An in-house, {unique|distinctive|special|exclusive|exceptional|one of a kind}, custom-developed high-throughput experimentation facility, {used|utilized|employed|utilised|applied|made use of} for discovery of novel and optimization of {existing|current} electrolyte formulations for diverse cell chemistries and targeted applications, follows a high-throughput formulation-characterization-performance-elucidation-optimization-evaluation chain {based|primarily based} on a set of previously established {requirements|specifications|needs}. {Here|Right here}, we propose a scalable data-driven workflow to predict ionic conductivities of non-aqueous battery electrolytes {based|primarily based} on linear and Gaussian regression, {considering|contemplating|thinking about|taking into consideration|thinking of} a dataset acquired from one-of-a-kind high-throughput electrolyte formulation to high-throughput conductivity measurement sequence. Deeper insight into {various|numerous|different|a variety of|several|many} compositional effects is gained from a generalized Arrhenius {analysis|evaluation}, in which conductivities, activation energies and deviations from Arrhenius behavior are determined separately. {Each|Every|Each and every|Every single} observable displays a {specific|particular|certain|distinct|precise} dependence {on the|around the} electrolyte salt concentration. The conductivity is {fully|totally|completely} insensitive {to the|towards the|for the} addition of electrolyte additives for otherwise {constant|continuous|continual} molar composition. We also {discuss|talk about|go over} and interpret qualitative trends predicted by the data-driven model in light of physical {features|attributes|functions|characteristics|capabilities|options} {such as|like|including|for example|for instance|which include} viscosity or ion association effects. Price of AN-12-H5 intermediate-1 H-Leu-OMe.HCl uses PMID:32261617
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