I posted a reply yesterday but it did not show up, I guess.
There is a Patricia on the Fitton Board looking for Crossleys in Ashton. She has a person using Crossley as a first name and believes her ancestors came to the States about the time you are looking at.
Good luck.
She contacted me when I saw your message it rang a bell because of the location.