4.4 Article

Point defect characterization in HAADF-STEM images using multivariate statistical analysis

期刊

ULTRAMICROSCOPY
卷 111, 期 3, 页码 251-257

出版社

ELSEVIER
DOI: 10.1016/j.ultramic.2010.11.033

关键词

STEM; Multivariate statistical analysis; Point defect; Image processing

资金

  1. United States Department of Energy [DE-FG02-03ER46057]
  2. Materials Design Institute, Los Alamos National Laboratory, LANS [25110-002-06]
  3. University of California
  4. EPSRC
  5. LLNL

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Quantitative analysis of point defects is demonstrated through the use of multivariate statistical analysis. This analysis consists of principal component analysis for dimensional estimation and reduction, followed by independent component analysis to obtain physically meaningful, statistically independent factor images. Results from these analyses are presented in the form of factor images and scores. Factor images show characteristic intensity variations corresponding to physical structure changes, while scores relate how much those variations are present in the original data. The application of this technique is demonstrated on a set of experimental images of dislocation cores along a low-angle tilt grain boundary in strontium titanate. A relationship between chemical composition and lattice strain is highlighted in the analysis results, with picometer-scale shifts in several columns measurable from compositional changes in a separate column. (C) 2010 Elsevier B.V. All rights reserved.

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