Broadband solar absorber and high-temperature thermal emitter based on deep-learning optimization and design

A deep-learning-designed metamaterial absorber achieves >90% absorptivity over a 2078 nm bandwidth. Its thermal radiation efficiency stays high and even improves as temperature rises, promising for thermal energy conversion.