A source living near their mansion in Bedford, Connecticut, told The Sun newspaper: "We have not seen much of Michael here with Catherine for about 18 months.
"Most of his friends are in New York. He likes the city and she likes horses and playing golf. They're like chalk and cheese."
Michael - who has children Dylan, 13, and Carys, 10, with Catherine - is currently holidaying alone in Europe. He was pictured yesterday aboard a friend's yacht off the coast of Sardinia, appearing pensive ahead of the Deauville Film Festival in France, the event where he first met Catherine in 1998.
Michael had recently hinted their struggles had only served to make their relationship stronger.
He said: "True love takes work. Love is an extraordinary feeling that comes from the bottom of your soul, but has to be nurtured, you know. The thing I've learned about getting older is you can't take love for granted,' he said.
"You protect it, nurture it and it grows and after one's initial, physical, emotional aspects, it becomes deeper."
Catherine is believed to be staying in New York with the couple's children.