The father-of-three wrote:
"Now that I have had the opportunity to tell Junior & Pringles , we are very happy to announce the safe arrival of our beautiful baby girl:) We are extremely thrilled and mum and bubba are doing fine. We are looking forward to a nice quiet couple of weeks getting to know our baby. Thanks to everyone at Musgrove Park Hospital :)))"
Congratulations Pete!
A Facebook page named Breaking News in Somerset and Beyond wrote: ‘It seems a celebrity has had a baby at a Somerset hospital.’
An excited fan wrote with excitement on their Twitter account that the popstar had welcomed a baby daughter:
‘Peter Andre is in the hospital I work at with Emily and his baby daughter omg.’
Another fan added fuel to the rumours, writing on the social networking site: ‘Yea it's Peter Andre's girlfriend at musgrove x.’
The baby will be the third child for singer Peter, who is also dad to son Junior and daughter Princess with ex-wife, glamour model Katie Price.
Peter has been vocal of his excitement about becoming a Dad again and Emily’s plans to breastfeed their newborn.
The star revealed: ‘I had a meltdown in Mothercare. I wasn't prepared for the breast pump, I nearly passed out when I saw it.’
'This is the first time I'll experience breast-feeding, so I needed to ask lots about that too.’
Peter and Emily have yet to confirm the happy news.