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Journal Articles

Designing Connectivity-Guaranteed Porous Metamaterial Units Using Generative Graph Neural Networks

Zihan Wang, Austin Bray, Kiarash Naghavi Khanghah, Hongyi Xu
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. February 2025, 147(2): 021706.
Paper No: MD-24-1409
https://doi.org/10.1115/1.4066128
Published Online: September 26, 2024
View Article titled, Designing Connectivity-Guaranteed Porous Metamaterial Units Using Generative Graph Neural Networks
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Topics: Design, Metamaterials, Voxel, Thermal conductivity, Graph neural networks
Journal Articles

A Dataset Generation Framework for Symmetry-Induced Mechanical Metamaterials

Accepted Manuscript
Mohammad Abu-Mualla, Jida Huang
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-24-1128
https://doi.org/10.1115/1.4066169
Published Online: August 5, 2024
View Article titled, A Dataset Generation Framework for Symmetry-Induced Mechanical Metamaterials
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Topics: Design, Metamaterials, Trusses (Building), Machine learning, Additive manufacturing, Anisotropy, Computer-aided design, Design methodology, Materials science, Mechanical properties
Journal Articles

t-METASET: Task-Aware Acquisition of Metamaterial Datasets Through Diversity-Based Active Learning

Doksoo Lee, Yu-Chin Chan, Wei (Wayne) Chen, Liwei Wang, Anton van Beek, Wei Chen
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. March 2023, 145(3): 031704.
Paper No: MD-22-1359
https://doi.org/10.1115/1.4055925
Published Online: November 3, 2022
View Article titled, t-METASET: Task-Aware Acquisition of Metamaterial Datasets Through Diversity-Based Active Learning
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Topics: Design, Metamaterials, Shapes, Data acquisition, Surface roughness
Journal Articles

Design of Phononic Bandgap Metamaterials Based on Gaussian Mixture Beta Variational Autoencoder and Iterative Model Updating

Zihan Wang, Weikang Xian, M. Ridha Baccouche, Horst Lanzerath, Ying Li, Hongyi Xu
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. April 2022, 144(4): 041705.
Paper No: MD-21-1373
https://doi.org/10.1115/1.4053814
Published Online: February 22, 2022
View Article titled, Design of Phononic Bandgap Metamaterials Based on Gaussian Mixture Beta Variational Autoencoder and Iterative Model Updating
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Topics: Design, Energy gap, Metamaterials, Optimization
Journal Articles

Inverse Design Framework With Invertible Neural Networks for Passive Vibration Suppression in Phononic Structures

Manaswin Oddiraju, Amir Behjat, Mostafa Nouh, Souma Chowdhury
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021707.
Paper No: MD-21-1246
https://doi.org/10.1115/1.4052300
Published Online: September 23, 2021
View Article titled, Inverse Design Framework With Invertible Neural Networks for Passive Vibration Suppression in Phononic Structures
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Topics: Artificial neural networks, Design, Optimization, Modeling, Metamaterials
Journal Articles

Scalable Gaussian Processes for Data-Driven Design Using Big Data With Categorical Factors

Liwei Wang, Suraj Yerramilli, Akshay Iyer, Daniel Apley, Ping Zhu, Wei Chen
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021703.
Paper No: MD-21-1235
https://doi.org/10.1115/1.4052221
Published Online: September 15, 2021
View Article titled, Scalable Gaussian Processes for Data-Driven Design Using Big Data With Categorical Factors
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Topics: Data-driven design, Design, Machine learning, Metamaterials, Modeling, Optimization
Journal Articles

METASET: Exploring Shape and Property Spaces for Data-Driven Metamaterials Design

Yu-Chin Chan, Faez Ahmed, Liwei Wang, Wei Chen
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. March 2021, 143(3): 031707.
Paper No: MD-20-1418
https://doi.org/10.1115/1.4048629
Published Online: November 10, 2020
View Article titled, METASET: Exploring Shape and Property Spaces for Data-Driven Metamaterials Design
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Topics: Design, Metamaterials, Shapes, Space, Algorithms
Journal Articles

Generative Design of Bionic Structures Via Concurrent Multiscale Topology Optimization and Conformal Geometry Method

Long Jiang, Xianfeng David Gu, Shikui Chen
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. January 2021, 143(1): 011701.
Paper No: MD-20-1024
https://doi.org/10.1115/1.4047345
Published Online: July 24, 2020
View Article titled, Generative Design of Bionic Structures Via Concurrent Multiscale Topology Optimization and Conformal Geometry Method
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Topics: Design, Metamaterials, Optimization, Topology
Includes: Supplementary data
Journal Articles

Globally Approximate Gaussian Processes for Big Data With Application to Data-Driven Metamaterials Design

Ramin Bostanabad, Yu-Chin Chan, Liwei Wang, Ping Zhu, Wei Chen
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. November 2019, 141(11): 111402.
Paper No: MD-19-1164
https://doi.org/10.1115/1.4044257
Published Online: September 16, 2019
View Article titled, Globally Approximate Gaussian Processes for Big Data With Application to Data-Driven Metamaterials Design
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Topics: Design, Metamaterials, Modeling, Optimization, Dimensions, Databases, Shapes, Noise (Sound)
Journal Articles

Design Exploration of Reliably Manufacturable Materials and Structures With Applications to Negative Stiffness Metamaterials and Microstereolithography

Clinton Morris, Logan Bekker, Michael R. Haberman, Carolyn C. Seepersad
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. November 2018, 140(11): 111415.
Paper No: MD-18-1286
https://doi.org/10.1115/1.4041251
Published Online: September 12, 2018
View Article titled, Design Exploration of Reliably Manufacturable Materials and Structures With Applications to Negative Stiffness Metamaterials and Microstereolithography
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Topics: Design, Manufacturing, Metamaterials, Stiffness
Journal Articles

Unit Cell Synthesis for Design of Materials With Targeted Nonlinear Deformation Response

Zachary Satterfield, Neehar Kulkarni, Georges Fadel, Gang Li, Nicole Coutris, Matthew P. Castanier
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. December 2017, 139(12): 121401.
Paper No: MD-16-1764
https://doi.org/10.1115/1.4037894
Published Online: October 3, 2017
View Article titled, Unit Cell Synthesis for Design of Materials With Targeted Nonlinear Deformation Response
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Topics: Deformation, Design, Metamaterials, Optimization
Journal Articles

Hierarchical Design of Negative Stiffness Metamaterials Using a Bayesian Network Classifier

Jordan Matthews, Timothy Klatt, Clinton Morris, Carolyn C. Seepersad, Michael Haberman, David Shahan
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. April 2016, 138(4): 041404.
Paper No: MD-15-1576
https://doi.org/10.1115/1.4032774
Published Online: March 4, 2016
View Article titled, Hierarchical Design of Negative Stiffness Metamaterials Using a Bayesian Network Classifier
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Topics: Design, Stiffness, Metamaterials, Modeling, Microscale devices
Journal Articles

Systematic Design Optimization of the Metamaterial Shear Beam of a Nonpneumatic Wheel for Low Rolling Resistance

Christopher Czech, Paolo Guarneri, Niranjan Thyagaraja, Georges Fadel
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research-Article
J. Mech. Des. April 2015, 137(4): 041404.
Paper No: MD-14-1351
https://doi.org/10.1115/1.4029518
Published Online: April 1, 2015
View Article titled, Systematic Design Optimization of the Metamaterial Shear Beam of a Nonpneumatic Wheel for Low Rolling Resistance
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Topics: Design, Metamaterials, Optimization, Shear (Mechanics), Wheels