Opening blender on multiple monitors

I’ve split blender into multiple windows across separate monitors. But this introduced a problem in which, when opening blender, all of the windows get stacked up onto the same monitor, regardless of which monitor they were on when I saved the layout. Forcing me to rearrange them every time I open it.

Is there some way to fix this so that each window opens on the proper monitor?

If you find a way, let me know. I have the same issue and have to drag it to a new monitor everytime.