High Dielectric Constant
High dielectric constant materials, crucial for electronics and energy applications, are the focus of intense research aimed at discovering materials with optimal combinations of high permittivity and wide band gaps. Current efforts utilize machine learning, particularly employing neural networks and multi-objective optimization algorithms, to efficiently screen vast material databases and predict dielectric properties, including the directional dependence captured by dielectric tensors. These advancements enable the accelerated discovery and design of novel high-dielectric materials, impacting the development of improved electronic devices and energy storage technologies.
Papers
November 15, 2024
November 13, 2024
May 15, 2024
January 11, 2024