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Minh Tien Tran

Korea Institute of Materials Science

Korea, Republic of (South Korea)

SCHOLARLY PAPERS

5

DOWNLOADS

249

TOTAL CITATIONS

2

Scholarly Papers (5)

1.

Synthetic Microstructure Generation Using Diffusion Transformers

Number of pages: 36 Posted: 05 Dec 2024
Korea Institute of Materials Science, Korea Institute of Materials Science, Korea Institute of Materials Science, Konkuk University and Korea Institute of Materials Science
Downloads 104 (669,616)

Abstract:

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Synthetic microstructure Generation, Diffusion transformers, Parameter-efficient fine-tuning, Overlap crop, Microstructural descriptors

2.

Prediction of residual stress in additively manufactured 18Ni300 maraging steel using GAN-based deep learning method

Number of pages: 45 Posted: 23 Oct 2025
Korea Institute of Materials Science, Korea Institute of Materials Science, Konkuk University, Korea Institute of Materials Science, Korea Institute of Materials Science, Pusan National University and Korea Institute of Materials Science
Downloads 49 (1,086,013)

Abstract:

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Laser powder bed fusion, residual stress, heat treatment, Deep learning, StyleGAN2-ADA

3.

Micromechanical Modeling of Additively Manufactured Alsi10mg for Unveiling the Influence of Si-Rich Eutectic Network on Ductile Fracture Mechanism

Number of pages: 46 Posted: 25 Dec 2024
Konkuk University, Konkuk University, Konkuk University, Korea Institute of Materials Science, affiliation not provided to SSRN, affiliation not provided to SSRN and Konkuk University
Downloads 39 (1,263,436)
Citation 1

Abstract:

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AlSi10Mg, Laser powder bed fusion, Finite element, Strain partitioning, Micromechanics, Ductile fracture mechanism

4.

Process-Aware and High-Fidelity Microstructure Generation Using Stable Diffusion

Number of pages: 46 Posted: 08 Jul 2025
Korea Institute of Materials Science, Korea Institute of Materials Science, Korea Institute of Materials Science, Korea Institute of Materials Science, Korea Institute of Materials Science, Konkuk University and Korea Institute of Materials Science
Downloads 29 (1,372,601)
Citation 1

Abstract:

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Stable Diffusion, Microstructure generation, Microstructure segmentation, Process-aware conditioning, Materials informatics

5.

Phase-Fraction-Guided Denoising Diffusion Model for Multiphase Steel Microstructure Segmentation Augmentation Via Micrograph Image-Mask Pair Synthesis

Number of pages: 27 Posted: 12 Aug 2025
Korea Institute of Materials Science, Korea Institute of Materials Science, Korea Institute of Materials Science and Korea Institute of Materials Science
Downloads 28 (1,372,601)

Abstract:

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Generative data augmentation, Denoising diffusion, Metallographic image segmentation, Multiphase steel