AI-Driven ECU and System Calibration Platforms
#1AVL CAMEO 5, ETAS INCA with ML extensions, and rFpro's AI-driven virtual calibration environment are deployed in production programs at major OEMs including BMW, Volkswagen Group, and Stellantis. These platforms use Design of Experiments (DoE) combined with Gaussian process regression and neural network surrogate models to explore calibration parameter spaces autonomously, generating optimal calibration maps in hours rather than weeks. Closed-loop dyno automation systems now run overnight calibration sessions without engineer attendance, with AI flagging anomalies for morning review.