Here is the press release from Siemens, not much more information though.
https://press.siemens.com/global/en/pressrelease/siemens-mobility-awarded-historic-34-billion-contracts-amtrak
The way they discuss the battery version makes me think it's just to increase fuel efficiency like the Wabtec...