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Michael M. Kirka

Government of the United States of America - Manufacturing Science Division

SCHOLARLY PAPERS

12

DOWNLOADS

805

TOTAL CITATIONS

0

Scholarly Papers (12)

1.

Digital Polycrystalline Microstructure Generation Using Diffusion Probabilistic Models

Number of pages: 7 Posted: 17 Apr 2023
Government of the United States of America - Oak Ridge National Laboratory, Government of the United States of America - Manufacturing Science Division, Government of the United States of America - Manufacturing Science Division, Government of the United States of America - Electrification and Energy Infrastructures Division and Government of the United States of America - Manufacturing Science Division
Downloads 144 (514,995)

Abstract:

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Microstructure, machine learning, generative modeling, ICME

2.

Denoising Diffusion Probabilistic Models for Generative Alloy Design

Number of pages: 30 Posted: 17 Jan 2024
Government of the United States of America - Oak Ridge National Laboratory, Government of the United States of America - Oak Ridge National Laboratory, Oak Ridge National Laboratory, Oak Ridge National Laboratory, Government of the United States of America - Oak Ridge National Laboratory, Government of the United States of America - Oak Ridge National Laboratory, Government of the United States of America - Oak Ridge National Laboratory and Government of the United States of America - Manufacturing Science Division
Downloads 142 (521,245)

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alloy design, Machine learning, Generative Modeling, ICME, additive manufacturing

3.

Self-Supervised Learning of Spatiotemporal Thermal Signatures in Additive Manufacturing Using Reduced Order Physics Models and Transformers

Number of pages: 40 Posted: 17 Jan 2023
Government of the United States of America - Oak Ridge National Laboratory, Government of the United States of America - Oak Ridge National Laboratory, Government of the United States of America - Electrification and Energy Infrastructures Division and Government of the United States of America - Manufacturing Science Division
Downloads 107 (654,668)

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Additive manufacturing, microstructure control, machine learning, data-driven modeling

4.

The Effect of Build Parameters and Post-Process Heat Treatments on the Microstructure and Mechanical Properties of Additively Manufactured Haynes 282

Number of pages: 37 Posted: 28 Apr 2023
affiliation not provided to SSRN, affiliation not provided to SSRN, Government of the United States of America - Manufacturing Science Division, University of Tennessee, Knoxville - Mechanical, Aerospace and Biomedical Engineering Department, Colorado School of Mines, Colorado School of Mines - Advanced Steel Processing and Products Research Center, Government of the United States of America - Los Alamos National Laboratory, Ohio State University (OSU) - Department of Materials Science and Engineering (MSE) and Technical University of Denmark
Downloads 89 (753,595)

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Haynes 282, Additive manufacturing, Heat treatment, microstructure, Vickers hardness

5.

A probabilistic surrogate model for texture-sensitive structure-property relations in additive manufacturing

Number of pages: 13 Posted: 21 Jan 2026
Government of the United States of America - Oak Ridge National Laboratory, Government of the United States of America - Oak Ridge National Laboratory, Government of the United States of America - Manufacturing Science Division, Government of the United States of America - Manufacturing Science Division, Government of the United States of America - Oak Ridge National Laboratory, Government of the United States of America - Oak Ridge National Laboratory and Government of the United States of America - Manufacturing Science Division
Downloads 77 (875,328)

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laser powder bed fusion, Machine Learning, structure-property relations, ICME

6.

Modeling Low Cycle Fatigue (Lcf) of Additively Manufactured Hastelloy X Using an Accelerated Crystal Plasticity Fatigue Damage Model

Number of pages: 45 Posted: 10 Dec 2024
Government of the United States of America - Manufacturing Science Division, Solar Turbines Incorporated, Solar Turbines Incorporated, Government of the United States of America - Oak Ridge National Laboratory, Solar Turbines Incorporated, Solar Turbines Incorporated and Government of the United States of America - Manufacturing Science Division
Downloads 52 (1,041,696)

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Low Cycle Fatigue, Crystal plasticity, Fatigue damage model, Additive Manufacturing, Nickel-based alloy

7.

