Possibilities of the X-ray Diffraction Data Processing Method for Detecting Reflections with Intensity Below the Background Noise Component
S. V. Gabielkov, I. V. Zhyganiuk, A. D. Skorbun, V. G. Kudlai, B. S. Savchenko, P. E. Parkhomchuk, S. O. Chikolovets
TL;DR
This work tackles the problem of detecting X-ray diffraction reflections whose intensity is below background noise in multiphase materials. It introduces a correlation-analysis framework using a permutation test and a Gaussian reflection model to extract weak signals, yielding an initial correlation value $S_0$ and calculated intensities $I_i^{c}$ for background features. Applied to $I_q^{d}$ and background $ΔI_b$, the method enables phase analysis with contents down to $0.1\ \,\mathrm{wt.\%}$ and can reveal reflections at relatively low $\text{SNR}$, provided $I_q^{d}/ΔI_b$ exceeds about $0.4$ (with reduced reliability near $0.2$). The approach complements conventional diffraction analyses and software like Match!, improving the detection of weak reflections and enabling more reliable identification of low-content crystalline phases in practical materials.
Abstract
The values of the signal-to-noise ratio are determined, at which the method of processing X-ray diffraction data reveals reflections with intensity less than the noise component of the background. The possibilities of the method are demonstrated on weak reflections of $α$-quartz. The method of processing X-ray diffraction data makes it possible to increase the possibilities of X-ray phase analysis in determining the qualitative phase composition of multiphase materials with a small (down to $0.1$ wt. \%) content of several (up to eight) phases.
