Abstract Beyond the scope of conventional metasurface, which necessitates plenty computational resources and time, an inverse design approach using machine learning algorithms promises effective way for metasurface design. In this paper, benefiting from Deep Neural Network (DNN), procedure a in ultra-wide working frequency band is presented output unit cell structure can be directly computed by...