Processability Investigation of Niti [[Equation]] Alloy: A Rapid Screening and Analysis Through Single-Track Study on Cast Ingot

Number of pages: 17 Posted: 04 Jun 2024
University of Toledo, Government of the United States of America - Manufacturing Science Division, University of Toledo, University of Toledo, Government of the United States of America - Oak Ridge National Laboratory, Government of the United States of America - Oak Ridge National Laboratory and University of Toledo - Department of Mechanical, Industrial and Manufacturing Engineering (MIME)
Downloads 45 (1,121,190)

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Additive manufacturing, Shape memory alloy, High-temperature SMA (HT-SMA), NiTiHf15 alloy, Rapid processability assessment

8.

Convective Heat Transfer Enhancement Through Additively Built Multiscale Micro-Tetrahedron Features

Number of pages: 38 Posted: 30 Nov 2024
Government of the United States of America - Oak Ridge National Laboratory, Oak Ridge National Laboratory, Government of the United States of America - Oak Ridge National Laboratory, affiliation not provided to SSRN, University of Tennessee, Knoxville - Mechanical, Aerospace and Biomedical Engineering Department and Government of the United States of America - Manufacturing Science Division
Downloads 41 (1,170,409)

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Additive Manufacturing, Multi-scale surface characteristics, Micro - tetrahedron, Heat Transfer, Friction Factor, Gas Turbine

9.

Microstructure-Sensitive Mechanical Behavior of an Additively Manufactured Psuedoelastic Shape Memory Alloy

Number of pages: 12 Posted: 04 Dec 2024
Government of the United States of America - Oak Ridge National Laboratory, Government of the United States of America - Oak Ridge National Laboratory, Government of the United States of America - Oak Ridge National Laboratory, Government of the United States of America - Oak Ridge National Laboratory, Texas A&M University, USA, Government of the United States of America - Oak Ridge National Laboratory, Oak Ridge National Laboratory, Government of the United States of America - Manufacturing Science Division, Government of the United States of America - Oak Ridge National Laboratory, University of Toledo - Department of Mechanical, Industrial and Manufacturing Engineering (MIME) and Government of the United States of America - Manufacturing Science Division
Downloads 39 (1,209,354)

Abstract:

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additive manufacturing, shape memory alloys, microstructure, mechanical behavior

10.

Understanding the Influence of Boron in Additively Manufactured Gammaprint®-700 Coni-Based Superalloy

Number of pages: 35 Posted: 08 May 2024
Government of the United States of America - Materials Science & Technology Division, affiliation not provided to SSRN, affiliation not provided to SSRN, University of California, Santa Barbara (UCSB) - Materials Department, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, Government of the United States of America - Manufacturing Science Division and Government of the United States of America - Center for Nanophase Materials Sciences
Downloads 26 (1,372,601)

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Additive Manufacturing, CoNi-based superalloy, Boron and Cracking, GB segregation

11.

Lpbf Processability of Nitihf Alloys: Systematic Modeling and Single-Track Studies

Number of pages: 31 Posted: 06 Jul 2024
University of Toledo - Department of Mechanical, Industrial and Manufacturing Engineering (MIME), University of Toledo, University of Toledo, University of Toledo, Government of the United States of America - Manufacturing Science Division, Government of the United States of America - Oak Ridge National Laboratory, Government of the United States of America - Oak Ridge National Laboratory and University of Toledo - Department of Mechanical, Industrial and Manufacturing Engineering (MIME)
Downloads 24 (1,399,036)

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High-Temperature shape memory alloys (HTSMAs), Laser powder bed fusion (LPBF), Solidification cracking, processability assessment, Computational modeling, laser remelting experiments

12.

Active learning strategies for training deep learning microscopy segmentation models

Number of pages: 13 Posted: 06 Feb 2026
Government of the United States of America - Oak Ridge National Laboratory, Government of the United States of America - Oak Ridge National Laboratory, Government of the United States of America - Oak Ridge National Laboratory, Government of the United States of America - Oak Ridge National Laboratory, Government of the United States of America - Manufacturing Science Division, Government of the United States of America - Oak Ridge National Laboratory and Government of the United States of America - Oak Ridge National Laboratory
Downloads 19 (1,481,165)

Abstract:

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Additive manufacturing, Laser powder bed fusion, image segmentation, active learning, machine learning