Adaptive B-spline neural network based nonlinear equalization for high-order QAM systems with nonlinear transmit high power amplifier.

•Complex-valued B-spline nonlinear equalizer for Hammerstain channels.•Alternative least squares algorithm for Hammerstain channel modeling.•Pseudo training data based least squares algorithm for B-spline inverting model.•Decision-directed adaptation to track the time-varying channel.