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Nathan Brown

Clemson University

101 Sikes Ave

Clemson, SC 29634

United States

SCHOLARLY PAPERS

7

DOWNLOADS

424

TOTAL CITATIONS

8

Scholarly Papers (7)

1.

"Deep Reinforcement Learning for Engineering Design Through Topology Optimization of Elementally Discretized Design Domains"

Number of pages: 24 Posted: 16 Feb 2022
Clemson University, Sandia National Laboratories - Materials, Physical, and Chemical Sciences Center, Clemson University and Clemson University
Downloads 138 (540,814)
Citation 8

Abstract:

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Reinforcement Learning, Topology Optimization, Deep Learning, Structural Design, Data-Driven

2.

Deep Reinforcement Learning for the Design of Mechanical Metamaterials with Tunable Deformation and Hysteretic Characteristics

Number of pages: 36 Posted: 19 Sep 2023
Clemson University, University of Delaware, Sandia National Laboratories - Materials, Physical, and Chemical Sciences Center, University of Delaware, Clemson University, University of Delaware and Clemson University
Downloads 95 (715,072)

Abstract:

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metamaterials, Reinforcement Learning, Deep Learning, Engineering Design

3.

Multi-Modal Predictions of Material Degradation: A Case Study on Friction Evolution

Number of pages: 48 Posted: 19 Mar 2025
Clemson University, Arizona State University (ASU), Arizona State University (ASU), Sandia National Laboratories, Sandia National Laboratories, Sandia National Laboratories, Sandia National Laboratories, Sandia National Laboratories and Sandia National Laboratories
Downloads 81 (844,901)

Abstract:

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Machine Learning, Tribology, Multi-Modal, Computational Material Science, Material Degradation

4.

Stochastic Room Temperature Creep of 316l Stainless Steel

Number of pages: 31 Posted: 22 Feb 2025
Sandia National Laboratories, Sandia National Laboratories, Georgia Institute of Technology, Clemson University, Sandia National Laboratories, Albuquerque and Sandia National Laboratories
Downloads 42 (1,209,354)

Abstract:

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Room temperature creep, High-throughput, Stochasticity, Uncertainty

5.

Unsupervised Machine Learning for Image-Based Classification of Material Degradation

Number of pages: 14 Posted: 21 May 2025
Sandia National Laboratories, Clemson University, Sandia National Laboratories, Sandia National Laboratories, Sandia National Laboratories, Sandia National Laboratories and Sandia National Laboratories
Downloads 33 (1,277,121)

Abstract:

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Machine learning, material degradation, atomic force microscopy, dynamic material evaluation

6.

Mitigating thermal failure of dissimilar joints in plasma facing components via interlocking metasurfaces

Number of pages: 24 Posted: 20 Mar 2026
University of Texas at Austin, Clemson University, Max-Planck-Institut für Plasmaphysik, Sandia National Laboratories and Sandia National Laboratories
Downloads 20 (1,448,301)

Abstract:

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Plasma Facing Components, Design, FEA, Metamaterials

7.

Multi-Objective design of interlocking metasurfaces using conditional diffusion models

Number of pages: 25 Posted: 14 Oct 2025
Clemson University, Sandia National Laboratories, Sandia National Laboratories and Sandia National Laboratories
Downloads 15 (1,500,778)

Abstract:

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Generative AI, Conditional Diffusion Models, engineering design, design optimization, multi-objective optimization