Efficient Battery Electrolyte Design for Electric Aircraft Driven by Physics-Augmented AI

This dataset is for the paper "Efficient Battery Electrolyte Design for Electric Aircraft Driven by Physics-Augmented AI". The File "Measurements_of_Ionic_Conductivity_in_Original_Property_Datasets.xlsx" includes repeated measurement results of the ionic conductivity for each electrolyte in the original ionic conductivity dataset (100 data points), where the electrolyte compositions include LiPF₆, EC, EMC, DMC, EA, EB, EP, and VC. The File "Measurements_of_Diffusion_Coefficient_in_Original_Property_Datasets.xlsx" includes repeated measurement results of the diffusion coefficient for each electrolyte in the original diffusion coefficient dataset (86 data points), where the electrolyte compositions include LiPF₆, EC, EMC, DMC, EA, EB, EP, and VC. The File "Measurements_of_Ionic_Conductivity_in_New_Property_Datasets.xlsx" includes repeated measurement results of the ionic conductivity for each electrolyte in the new ionic conductivity dataset (30 data points), where the electrolyte compositions include LiPF₆, LiFSI, EC, EMC, DMC, AN, and VC. The File "Measurements_of_Diffusion_Coefficient_in_New_Property_Datasets.xlsx" includes repeated measurement results of the diffusion coefficient for each electrolyte in the new diffusion coefficient dataset (28 data points), where the electrolyte compositions include LiPF₆, LiFSI, EC, EMC, DMC, AN, and VC. The File "25 Degrees Celsius.xlsx" includes repeated measurement results of the discharging capacity retentions at different C-rates for 44 electrolytes at 25℃. The File "45 Degrees Celsius.xlsx" includes repeated measurement results of the discharging capacity retentions at different C-rates for 44 electrolytes at 45℃.