Sensor Forecasting

Why this use case matters

If applied properly, time series classification can be a powerful tool in extracting valuable business and operational insights from dense data streams. In the case of industrial machinery, and really any sensor information, the machinery heath-state can be classified from sensors that are continuously measuring power, temperature, pressure, vibration, etc.

Techniques

Time-series classification (TSC) models

Algorithms

Distance-based KNN, TimeSeriesForest, Boss, cBoss, RISE, Recurrent Neural Nets (RNN), LSTM

Outcome

Predictive & prescriptive insights extracted from high velocity sensor streams.

Mosaic worked with a leading animal technology company to use machines to provide pet & animal owners with more visibility into the quality of life their pets have.

Mosaic has compiled our industry expertise into a Machine Learning playbook for Manufacturing.