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Dynamic time warping for different phases (Functional Data Analysis)

Batch processes have different phases (e.g. loading, waiting, pre-heating, reaction, cooling, curing, unloading).

 

Dynamic time warping can be very tricky if you try to align all those phases at once. The alternative is not pleasant, as you have to create a model per phase.

 

As a record of these phases is available (in a separate column), it should be easier to pass this information to the FDE platform so the dynamic time warping algorithm knows what pieces need to be aligned.