor. A single pump can be extended to a new process or entire system and validated when sufficient sensor data is available. For established plant where there has been historical surveillance, the data can be used directly for machine learning and for applications such as power optimisation, preventative maintenance etc.

​

In addition Ringtail offers expertise with the AI/machine learning services of the major Cloud providers and also develops in house alternatives using Python libraries as required.