Japan-based Rohm Semiconductor has newly launched a prototype SoC featuring an on-device learning AI accelerator, which can instantly predict the failure of electronic devices such as built-in motors and sensors with ultra-low power consumption and is thus ideal for edge computing devices and endpoints in the IoT applications, according to industry sources.