Amelius, Once you have configured the set-up as you would like it. I suggest you save it in Music Database with a name like SET-UP 1. Select this SET-UP 1 after switching on next time, this should work.
Some keyboards default to how it was left when switching off, others tend to default to full keyboard piano.

Hope this helps a little. Graham UK

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