Autonomous ultrasonic inspection using Bayesian optimisation and robust outlier analysis

•A novel optimisation scheme enabling autonomous robotic inspection for NDT.•Demonstrated with an ultrasonic robotic inspection of an aerospace composite panel.•Optimiser guides robot exploration based on spatial model of robust novelty indices.•Gaussian process regression gives damage probability distribution at unscanned locals.•Total probability-of-damage field updated sequentially as observations gathered.