Most offshore engineering problems, including marine renewable energy (MRE) are driven by wave action and the accurate reproduction of a given wave trace in experimental or numerical test tanks is of paramount importance. This project will demonstrate a novel approach for wave calibration based on artificial intelligence for complex highly non-linear and current affected wave propagation problems in a physical test facility. Results will validate previous work based on numerical wave tanks and compare the applicability with conventional methods.