Method for automated calculation of grains and voids in metal films and TSV-structures
- Authors: Dyuzhev N.A.1, Gusev E.E.1,2, Ivanin P.S.1,2, Zolnikov V.K.2, Fomichev M.Y.1
-
Affiliations:
- National Research University of Electronic Technology (MIET)
- VSTU named after G.F. Morozov
- Issue: Vol 54, No 3 (2025)
- Pages: 193-201
- Section: ДИАГНОСТИКА
- URL: https://bakhtiniada.ru/0544-1269/article/view/304931
- DOI: https://doi.org/10.31857/S0544126925030019
- EDN: https://elibrary.ru/pwkqfr
- ID: 304931
Cite item
Abstract
Scientific novelty of this work lies in the application of well-established methods (Feret diameter method and equivalent diameter method) in a new domain – the design and development of microelectronic components. Accurate measurements of metal grain sizes and voids in TSV structures are critically important for improving the reliability and performance of micro- and nanoelectronic devices. Manual methods for analyzing the morphological characteristics of materials are time-consuming and prone to subjective errors. This paper presents an automated approach for calculating grain sizes based on the processing of scanning electron microscope (SEM) images. The methodology incorporates two approaches for calculating the average grain size: the Feret diameter method and the equivalent circle method. The correlation between the results of these methods confirms the validity of the segmentation and the high accuracy of the analysis. Experimental studies demonstrate that the proposed methodology effectively identifies grains and voids, even in low-contrast and noisy images. The results confirm the versatility, high accuracy, and reproducibility of the method, as well as its potential for integration into quality control and microelectronic system design processes. The automation of analysis significantly reduces the human factor, shortens data processing time, and opens up new opportunities for optimizing the manufacturing processes of micro- and nanoelectronic devices.
About the authors
N. A. Dyuzhev
National Research University of Electronic Technology (MIET)
Email: ivanin@ckp-miet.ru
Moscow, Russia
E. E. Gusev
National Research University of Electronic Technology (MIET); VSTU named after G.F. Morozov
Email: ivanin@ckp-miet.ru
Moscow, Russia; Voronezh, Russia
P. S. Ivanin
National Research University of Electronic Technology (MIET); VSTU named after G.F. Morozov
Email: ivanin@ckp-miet.ru
Moscow, Russia; Voronezh, Russia
V. K. Zolnikov
VSTU named after G.F. Morozov
Email: ivanin@ckp-miet.ru
Voronezh, Russia
M. Y. Fomichev
National Research University of Electronic Technology (MIET)
Author for correspondence.
Email: ivanin@ckp-miet.ru
Moscow, Russia
References
- Dyzhev N.A., Gusev E.E., Kushnarev I.V., Bespa- lov V.A. Influence of heat treatment on the physical and mechanical properties of thin-film membrane Al-structures of various shapes // Letters to ZhTF. 2025. V. 51. No. 2. P. 10–14. https://doi.org/10.61011/PJTF.2025.02.59549.20034
- Bespalov V.A. et al. Review of methods for measuring the mechanical strength of thin films // Modeling of Systems and Processes. 2022. V. 15. No. 3. P. 110. https://doi.org/10.24108/preprints-3112455
- Bragina O.V., Karpenko S.I., Ivanov M.N. Influence of microstructure on the mechanical properties of thin copper films // Modern Materials and Technologies. 2021. No. 2. P. 15–23.
- Dyzhev N.A., Gusev E.E., Kushnarev I.V. et al. Features of the influence of grain orientation and size on the mechanical properties of thin-film Al/Mo membranes // Letters to ZhTF. 2024. V. 50. No. 9. P. 5–15. https://doi.org/10.61011/PJTF.2024.09.57561.19833
- Dyzhev N.A., Gusev E.E., Portnova E.O., Makhiboroda M.A. Study of the effect of radiation exposure on grain size and mechanical properties of thin-film aluminum // Izvestiya RAN. Mechanics of Solids. 2024. No. 1. P. 158–167. https://doi.org/10.31857/S1026351924010084
- Dyzhev N.A., Gusev E.E., Portnova E.O., Novikova O.V. Influence of cyclic loading on the physical and mechanical properties of thin-film membrane structures // Izvestiya RAN. Mechanics of Solids. 2024. No. 2. P. 269–282. https://doi.org/10.31857/S1026351924020131
- Ismailov A.A., Petrov B.V. Influence of defects on thermal resistance in microelectronic devices // Microelectronics. 2020. V. 49. No. 6. P. 409–412.
