Transfer learning-enhanced physics informed neural network for accurate melt pool prediction in laser melting

The profile of the melt pool is essential in selective laser melting (SLM) to control the process quality and avoid defects. Physics informed neural network (PINN) method is proposed to address challenges in various science and engineering problems when traditional numerical calculations are time-co...

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Bibliographic Details
Main Authors: Qingyun Zhu, Zhengxin Lu, Yaowu Hu
Format: Article
Language:English
Published: ELSPublishing 2025-01-01
Series:Advanced Manufacturing
Subjects:
Online Access:https://elsp-homepage.oss-cn-hongkong.aliyuncs.compaper/journal/open/AM/2025/am20250001.pdf
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