Machine-learning technique accelerates discovery of compounds with record-breaking performance for film capacitors


"film capacitors withstanding high-temperature... new type of polysulfate compound to be used in polymer film capacitors shielded capacitors from destruction analyzed  by AI quickly identified key variables in polymer design... insulaor sandwiched between 2 conductive metal sheets.,, trained feedforward neural networks screening 50K polymer library, identified 3 with superior material quality, operational stability, durability... also for designing battery material... EVs, electric aviation, electronics, aerospace, inverters"

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