Nanocrystal size distribution analysis from transmission electron microscopy images
Source abstract
Abstract
We propose a method, with minimal bias caused by user input, to quickly detect and measure the nanocrystal size distribution from transmission electron microscopy (TEM) images using a combination of Laplacian of Gaussian filters and non-maximum suppression. We demonstrate the proposed method on bright-field TEM images of an a-SiC:H sample containing embedded silicon nanocrystals with varying magnifications and we compare the accuracy and speed with size distributions obtained by manual measurements, a thresholding method and PEBBLES. Finally, we analytically consider the error induced by slicing nanocrystals during TEM sample preparation on the measured nanocrystal size distribution and formulate an equation to correct this effect.
Source: openalex_inverted_index · Quality: candidate unverified · Source record ↗
Research context
OpenAlex topics: Advanced Electron Microscopy Techniques and Applications · Force Microscopy Techniques and Applications · Ion-surface interactions and analysis
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
Affiliations
Photovoltaic Materials and Devices
Delft University of Technology
2628 CD Delft, The Netherlands
Pattern Recognition Laboratory
Applied Materials Science
Uppsala University
752 37 Uppsala, Sweden
References (16)
Show source-provided references
1. Heitmann · Adv. Mater. · 2005 · 17 · 79510.1002/adma.200401126 ↗
2. Künle · Thin Solid Films · 2010 · 519 · 15110.1016/j.tsf.2010.07.085 ↗
3. Puthen-Veettil · J. Appl. Phys. · 2014 · 116 · 16370710.1063/1.4899207 ↗
4. Conibeer · Nanoscale Res. Lett. · 2012 · 7 · 19310.1186/1556-276X-7-193 ↗
5. Osinniy · Nanotechnology · 2009 · 20 · 110.1088/0957-4484/20/19/195201 ↗
6. Cheng · Nanoscale · 2010 · 2 · 59410.1039/b9nr00371a ↗
7. Crowe · J. Appl. Phys. · 2011 · 109 · 08353410.1063/1.3575181 ↗
8. Sezgin · J. Electron. Imaging · 2004 · 13 · 14610.1117/1.1631315 ↗
9. Woehrle · Turk. J. Chem. · 2006 · 30 · 1
10. Gontard · Ultramicroscopy · 2011 · 111 · 10110.1016/j.ultramic.2010.10.011 ↗
11. Pyrz · Langmuir · 2008 · 24 · 1135010.1021/la801367j ↗
12. Mondini · Nanoscale · 2012 · 4 · 535610.1039/c2nr31276j ↗
13. Lindeberg · Int. J. Comput. Vis. · 1998 · 30 · 7910.1023/A:1008045108935 ↗
14. Marr · Proc. R. Soc. London, B · 1980 · 207 · 18710.1098/rspb.1980.0020 ↗
15. Canny · IEEE Trans. Pattern Anal. Mach. Intell. · 1986 · PAMI-8 · 67910.1109/TPAMI.1986.4767851 ↗
16. R. Gonzalez and R.Woods , in Digital Image Processing , 2nd edn, Prentice Hall , 2002 , ch. Image Enhancement in the Spatial Domain, pp. 75–103