Influence of Gas Infusion Casting Routes on the Hot Workability and Processing Maps of AZ91 Alloy: Experimentation, Constitutive Modeling, and Machine Learning
Jul 2026· Metallurgical and Materials Transactions. A· Vol 57, pp. 4393 - 4413· 0 citations· 42 references
TL;DR
It is demonstrated that casting-route-induced microstructural modification directly governs hot deformation stability and processing window expansion in AZ91, one of the most widely used Mg alloys in structural applications.
Directed energy deposition (DED) of low-alloy steels involves strongly coupled effects among alloy composition, solidification behavior, and post-deposition heat treatment, making mechanical property prediction difficult when target-domain data are limited. This study develops a transfer-learning and continuous optimiz...
Atiqur Rahman, Sung-Heng Wu, Ranjit Joy et al.· Metals· 0 citations
Stainless steel is widely used across industries due to its superior corrosion resistance, which is continuously optimized to enhance reliability and performance. This study employs machine learning to predict the passivation current density (ipass) of stainless steels in chloride-containing environments under varying...
V. Romanovski, Peter F. Connors, P. Balachandran et al.· Corrosion· 0 citations
Zn-Al-Mg (ZAM) coatings have attracted significant attention in the field of corrosion protection owing to their combination of excellent corrosion resistance and cost-effectiveness. However, the corrosion behavior of ZAM coatings was governed by the synergistic coupling effects of multiple factors, including alloy com...
Hao-Chang Tang, Mu-Hua Chang, Lin Lu· Metals· 0 citations
Thermal spray coating is a widely adopted surface engineering technique
used to enhance component durability and performance in critical sectors such as
power generation, aerospace, automotive, and oil and gas. This review systematically
examines major thermal spray processes, including high-velocity oxy-fuel (HVOF...
Nitriding is an essential thermochemical surface treatment that enhances fatigue, wear, and corrosion resistance of steels. The resulting hardness and hardened layer thickness depend strongly on alloy composition and process conditions, yet accurate prediction across multi-component systems remains challenging. In th...
Sayaka Sekida, G. Miyamoto, Kenji Nagata et al.· Metallurgical and Materials...· 0 citations
Hot tearing limits the yield of Al–Zn–Mg billets produced by direct-chill casting. Its governing factors span composition, cooling conditions and the state of the partially solidified metal, and they interact; several quantities required by physics-based criteria cannot be measured during casting, and the factors are s...
Yoshikazu Hayashi, Kenjiro Sugio, Gen Sasaki et al.· Algorithms· 0 citations
We use cookies to run the site and, with your consent, for analytics and to show ads.
See our Cookie Policy.