Inorganic Synthesis Reaction Condition Prediction with Generative ML

CVAE prediction of calcination and sintering temperatures for inorganic syntheses.

Use for: AI Synthesis Planning, Autonomous Labs, and Synthesis Data. Method focus: solid-state; AI synthesis planning; characterization feedback. Material family: general inorganic materials. Validation: TEM/STEM/electron diffraction; TGA/DSC / thermal analysis; Electrochemical testing / EIS / CV. Safety note: High-temperature work requires crucible compatibility, ventilation, thermal PPE, and cooldown protocols.

Citation: Inorganic Synthesis Reaction Condition Prediction with Generative ML. Materials synthesis resource. https://arxiv.org/abs/2112.09612

Acknowledgement: Curated by MaterialsAtlas Open Resources from open courses, protocols, official documentation, scholarly papers, datasets, safety references, and synthesis-planning resources.