Figure 4 | Scientific Reports

Figure 4

From: Enhanced accuracy through machine learning-based simultaneous evaluation: a case study of RBS analysis of multinary materials

Figure 4

Ni areal density as a function of temperature of the unreacted Ni layer (a, blue), Ni in the Ni\(_{5}\)(Ge\(_{1-x}\)Sn\(_x\))\(_3\) phase (b, green), and Ni in the NiGe\(_{1-y}\)Sn\(_y\) phase (c, purple) obtained by dual-input ANN analysis (data points correspond to the mean areal density, error band to the uncertainty covering 1 \(\sigma\), acquired through the analysis using ten independently trained ANNs), and the corresponding human supervision analysis (black triangles). The inset in (c) compares the low-temperature domain (filled symbols) and high-temperature domain (open symbols) dual-input ANN analysis for NiGe\(_{1-y}\)Sn\(_y\) in the overlapping temperature range.

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