The 32 year-old also said if Cole agrees to duet at the launch of his tour at London's O2 Arena in February, he will take her on a date afterwards.
According to Britain's Daily Mirror newspaper, he said: 'I want Cheryl on stage for sure. It will be really nice, if she has time. She got moves.
'Afterwards maybe we can have a roast dinner, or we'll get Newcastle Brown Ale. That's what you guys like, right?'
The pop star also wants Britain's Got Talent star Susan Boyle, 49, to open up for him on his Scottish dates.
He added: 'What kind of rock you think I live on? I want Susan to open for me in Scotland. I saw her on YouTube. She can hit some notes, we'll shock people.'