We present the results of the nonlinear analysis of a near-wall turbul
ence signal, measured using a Laser Doppler Anemometer. Despite being
preliminary in part, the results highlight some interesting aspects of
the dynamics of coherent structures. Careful reconstruction of the dy
namics from the scalar time series highlight particular phases of the
bursting cycle, corresponding to the VITA detections, immersed in the
overall high-dimension dynamics: the possibility to distinguish these
trajectories in the embedding space provides indications for condition
al sampling techniques on the reconstructed attractor. The application
of nonlinear prediction to a system of high-dimension produces foreca
sts of rapidly decreasing quality over time, with no consequences for
practical applications. Much more interesting instead is the analysis
of the forecast errors for very short forecast intervals, where we obs
erved a greater difficulty to predict the beginning of coherent struct
ure instability probably due to the quasi-random forcing of the outer
flow.