AC Power Flows, Generalized OPF Costs and their Derivatives using Complex Matrix Notation

The purpose of this document is to show how the AC power balance and flow equations used in power flow and optimal power flow computations can be expressed in terms of complex matrices, and how their first and second derivatives can be computed efficiently using complex sparse matrix manipulations. Similarly, the derivatives of the generalized AC OPF cost function used by MATPOWER and the corresponding OPF Lagrangian function are developed.