Investigations have begun on land around St James Church next to the remaining ruins of Reading Abbey.
The Hidden Abbey Project hopes to uncover the high altar where the king and Queen Adeliza are buried.
The survey is the first comprehensive archaeological investigation at Reading Abbey for more than 150 years, the BBC reported.
Further survey's are due to be carried out on the abbey church, Forbury Gardens and Reading Gaol car park.
John Mullaney of the Hidden Abbey Project said: "What we shall discover we do not know - maybe much, maybe little.
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The investigations are being carried out alongside conservation work on the 900-year-old abbey which closed to the public in the summer of 2009 after a survey showed its walls were in too poor condition.
After a successful bid for 1.77 million pounds of lottery funding they are due re-open to the public in 2018.
Henry I, son of William the Conqueror, founded Reading Abbey in 1121.
After his death in Normandy in December 1135, his body was brought to Reading sewn into a bull's hide. He was laid to rest in January 1136.