@florenciab welcome to the KNIME forum
To impute values you could try and use the R package Amelia. I once wrote a warpper for KNIME. If you are familiar with R(Studio) you should be able to adapt and use it. I somewhere had a workflow for time series pecifically - I would have to see where that is.