Anti-jamming communication plays an important role in electronic war.Adaptive arrays have very strong anti-jamming capability.The algorithm is the key of adaptive arrays.This paper applies the estimation method to RLS algorithm and RRLS is proposed.The theoretical analysis and simulation results show that the RRLS keeps the advantage of RLS and is superior to the latter in anti-jamming.