- Shein G.I., Gabov V.G. Physical research methods: textbook. Perm: Perm University Press. 2020. P. 124.
- Mansurov G.N., Petrij O.A. Electrochemistry of thin metal films. Moscow: Nauchtekhizdat. 2019. P. 256.
- Gavrilova N.N., Nazarov V.V., Yarovaya O.V. Microscopic methods for determining the particle size of dispersed materials. 2012. V. 55. No. 6. P. 123–128. IBSN: 978-5-7237-1055-9
- Sympatec. Fundamentals of image analysis. URL: https://archive.sympatec.com/RU/ImageAnalysis/Fundamentals.html
- Merkus H.G. Particle size measurements: fundamentals, practice, quality. Springer Science & Business Media, 2009. V. 17. ISBN: 978-1-4020-9015-8
- Pabst W., Gregorova E. Characterization of particles and particle systems. ICT Prague. 2007. V. 122.
- Wikipedia. Feret diameter. URL: https://en.wikipedia.org/wiki/Feret_diameter
- Underwood E.E. Quantitative stereology. 1970. https://doi.org/10.1007/978-1-4615-8693-7_3
- Gu Y., O’Neal D.L. Development of an equivalent diameter expression for vertical U-tubes used in ground-coupled heat pumps // Transactions of the American Society of Heating, Refrigerating and Air-Conditioning Engineers. 1998. V. 104. P. 347–355.
- Al-Kayiem A.H.H., Ibrahim M.A. The influence of the equivalent hydraulic diameter on the pressure drop prediction of annular test section // IOP Conference Series: Materials Science and Engineering. 2015. V. 100. No. 1. P. 012049. https://doi.org/10.1088/1757-899X/100/1/012049
- Anifowoshe O., Osisanya S.O. The effect of equivalent diameter definitions on frictional pressure loss estimation in an annulus with pipe rotation // SPE Deepwater Drilling and Completions Conference. 2012. SPE-151176-MS. https://doi.org/10.2118/151176-MS
- Latief F.D.E. Analysis and Visualization of 2D and 3D Grain and Pore Size of Fontainebleau Sandstone Using Digital Rock Physics // Journal of Physics: Conference Series. 2016. V. 739. No. 1. P. 012047. https://doi.org/10.1088/1742-6596/739/1/012047
- Russ J.C. The image processing handbook. CRC Press, 2006. https://doi.org/10.1201/9780203881095
- Lomov A.A., Zakharov D.M., Tarasov M.A., Che- kushkin A.M., Tatarintsev A.A., Vasiliev A.L. Microstructure of island Al films on Si(111) during magnetron sputtering: influence of substrate temperature // Microelectronics. 2024. V. 53. No. 4. P. 335–345. https://doi.org/10.31857/S0544126924040063
- *GOST 21073.3-75.* Non-ferrous metals. Determination of grain size. Grain intersection counting method.
- Borisenkov S., Votintsev A., Holger R. Quality control: non-destructive testing of soldered joints using X-rays // Components and Technologies. 2003. No. 28. P. 168–170.
- Mair R., Liebens M., Murray T. Non-destructive acoustic metrology and void detection in 3x50μm TSV. 2016. https://doi.org/10.1109/ASMC.2016.7491103
- Kim H., Han J., Han T.Y.J. Machine vision-driven automatic recognition of particle size and morphology in SEM images // Nanoscale. 2020. V. 12. No. 37. P. 19461–19469. https://doi.org/10.1039/D0NR04140H
Supplementary files
