In accordance with an embodiment of the invention the method of manufacturing a semiconductor device is capable of forming a semiconductor substrate having an embossing structure. The method includes forming a layer having a plurality of hemispherical single crystal silicon elements, and forming one or more carbon nano tubes between adjacent hemispherical single crystal silicon elements, thereby, increasing a length of an effective channel of a transistor.