Artificial intelligence-driven phase stability evaluation and new dopants identification of hafnium oxide-based ferroelectric materials
Abstract Outdoor Umbrella In this work, a multi-stage material design framework combining machine learning techniques with density functional theory is established to reveal the mechanism of phase stabilization in HfO2 based ferroelectric materials.The ferroelectric phase fractions based on a more stringent relationship of phase energy differences