A finite variation process is an uncertain process whose total variation is finite over every bounded time interval.Based on finite variation processes, a new uncertain integral is proposed in this paper.Besides, some basic properties are discussed.In the framework of uncertain integral, the uncertain differential is introduced, and the fundamental theorem of uncertain calculus is derived.Finally, the integration by parts theorem is studied.