The catalytic advantages and design dilemma of molten catalysts for CH4 pyrolysis. Credit: Yuanzheng Chen et al Methane (CH4) pyrolysis, a reaction that produces hydrogen without emitting carbon dioxide, often utilizes molten media catalysts. A recent research paper published in the journal ACS Catalysis has explored how artificial intelligence and machine learning are helping scientists identify these catalysts more efficiently. The industrial implementat