Nice locomotive. That particular model is a PS2/3v system. The MTH battery packs are generally available, but the better move is what Vernon mentioned.
A BCR2. It plugs directly into the same port as the battery pack does and it is basically maintenance free…
Here is a site with more info…
https://www.jandwelectronics.com/bcr2
Tom