A new method is introduced for determining unknown concentrations of major components in typical lithium-ion battery electrolytes. The method is quick, cheap, and accurate. Machine learning techniques are used to match features of the Fourier transform infrared (FTIR) spectrum of an unknown electrolyte to the same features of a database of FTIR spectra with known compositions. With this method, LiPF 6 concentrations can be determined with similar accuracy and precision as an inductively coupled plasma optical emission spectrometry (ICP-OES) method. The ratios of organic carbonate solvent species can be determined with more rapidity than gas chromatography (GC). This FTIR method is faster and less expensive than GC and ICP-OES, and has the added benefit of being able to determine LiPF 6 concentration and solvent fractions simultaneously. Application of this tool can facilitate electrolyte analysis of aged lithium-ion cells, and will help elucidate mechanisms for cell degradation. A dominant cause of lithium-ion cell failure, especially in high voltage cells, is degradation of the electrolyte, particularly at the surface of the charged electrodes.1 Most studies on the topic of cell degradation and electrolyte decomposition have focused on the formation of films of electrolyte decomposition products which build up on the surfaces of the electrodes.2-6 These films contain chemical moieties derived from both the electrolyte solvents and the electrolyte salt, LiPF 6 . Although mechanisms for the consumption of solvents and LiPF 6 in lithium-ion cells have been determined, there have been few systematic studies which quantify the changes in the bulk electrolyte as a function of cell aging.Quantitative analyses of electrolyte solutions typically employ nuclear magnetic resonance (NMR) spectroscopy, gas chromatography (GC), high performance liquid chromatography (HPLC), and inductively coupled plasma optical emission spectrometry (ICP-OES). [7][8][9][10][11][12][13][14][15][16][17][18][19][20] These instruments are costly, and these methods require the preparation and measurement of many calibration solutions. Often the columns or detectors used in chromatography experiments cannot be exposed to the high temperature decomposition products of LiPF 6 , so these experiments often focus on the organic portions of the electrolyte, after the water-soluble portions of the electrolyte have been removed.
20A method of determining the concentration of LiPF 6 and weight fractions of solvents in unknown electrolyte solutions, using attenuated total reflectance (ATR) Fourier transform infrared (FTIR) spectroscopy is presented here. Until now, FTIR has only been used for qualitative electrolyte analysis, and for the determination of solvation structures. Quantitative analysis was achieved using a machine learning (ML) algorithm to match features in the FTIR spectra of unknown electrolyte solutions to those interpolated from a spectral database of known electrolyte solutions. This method is very fast. Once the spectral database and mac...