How old are the kids?
This probably has a bearing on how well they will accept you.
I recall dating a "single" mum a few years ago, with 4 year old daughter. Husband was in the Navy and away from home a lot (can't remember if they were separated or not). First thing the daughter asks me: "are YOU my real daddy?". End of dating.