Power Integrity problem for a high speed plane is discussed in context of selection and placement of decoupling capacitors. The s-parameters data of power plane geometry and capacitors are used for the accurate analysis including bulk capacitors and VRM, for a real world problem. The optimal capacitors and their optimum locations on the board are found using particle swarm optimization. A novel and accurate methodology is presented which can be used for any high speed Power delivery Network.