The 46-year-old Radiohead singer said the split has been amicable, reported Female First.
“Rachel and I have separated. After 23 highly creative and happy years, for various reasons we have gone our separate ways. It’s perfectly amicable and has been common knowledge for some time,” he said in a statement.
The couple have two children together, Noah and Agnes. They met at the University of Exeter where Rachel studied fine art printmaking.