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What was the architecture of your predictive model? Was it designed to learn the underlying physical dynamics from the tons of sensor data?

It was a hybrid of several algorithms. Yes, it was an adaptive model trained with a large historical dataset and updated daily.

i think not. any publications you could point to?

I'm not sure what the "I think not" was in response to. This was an industrial application, so there were no publications.