Articles | Volume 15, issue 2
https://doi.org/10.5194/jsss-15-133-2026
© Author(s) 2026. This work is distributed under the Creative Commons Attribution 4.0 License.
Special issue:
Regular research article
| 
13 Jul 2026
Regular research article |
| 13 Jul 2026
| 13 Jul 2026
Application of artificial intelligence to determine the phase fraction of welded duplex steels using neural networks with partial use of augmented data
Cited articles
Abadi, M., Agarwal, A., Barham, P., Brevdo, E., Chen, Z., Citro, C., Corrado, G. S., Davis, A., Dean, J., Devin, M., Ghemawat, S., Goodfellow, I., Harp, A., Irving, G., Isard, M., Jia, Y., Jozefowicz, R., Kaiser, L., Kudlur, M., Levenberg, J., Mane, D., Monga, R., Moore, S., Murray, D., Olah, C., Schuster, M., Shlens, J., Steiner, B., Sutskever, I., Talwar, K., Tucker, P., Vanhoucke, V., Vasudevan, V., Viegas, F., Vinyals, O., Warden, P., Wattenberg, M., Wicke, M., Yu, Y., and Zheng, X.: TensorFlow: Large-scale machine learning on heterogeneous systems (Version 2.10.0), TensorFlow, https://www.tensorflow.org/ (last access: 18 September 2024), 2015.
Anaconda Software Distribution: Anaconda Documentation (Version 2.5.2), Anaconda Inc., https://docs.anaconda.com/ (last access: 18 September 2024), 2024.
ASTM International: Standard Test Method for Determining Volume Fraction by Systematic ManuPoint Count (ASTM E562-19), ASTM International, https://doi.org/10.1520/E0562-19, 2019.
Basler, D.: Neuronale Netze mit C# programmieren – Mit praktischen Beispielen für Machine Leanring im Unternehmenseinsatz, Carl Hanser Verlag GmbH Co,. KG, ISBN 978-3-446-46426-1, 2021.
Beraha, E.: Farbätzung für die Erkennung von Phosphiden, Karbiden und Nitriden in Eisen, Stahl, Werkzeugstahl, rostfreiem Stahl und hitzebeständigen Legierungen, in: Prakt. Metallogr., vol. 5, Walter de Gruyter, Berlin, Boston, 501–508, https://doi.org/10.1515/pm-1968-050904, 1968.
