A new RLS adaptive Volterra filter is presented. The nonlinear filteri
ng problem is transformed into an equivalent multichannel, but linear,
filtering problem. The multichannel input signal is completely othogo
nalised using sequential processing multichannel lattice stags. With t
he complete orthogonalisation, the filter becomes simple, highly modul
ar and suitable for VLSI implementations.