Plasma-Assisted SurfaceEngineering of Binary MetalChalcogenides: A Path Toward High Energy Efficiency, Electrocatalystsfor Water Splitting, and Urea Oxidation with Stability Predictionvia Machine Learning

This study introduces an advanced Cu₂MnS₂ ctenophore-like nanostructured electrocatalyst, synthesized through a hydrothermal process and enhanced via argon (Ar) plasma activation (Cu₂MnS₂-Ar) to improve its performance in overall water splitting (OWS) and urea oxidation reactions (UORs). Plasma activation generates reactive species that modify the material’s surface, increasing its conductivity, electroactive sites, and surface energy, all contributing to enhanced catalytic activity. The Cu₂MnS₂-Ar catalyst exhibits impressive performance in hydrogen evolution (HER) and oxygen evolution (OER) reactions, with overpotentials of 0.012 and 0.026 V at 10 and 300 mA/cm², respectively, much lower than the untreated Cu₂MnS₂ catalyst, which shows 0.308 and 0.309 V. More importantly, the developed cell with the Cu₂MnS₂-Ar electrocatalyst demonstrates an exceptional overpotential of 1.47 and 1.37 V at 50 mA/cm² for the OWS and UOR and, notably, which is much smaller than the noble metal-based catalyst. Conversely, our developed cell exhibits outstanding performance by achieving cell voltages of 1.59 V even under demanding industrial conditions (60 °C). The stability of the Cu₂MnS₂-Ar catalyst was further evaluated using time series analysis (TSA) and long short-term memory (LSTM) modeling, which accurately predicts the electrocatalytic behavior, confirming the effectiveness of the modeling technique in understanding the catalyst’s performance.