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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

Standard Tessellation Language-Free Adaptive Slicing Scheme for Additive Manufacturing of Cellular Materials

Sina Rastegarzadeh, Jida Huang
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. June 2024, 24(6): 060902.
Paper No: JCISE-23-1214
https://doi.org/10.1115/1.4063227
Published Online: March 5, 2024
View Article titled, Standard Tessellation Language-Free Adaptive Slicing Scheme for Additive Manufacturing of Cellular Materials
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Topics: Additive manufacturing, Algorithms, Computer-aided design, Design, Errors, Manufacturing, Modeling, Resolution (Optics), Pipelines, Topology
Proceedings Papers

Study the Impact of Cross-Sections on the Energy Absorption of Architected Materials

Xinnian Wang, Sina Rastegarzadeh, Yayue Pan, Jida Huang
Proc. ASME. IDETC-CIE2023, Volume 2: 43rd Computers and Information in Engineering Conference (CIE), V002T02A023, August 20–23, 2023
Publisher: American Society of Mechanical Engineers
Paper No: DETC2023-116583
https://doi.org/10.1115/DETC2023-116583
View Paper titled, Study the Impact of Cross-Sections on the Energy Absorption of Architected Materials
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Topics: Absorption, Cross section (Physics), Struts (Engineering), Design, Additive manufacturing, Compression, Manufacturing, Mechanical properties, Metamaterials, Stereolithography
Proceedings Papers

Inverse Design of 2D Shape-Morphing Structures

Mohammad Abu-Mualla, Victor Jirón, Jida Huang
Proc. ASME. IDETC-CIE2023, Volume 2: 43rd Computers and Information in Engineering Conference (CIE), V002T02A040, August 20–23, 2023
Publisher: American Society of Mechanical Engineers
Paper No: DETC2023-111426
https://doi.org/10.1115/DETC2023-111426
View Paper titled, Inverse Design of 2D Shape-Morphing Structures
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Topics: Design, Shapes, Poisson ratio, Tensile testing, Algorithms, Artificial neural networks, Computer simulation, Design automation, Finite element analysis, Physics
Proceedings Papers

Architected Cellular Materials for Aerospace Components Design and Manufacturing

Sina Rastegarzadeh, Jida Huang, Jun Wang
Proc. ASME. SSDM2023, ASME 2023 Aerospace Structures, Structural Dynamics, and Materials Conference, V001T01A007, June 19–21, 2023
Publisher: American Society of Mechanical Engineers
Paper No: SSDM2023-107329
https://doi.org/10.1115/SSDM2023-107329
View Paper titled, Architected Cellular Materials for Aerospace Components Design and Manufacturing
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Topics: Additive manufacturing, Aerospace industry, Design, Manufacturing, Optimization, Sandwich structures
Journal Articles

Inverse Design of Two-Dimensional Shape-Morphing Structures

Mohammad Abu-Mualla, Victor Jiron, Jida Huang
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. December 2023, 145(12): 121703.
Paper No: MD-23-1086
https://doi.org/10.1115/1.4063191
Published Online: October 6, 2023
View Article titled, Inverse Design of Two-Dimensional Shape-Morphing Structures
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Topics: Design, Shapes, Poisson ratio
Proceedings Papers

Novel STL-Free Design Paradigm for High-Resolution Multi-Scale Architected Cellular Materials in Additive Manufacturing

Sina Rastegarzadeh, Jida Huang
Proc. ASME. MSEC2023, Volume 1: Additive Manufacturing; Advanced Materials Manufacturing; Biomanufacturing; Life Cycle Engineering, V001T01A021, June 12–16, 2023
Publisher: American Society of Mechanical Engineers
Paper No: MSEC2023-104984
https://doi.org/10.1115/MSEC2023-104984
View Paper titled, Novel STL-Free Design Paradigm for High-Resolution Multi-Scale Architected Cellular Materials in Additive Manufacturing
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Topics: Additive manufacturing, Design, Resolution (Optics), Computer-aided design, Manufacturing, Algorithms, Architecture, Composite materials, Geometry, Microscale devices
Proceedings Papers

