For one night only on 9 October the Hell's Kitchen and F Word star will cook for ten people in the specially created capsule dining room.
The six-day festival, which runs from 8 to 14 October, will see a different chef cooking dinner at the Merlin Entertainments attraction every night.
The full list of chefs include:
8 October - Richard Corrigan from Corrigan's of Mayfair
9 October - Gordon Ramsay
10 October - Francesco Mazzei from L'Anima
11 October - Vineet Bhatia of Rasoi Vineet Bhatia
12 October - Ross Shonhan of Zuma Restaurant
13 October - Tong Chee Hwee of Hakkasan
14 October - Alan Bird and Gary Lee of The Ivy
Each evening will be auctioned off in aid of Action Against Hunger.
"Never before has the capital seen so many of the industry's big names involved in so many one-off foodie events," said London Restaurant Festival co-founder Simon Davis.
The London Restaurant Festival will feature a host of showpiece events at some of London's most iconic venues.
Organisers hope the six-day celebration of food will boost the sales of the hundreds of participating restaurants by 20%.
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