This paper describes the main steps needed to apply neural networks in the
domain of dynamic security assessment (DSA). The paper provides also an ove
rview of the application of neural networks in DSA. Special emphasis is giv
en to the application of this approach in a medium size real system where a
large penetration of wind power is foreseen.