Multi-Scale Topology Optimization With Neural Network-Assisted Optimizer

Sina Rastegarzadeh, Jun Wang, Jida Huang
Proc. ASME. IDETC-CIE2022, Volume 2: 42nd Computers and Information in Engineering Conference (CIE), V002T02A041, August 14–17, 2022
Publisher: American Society of Mechanical Engineers
Paper No: DETC2022-89538
https://doi.org/10.1115/DETC2022-89538
View Paper titled, Multi-Scale Topology Optimization With Neural Network-Assisted Optimizer
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Topics: Optimization, Topology, Design, Machine learning, Resolution (Optics), Structural design, Artificial neural networks, Density, Filters, Interpolation
Proceedings Papers

Normalization and Dimension Reduction for Machine Learning in Advanced Manufacturing

Jida Huang, Tsz-Ho Kwok
Proc. ASME. IDETC-CIE2022, Volume 2: 42nd Computers and Information in Engineering Conference (CIE), V002T02A042, August 14–17, 2022
Publisher: American Society of Mechanical Engineers
Paper No: DETC2022-89921
https://doi.org/10.1115/DETC2022-89921
View Paper titled, Normalization and Dimension Reduction for Machine Learning in Advanced Manufacturing
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Topics: Dimensions, Machine learning, Manufacturing, Additive manufacturing, Casting, Data collection, Milling, Principal component analysis
Journal Articles

Neural Network-Assisted Design: A Study of Multiscale Topology Optimization With Smoothly Graded Cellular Structures

Sina Rastegarzadeh, Jun Wang, Jida Huang
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. January 2023, 145(1): 011701.
Paper No: MD-22-1154
https://doi.org/10.1115/1.4055505
Published Online: October 7, 2022
View Article titled, Neural Network-Assisted Design: A Study of Multiscale Topology Optimization With Smoothly Graded Cellular Structures
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Topics: Design, Optimization, Topology, Finite element analysis, Density, Artificial neural networks, Resolution (Optics)
Proceedings Papers

Mechanical Profile and 3D Printability of Cellular Structures

Sina Rastegarzadeh, Samuel Muthusamy, Jida Huang
Proc. ASME. MSEC2022, Volume 1: Additive Manufacturing; Biomanufacturing; Life Cycle Engineering; Manufacturing Equipment and Automation; Nano/Micro/Meso Manufacturing, V001T01A024, June 27–July 1, 2022
Publisher: American Society of Mechanical Engineers
Paper No: MSEC2022-85541
https://doi.org/10.1115/MSEC2022-85541
View Paper titled, Mechanical Profile and 3D Printability of Cellular Structures
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Topics: Anisotropy, Bulk modulus, Databases, Design, Manufacturing, Mechanical properties, Metamaterials, Microscale devices, Shear modulus, Structural design
Journal Articles

Mechanical Profile of Smooth Cellular Materials

Sina Rastegarzadeh, Samuel Muthusamy, Jida Huang
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. February 2023, 145(2): 021005.
Paper No: MANU-22-1244
https://doi.org/10.1115/1.4055520
Published Online: September 27, 2022
View Article titled, Mechanical Profile of Smooth Cellular Materials
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Topics: Compression, Design, Manufacturing, Mechanical properties, Modeling, Simulation, Young's modulus, Metamaterials, Printing
Journal Articles

Functionally Graded Non-Periodic Cellular Structure Design and Optimization

Jun Wang, Jida Huang
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. June 2022, 22(3): 031006.
Paper No: JCISE-21-1273
https://doi.org/10.1115/1.4053039
Published Online: December 10, 2021
View Article titled, Functionally Graded Non-Periodic Cellular Structure Design and Optimization
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Topics: Design, Optimization
Proceedings Papers

Two-Scale Topology Optimization With Parameterized Cellular Structures

Sina Rastegarzadeh, Jun Wang, Jida Huang
Proc. ASME. IDETC-CIE2021, Volume 2: 41st Computers and Information in Engineering Conference (CIE), V002T02A046, August 17–19, 2021
Publisher: American Society of Mechanical Engineers
Paper No: DETC2021-71980
https://doi.org/10.1115/DETC2021-71980
View Paper titled, Two-Scale Topology Optimization With Parameterized Cellular Structures
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Topics: Optimization, Topology, Design, Resolution (Optics), Stiffness, Structural optimization, Additive manufacturing, Elasticity, Engineering design, Manufacturing
Proceedings Papers

