Introduced herein is a “resource adaptive” algorithm for spectrum and periodicity estimation on a continuous stream of data. The formulation is based on the derivation of a closed-form incremental computation of the spectrum, augmented by a load-shedding scheme that can adapt to available CPU resources to provide a resource efficient solution for real time spectrum estimation.