Imagen de Portada

Unveiling Processing--Property Relationships in Laser Powder Bed Fusion: The Synergy of Machine Learning and High-throughput Experiments

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Amiri, Mahsa, Foumani, Zahra Zanjani, Cao, Penghui, Valdevit, Lorenzo, Bostanabad, Ramin
Formato:	Preprint
Publicado:	2024
Materias:	Machine Learning
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

A preliminary data fusion study to assess the feasibility of Foundation Process-Property Models in Laser Powder Bed Fusion
por: Vendrell-Gallart, Oriol, et al.
Publicado: (2025)

Constrained multi-fidelity Bayesian optimization with automatic stop condition
por: Foumani, Zahra Zanjani, et al.
Publicado: (2025)

Microstructural Control of a Multi‐Phase PH Steel Printed with Laser Powder Bed Fusion
por: Brandon Fields, et al.
Publicado: (2024)

GP+: A Python Library for Kernel-based learning via Gaussian Processes
por: Yousefpour, Amin, et al.
Publicado: (2023)

Microstructure‐Pore Defect‐Property Relationship of NiTi Alloy Fabricated by Laser Powder Bed Fusion: Experimental and Numerical Analysis
por: Shubang Wang, et al.
Publicado: (2025)

Laser Powder Bed Fusion of defect-free components using Bayesian Machine Learning
por: Kosiba, Konrad, et al.
Publicado: (2025)

Numerical Investigation of Laser Path on Residual Stresses in the Laser Powder Bed Fusion Process
por: Alfred Jose Puthoor, et al.
Publicado: (2026)

Integrating Multi-Physics Simulations and Machine Learning to Define the Spatter Mechanism and Process Window in Laser Powder Bed Fusion
por: Ajenifujah, Olabode T., et al.
Publicado: (2024)

Learning Mappings in Mesh-based Simulations
por: Hosseinmardi, Shirin, et al.
Publicado: (2025)

Deep Reinforcement Learning Based Toolpath Generation for Thermal Uniformity in Laser Powder Bed Fusion Process
por: Qin, Mian, et al.
Publicado: (2024)

Effect of Heat Treatment on Microstructure and Properties of Laser Powder Bed Fusion–Fabricated High‐strength and High‐toughness Alloy
por: Xiang Bai, et al.
Publicado: (2026)

Productivity‐Driven Optimization of Laser Powder Bed Fusion Parameters for IN718 Superalloy: Process Control, Microstructure, and Mechanical Properties
por: Amir Behjat, et al.
Publicado: (2026)

Sound Characteristics and Mechanical Properties of Metal Powder Chamber Structures Composite Materials Formed by Laser Powder Bed Fusion
por: Jianliang Li, et al.
Publicado: (2024)

Numerical Studies of Influencing Factors on the Homogeneity of the Powder Mixture during the Powder Spreading Process of Powder Bed Fusion–Laser Beam/Metal
por: Yuanbin Deng, et al.
Publicado: (2024)

A Review on Laser Beam Shaping Application in Laser‐Powder Bed Fusion
por: Ahmad Reshad Bakhtari, et al.
Publicado: (2024)

SEEK: Self-adaptive Explainable Kernel For Nonstationary Gaussian Processes
por: Negarandeh, Nima, et al.
Publicado: (2025)

Achieving Improved Mechanical Property of Laser Powder Bed Fusion‐Processed Ti‐15Zr Alloy by Manipulating Microstructures through Heat Treatment
por: Jinyi Duan, et al.
Publicado: (2025)

A Framework for Simulating the Path-level Residual Stress in the Laser Powder Bed Fusion Process
por: Liu, Xin, et al.
Publicado: (2024)

Laser Powder Bed Fusion of Diamond‐Reinforced AlSi10Mg: Printing Process, Interfacial Characterization, and Mechanical Properties
por: Nada Kraiem, et al.
Publicado: (2025)

Laser Powder Bed Fusion von Kupfer auf Aluminiumoxid-Keramiken
por: Stoll, Thomas
Publicado: (2025)

Laser Powder Bed Fusion of CuSn10 : A Review
por: Robert Kremer, et al.
Publicado: (2025)

Layer-to-Layer Melt Pool Control in Laser Powder Bed Fusion
por: Liao-McPherson, Dominic, et al.
Publicado: (2023)

SimPersona: Learning Discrete Buyer Personas from Raw Clickstreams for Grounded E-Commerce Agents
por: Foumani, Zahra Zanjani, et al.
Publicado: (2026)

High-Fidelity Optical Monitoring of Laser Powder Bed Fusion via Aperture Division Multiplexing
por: Penny, Ryan W., et al.
Publicado: (2024)

Layer-to-layer Closed-loop Switched Heating and Cooling Control of the Laser Powder Bed Fusion Process
por: Kavas, Barış, et al.
Publicado: (2025)

Effect of Sample‐Build Orientation on the Tensile Deformation and Properties of Ti6Al4V Processed by Laser Powder Bed Fusion
por: Shoujin Sun, et al.
Publicado: (2024)

Operator Learning with Gaussian Processes
por: Mora, Carlos, et al.
Publicado: (2024)

Assessing the Powder Bed Fusion–Laser Beam Potential of Glass‐Forming Alloys Using Single and Multitrack Laser Glazing Experiments
por: Soumya Mohan, et al.
Publicado: (2025)

Real-Time Thermal State Estimation and Forecasting in Laser Powder Bed Fusion
por: Pareek, Yukta, et al.
Publicado: (2025)

Laser Powder Bed Fusion of Hard‐Phase Containing Co‐Base Alloy
por: Jan Hendrik Vehrs, et al.
Publicado: (2024)

Characterization of Nitinol Produced by Laser Powder Bed Fusion for Mechanical Metamaterial Applications
por: Ondřej Červinek, et al.
Publicado: (2026)

Influence and Decreasing Strategies of Surface Defect and Roughness in Laser Powder Bed Fusion
por: Chuanbin Du, et al.
Publicado: (2025)

Laser Powder Bed Fusion of Hard‐Phase Containing Co‐Base Alloy
por: Jan Hendrik Vehrs, et al.
Publicado: (2024)

Effect of Post Processing Heat Treatment on the Cyclic High Temperature Hot Corrosion Behavior of the Laser Powder Bed Fusion Processed Inconel 718
por: Saroj Kumar Sahu, et al.
Publicado: (2026)

Homogenization Heat Treatment and Tribological Properties of In Situ Alloyed NiTiCu by Laser Powder‐Bed Fusion
por: Nicoletta Marrani, et al.
Publicado: (2024)

Laser Powder Bed Fusion Melt Pool Dynamics for Different Geometric Variations and Powder Layer Heights: High-Fidelity Multiphysics Modeling vs 2025 NIST Experiments
por: Kumar, Badhon, et al.
Publicado: (2026)

Laser Powder Bed Fusion of Copper–Tungsten Composites for Heat Sink Applications in High‐Power Electronics
por: Simon Rauh, et al.
Publicado: (2026)

Post-Processing Effect on the Corrosion Resistance of Super Duplex Stainless Steel Produced by Laser Powder Bed Fusion
por: Brytan, Zbigniew
Publicado: (2026)

In-situ Controller Autotuning by Bayesian Optimization for Closed-loop Feedback Control of Laser Powder Bed Fusion Process
por: Kavas, Baris, et al.
Publicado: (2024)

Precipitation Simulations of the O‐Phase in Ti 2 AlNb Alloys Processed by Laser Powder Bed Fusion
por: Silvana Tumminello, et al.
Publicado: (2026)