Results 161 to 170 of about 11,008 (254)

Application of Machine Learning in Heat Treatment Process Design of Carburized Steel

Materials Genome Engineering Advances, EarlyView.
To accelerate heat treatment design, we constructed a closed‐loop machine learning strategy involving multi‐source datasets and feature screening. The optimized model accurately predicts hardness and friction coefficients, successfully guiding the process optimization for two typical carburized steels with high experimental consistency.
Di Jiang, Yihao Zheng, Chunyang Luo, Xuefei Wang, Chi Zhang, Zhaodong Wang   +5 more
wiley   +1 more source

Optimization of Parameters of Block-Shaped Support Tooth Structure Using Orthogonal Experimental Design in Laser Powder Bed Fusion. [PDF]

Materials (Basel)
Li Z, Fei G, Wu D, Chen X, Yu Y, Liu Z, Zhang J, Zhou J.   +7 more
europepmc   +1 more source

Physics‐Informed Generative Machine Learning for Designing Crack‐Free γ′‐Strengthened Ni‐Based Superalloys for Laser Powder Bed Fusion

Materials Genome Engineering Advances, EarlyView.
This research proposes a physics‐informed generative machine learning framework to design SHA800, a crack‐free γ′‐strengthened nickel‐based superalloy for laser powder bed fusion, achieving a 43% γ′ volume fraction and 587 HV0.2 hardness. ABSTRACT Fabricating γ′‐strengthened nickel‐based superalloys via laser powder bed fusion (LPBF) faces significant ...
Kai Guo, Dongwei Guan, Tao Hu, Yaqing Hou, Xiaoqun Li, Zhongnan Bi, Songzhe Xu, Hao Yu, Wei Xu, Weidong Xuan, Chaoyue Chen, Zhongming Ren   +11 more
wiley   +1 more source

Effects of Scan Speed on Crack Elimination, Microstructural Evolution, and Mechanical Properties of IN738LC Alloy Processed by Laser Powder Bed Fusion. [PDF]

Materials (Basel)
Wang P, Du J, Liu L, Wei Y, Yang W, Li Y, Han C, Yang X, Tan H, Wang L, Yang Y, Wang D.   +11 more
europepmc   +1 more source

Multi‐Scale Characterization of PLA Composites With Natural‐Based Reinforcements: From Filament to 3D‐Printed Parts

Polymer Composites, EarlyView.
Thermal, microstructural, and mechanical characterization of 3D‐printed PLA composite parts. ABSTRACT To address plastic waste and agricultural residue underutilization, this study evaluates the thermal (DSC and FTIR), microstructural (SEM), and mechanical behavior of polylactic acid (PLA) reinforced with flax fibers and olive pit particles, processed ...
P. N. B. Reis, L. Távara, M. Muñoz‐Reja, M. T. Aranda, F. Nur Ainin, M. D. Azaman, L. M. Ferreira   +6 more
wiley   +1 more source

Exploring the actual stacking height of metal powder bed in laser powder bed fusion additive manufacturing. [PDF]

Sci Rep
Lu P, Chen-Lin Z, Tong L, Jiang-Lin L, Heng-Hua Z, Mei Z.   +5 more
europepmc   +1 more source

PLA/Kahili Ginger Fiber Biocomposites Processed by Fused Filament Fabrication: Physical and Mechanical Characterization

Polymer Composites, EarlyView.
Processing route of PLA/KG composites and the resulting mechanical properties compared to PLA. ABSTRACT This study explores the potential of Kahili ginger (KG) fibers as reinforcement/filler in poly(lactic acid) (PLA) matrix composites for 3D printing applications.
Bruno Lourenço, Rita Serôdio, Ana Clara Marques, Raquel Galante, Ricardo Claudio, Célio G. Figueiredo‐Pina   +5 more
wiley   +1 more source

Densification Behavior and Microstructure of Nickel Aluminum Bronze Alloy Fabricated by Laser Powder Bed Fusion. [PDF]

Materials (Basel)
Huang Y, Fu G, Wang A, Xiao Z, Sun J, Wang J, Nie X.   +6 more
europepmc   +1 more source

Influence of Heat Treatment and Scan Rotation on the Microstructure of Hot Work Tool Steel Manufactured using Laser Powder Bed Fusion

steel research international, EarlyView.
The study investigates the influence of heat treatment and scan rotation on the microstructure of a modified H13 tool steel manufactured using laser powder bed fusion. Key findings include the refinement of prior austenite grains (PAGs) due to recrystallization and carbide pinning, and the significant impact of scan rotation on the size distribution of
Negar Panahi, Fengxiang Lin, Christos Oikonomou, Mikael Grehk   +3 more
wiley   +1 more source

Influence of process parameters on surface roughness of laser powder bed fusion NiTi. [PDF]

Sci Rep
Carcavilla AC, Bojanampati S, Zaki W.
europepmc   +1 more source