Graphene, a two-dimensional sheet of sp2-hybridized carbon material, possesses excellent properties, such as high carrier mobility, high electrical conductivity, high thermal conductivity, strong mechanical strength and quantum anomalous Hall effect. So graphene quickly lights the enthusiasm for its research and application due to its superior performance. The silicon-based graphene devices are compatible with traditional silicon-based semiconductor technology. The combination of silicon-based graphene devices and silicon-based devices can greatly improve the overall performances of semiconductor devices. With the optimization of graphene preparation process and transfer technology, graphene devices using silicon as the substrate will show promising potential applications. With the scaling of device, the heat dissipation, power consumption and other issues impede the integration of silicon-based devices. Graphene provides a possible solution to these problems. In this paper, we summarize the graphene application in field effect transistor. The bandgap of graphene is zero, which will have adverse effect on the switching ratio of the device. In order to solve this problem, a variety of methods are used to open its bandgap, such as the quantum confinement method, the chemical doping method, the electric field regulation method, and the introduction stress method. In the field of optoelectronic devices, graphene can evenly absorb light at all frequencies, and its photoelectric properties have also been widespread concerned, such as photoelectric detector, photoelectric modulator, solar cell, etc. At the same time, graphene, as a typical two-dimensional material, possesses superior electrical properties and ultra-high specific surface area, and becomes the hottest material in high sensitivity sensors.