Hi Thomas,
It’s great that you joined this group.
It’s a bit difficult to give any hint without seeing the data, but if they are equally-spaced (1h), I think I’d start with either a ResNet or an FCN model on the raw data. These models work pretty well on multivariate time series data. You may want to take a look at this link where a review article is summarized.