Well your DH should certainly be able to encourage you to get out and exercise - he has no excuse for not watching the kids for an hour

If you get dinner organised before he gets home then get him to feed the kids while you go out then I think you could escape from 5 - 6pm. That way he has something to do and keep them occupied for that time.