In this paper we show how to model the load in an electric power system using the Ornstein-Uhlenbeek process and use the method developed by Lehmann to find the distribution of the maximum of the load process in a bounded time interval. A numerical example showing how to find a upper confidence bound for the maximum of the load process in a bounded time interval using the proposed method will also be given.