Image-to-image translation models applied to materials: augmented CycleGAN for predicting chemical compositions of hybrid materials.

The ultrasonic transducer is considered the most important component of ultrasound medical instruments, and its key active layer generally fabricated by piezoelectric materials, such as BaTiO3, Pb (Zn, Ti)O3, PVDF, etc. As star material, perovskite photovoltaic materials (organic inorganic halide CH3NH3PbI3, CsPbI3, etc.) have great potential to be widely used in solar cells, LEDs, detectors, p...

A simple one-pot procedure under mild conditions has been developed with the aim of preparing a set hybrid organic-inorganic multifunctional materials. This is based on use catechol and KIO4 as oxidizing agent in conjunction 3-aminopropyl-, substituted 3-aminopropyl- 3-methylimidazolium-1-trimethoxypropylsilane mimicking polydopamine-like chemistry. Reactions were carried out water at room temp...