A holistic research based on RSM and ANN for improving drilling outcomes in Al–Si–Cu–Mg (C355) alloy
Yazarlar (4)
Doç. Dr. Şenol Bayraktar Recep Tayyip Erdoğan Üniversitesi, Türkiye
Arş. Gör. Cem Alparslan Recep Tayyip Erdoğan Üniversitesi, Türkiye
Nurten Salihoğlu
Recep Tayyip Erdogan University, Türkiye
Recep Tayyip Erdogan University, Türkiye
Prof. Dr. Murat SARIKAYA Sinop Üniversitesi, Türkiye
| Makale Türü |
Özgün Makale
(SSCI, AHCI, SCI, SCI-Exp dergilerinde yayınlanan tam makale)
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| Dergi Adı | Journal of Materials Research and Technology (Q1) | ||
| Dergi ISSN | 2238-7854 Dergi Bilgileri (2025) | ||
| Dergi Tarandığı Indeksler | SCI-Expanded | ||
| Makale Dili | Türkçe | Basım Tarihi | 03-2025 |
| Cilt / Sayı / Sayfa | 35 / 1 / 1596–1607 | DOI | 10.1016/j.jmrt.2025.01.115 |
| Makale Linki | https://doi.org/10.1016/j.jmrt.2025.01.115 | ||
| UAK Araştırma Alanları |
Üretim Teknolojileri
Triboloji
Eklemeli İmalat
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| Özet |
| The unique properties of Al–Si-based alloys make them suitable for components that demand structural integrity and wear resistance. This study was conducted to investigate the microstructure, mechanical, and drilling properties of a commercial alloy belonging to the Al–Si casting alloy group and containing approximately 4.5–5.5% Si (Al–5Si–1Cu–Mg). Drilling experiments were conducted with an 8 mm uncoated HSS (High-Speed Steel) drill across a range of cutting speeds (V) and feed rates (f) while maintaining a consistent depth of cut (DoC) parameters. Microstructural analysis using optical microscopy and SEM identified key phases within the alloy, including α-Al, eutectic Si, β-Fe (β-Al5FeSi), and π-Fe (π-Al8Mg3FeSi6) inter-metallics. Statistical analyses of the effects of V and f on thrust force (Fz), surface roughness (Ra), and torque (Mz) were performed using Response Surface Methodology (RSM), Artificial … |
| Anahtar Kelimeler |
| Al–Si alloy | ANN | Built up-edge | Drilling | Machining | Optimization | RSM |
Science Direct
A holistic research based on RSM and ANN for improving drilling outcomes in Al–Si–Cu–Mg (C355) alloy
BM Sürdürülebilir Kalkınma Amaçları
| Atıf Sayıları | |
| Web of Science | 19 |
| Scopus | 19 |
| Google Scholar | 18 |