By drawing inspiration from the online censoring (OC) strategy that has significantly contributed to the adaptive processing of big data streams, we develop two prediction error method (PEM) based AFC (PEMAFC) systems in this paper, called OC-PEMAFC-1 and OC-PEMAFC-2.