An epitaxial structure includes a patterned epitaxial growth surface defining a plurality of grooves. A graphene layer covers the patterned epitaxial growth surface. An epitaxial layer is formed on the patterned epitaxial growth surface, wherein a first part of the graphene layer is sandwiched between the substrate, and a second part of the graphene layer is embedded into the epitaxial layer.