Fig. 3: Detection rates and measurement times required for impurity detection.
From: Adaptively driven X-ray diffraction guided by machine learning for autonomous phase identification
a, b The percentage of minority phases that were correctly identified by XRD-AutoAnalyzer when applied to mixtures from the Li-La-Zr-O and Li-Ti-P-O chemical spaces, respectively. Results are plotted separately for predictions based on conventional and adaptive measurements. c The distributions of scan times required by adaptive measurements in each space. Each violin plot illustrates the density of scan times and spans the range of the data. In contrast, the embedded boxes extend only from the lower to upper quartiles. Black dots represent the average scan time required in each case. For comparison, the conventional scan time (10 min) is represented by the black dashed line.
