Various embodiments of the present disclosure are directed towards an integrated chip a semiconductor device including a plurality of superlattice layers disposed over a substrate. The plurality of superlattice layers include a first superlattice layer overlying a second superlattice layer. A channel layer overlies the plurality of superlattice layers. An active layer overlies the channel layer. A first interlayer buffer layer is disposed directly between the first superlattice layer and the second superlattice layer. The first interlayer buffer layer comprises a first density of dislocations greater than a second density of dislocations in the first superlattice layer.