Functionally Graded Non-Periodic Cellular Structure Design Using a Surrogate Model-Based Optimization Scheme

Jun Wang, Jida Huang
Proc. ASME. IDETC-CIE2021, Volume 2: 41st Computers and Information in Engineering Conference (CIE), V002T02A012, August 17–19, 2021
Publisher: American Society of Mechanical Engineers
Paper No: DETC2021-71678
https://doi.org/10.1115/DETC2021-71678
View Paper titled, Functionally Graded Non-Periodic Cellular Structure Design Using a Surrogate Model-Based Optimization Scheme
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Topics: Design, Optimization, Simulation, Finite element analysis, Materials properties, Mechanical properties, Microscale devices, Product design, Topology, Weight (Mass)
Journal Articles

Segmentation-Based Wireframe Generation for Parametric Modeling of Human Body Shapes

Jida Huang, Tsz-Ho Kwok
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. December 2021, 21(6): 061007.
Paper No: JCISE-20-1327
https://doi.org/10.1115/1.4050758
Published Online: May 14, 2021
View Article titled, Segmentation-Based Wireframe Generation for Parametric Modeling of Human Body Shapes
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Topics: Image segmentation, Shapes
Proceedings Papers

Spatiotemporal Fusion Network for the Droplet Behavior Recognition in Inkjet Printing

Jida Huang, Tianjiao Wang, Luis Javier Segura, Gayatri Shirish Joshi, Hongyue Sun, Chi Zhou
Proc. ASME. MSEC2020, Volume 1: Additive Manufacturing; Advanced Materials Manufacturing; Biomanufacturing; Life Cycle Engineering; Manufacturing Equipment and Automation, V001T01A038, September 3, 2020
Publisher: American Society of Mechanical Engineers
Paper No: MSEC2020-8514
https://doi.org/10.1115/MSEC2020-8514
View Paper titled, Spatiotemporal Fusion Network for the Droplet Behavior Recognition in Inkjet Printing
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Topics: Drops, Printing, Spatiotemporal phenomena
Proceedings Papers

Comparing Segmentation Approaches for Learning-Aware Wireframe Generation on Human Model

Jida Huang, Tsz-Ho Kwok
Proc. ASME. IDETC-CIE2020, Volume 9: 40th Computers and Information in Engineering Conference (CIE), V009T09A033, August 17–19, 2020
Publisher: American Society of Mechanical Engineers
Paper No: DETC2020-22616
https://doi.org/10.1115/DETC2020-22616
View Paper titled, Comparing Segmentation Approaches for Learning-Aware Wireframe Generation on Human Model
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Topics: Image segmentation, Design, Databases
Journal Articles

Geometric Deep Learning for Shape Correspondence in Mass Customization by Three-Dimensional Printing

Jida Huang, Hongyue Sun, Tsz-Ho Kwok, Chi Zhou, Wenyao Xu
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. June 2020, 142(6): 061003.
Paper No: MANU-19-1425
https://doi.org/10.1115/1.4046746
Published Online: April 13, 2020
View Article titled, Geometric Deep Learning for Shape Correspondence in Mass Customization by Three-Dimensional Printing
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Topics: Shapes
Proceedings Papers

Geometric Deep Learning for Shape Correspondence in Mass Customization

Jida Huang, Hongyue Sun, Tsz-Ho Kwok, Chi Zhou, Wenyao Xu
Proc. ASME. MSEC2019, Volume 1: Additive Manufacturing; Manufacturing Equipment and Systems; Bio and Sustainable Manufacturing, V001T01A034, June 10–14, 2019
Publisher: American Society of Mechanical Engineers
Paper No: MSEC2019-3006
https://doi.org/10.1115/MSEC2019-3006
View Paper titled, Geometric Deep Learning for Shape Correspondence in Mass Customization
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Topics: Shapes, Deformation, Additive manufacturing, Design, Geometry, Manufacturing