Efficiency and accuracy of simulated microstructure images generated by machine learning
Authors:
- Aneta Gądek-Moszczak,
- Renata Filipowska
Abstract
Computer image analysis is a well-known method in material science, mechanical engineering and other branches of science and engineering. Application of the machine learning method in image processing delivers promising results, especially in images with a high level of noise and low contrast. Employing automatic classification, predictive models, simulation models deliver a huge benefit in research. The former model of science-based mainly on experiments slowly passing away. It is still an important part of research but, using advanced computer methods save time and allow significantly reduces the cost of studies. It begins new branch of material science and new research challenges, interdisciplinary filed of materials informatics, incorporating scientists exploring, mathematics, informatics and material science.
- Record ID
- CUTcebb449a57c24505ad14d450fe2d2c8a
- Publication categories
- ; ;
- Author
- Pages
- [1-8]
- Other elements of collation
- rys.; schem.; Bibliografia (na s.) - 6-8; Bibliografia (liczba pozycji) - 35; Oznaczenie streszczenia - Abstr.
- Substantive notes
- Ścieżka dostępu: dział 1000 - Manufacturing and Materials Processing
- Book
- Chinesta F., F. Chinesta Abgrall R., R. Abgrall Allix O. O. Allix [et al.] (eds.): 14th WCCM-ECCOMAS Congress 2020, January, 11-15, 2021 : virtual congress, 2021, Barcelona, International Centre for Numerical Methods in Engineering (CIMNE), 8 p.
- Keywords in English
- material microstructure, machine learning, neural networks, simulation
- DOI
- DOI:10.23967/wccm-eccomas.2020.129 Opening in a new tab
- URL
- https://www.scipedia.com/public/Gadek-Moszczak_Filipowska_2021a Opening in a new tab
- Language
- eng (en) English
- License
- Score (nominal)
- 5
- Additional fields
- Indeksowana w: Scopus
- Uniform Resource Identifier
- https://cris.pk.edu.pl/info/article/CUTcebb449a57c24505ad14d450fe2d2c8a/
- URN
urn:pkr-prod:CUTcebb449a57c24505ad14d450fe2d2c8a
* presented citation count is obtained through Internet information analysis, and it is close to the number calculated by the Publish or PerishOpening in a new tab system.