Publicist Bob Merlis declined to say Thursday if the couple had filed for divorce.
Merlis says the Mellencamps "are proud of their 20 years together and are very happy with their accomplishments both as parents and as a family."
He says they will continue to raise their two children in Indiana.
Mellencamp's latest album, "No Better Than This," was released earlier this year.
