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Journal Articles

Convolutional Neural Networks for the Localization of Plastic Velocity Gradient Tensor in Polycrystalline Microstructures

David Montes de Oca Zapiain, Apaar Shanker, Surya R. Kalidindi
Journal: Journal of Engineering Materials and Technology
Publisher: ASME
Article Type: Research Papers
J. Eng. Mater. Technol. January 2022, 144(1): 011004.
Paper No: MATS-21-1070
https://doi.org/10.1115/1.4051085
Published Online: May 28, 2021
View Article titled, Convolutional Neural Networks for the Localization of Plastic Velocity Gradient Tensor in Polycrystalline Microstructures
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Topics: Artificial neural networks, Crystals, Tensors, Simulation, Plasticity, Neural network models, Crystal lattices
Journal Articles

Implementation of a Neural Network into a User-Material Subroutine for Finite Element Simulation of Material Viscoplasticity

Lahouari Benabou
Journal: Journal of Engineering Materials and Technology
Publisher: ASME
Article Type: Research Papers
J. Eng. Mater. Technol. October 2021, 143(4): 041001.
Paper No: MATS-21-1031
https://doi.org/10.1115/1.4050704
Published Online: April 19, 2021
View Article titled, Implementation of a Neural Network into a User-Material Subroutine for Finite Element Simulation of Material Viscoplasticity
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Topics: Artificial neural networks, Temperature, Finite element analysis, Simulation
Journal Articles

Reduced-Order Constitutive Modeling of Directionally Solidified Ni-Base Superalloys

S. D. Neal, R. W. Neu
Journal: Journal of Engineering Materials and Technology
Publisher: ASME
Article Type: Research-Article
J. Eng. Mater. Technol. April 2014, 136(2): 021003.
Paper No: MATS-13-1111
https://doi.org/10.1115/1.4026271
Published Online: January 17, 2014
View Article titled, Reduced-Order Constitutive Modeling of Directionally Solidified Ni-Base Superalloys
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Topics: Artificial neural networks, Modeling, Superalloys, Temperature, Stress
Journal Articles

Modeling the S-N Curves of Polyamide PA66 Using a Serial Hybrid Neural Network

Jernej Klemenc, Andrej Wagner, Matija Fajdiga
Journal: Journal of Engineering Materials and Technology
Publisher: ASME
Article Type: Research Papers
J. Eng. Mater. Technol. July 2011, 133(3): 031005.
https://doi.org/10.1115/1.4004054
Published Online: July 5, 2011
View Article titled, Modeling the S-N Curves of Polyamide PA66 Using a Serial Hybrid Neural Network
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Topics: Artificial neural networks, Modeling, Multilayer perceptron, Polymers, Stress, Uncertainty, Cycles, Failure, Testing, Fatigue
Journal Articles

Metallurgical Phenomena Modeling in Friction Stir Welding of Aluminium Alloys: Analytical Versus Neural Network Based Approaches

Livan Fratini, Gianluca Buffa
Journal: Journal of Engineering Materials and Technology
Publisher: ASME
Article Type: Research Papers
J. Eng. Mater. Technol. July 2008, 130(3): 031001.
https://doi.org/10.1115/1.2931142
Published Online: May 22, 2008
View Article titled, Metallurgical Phenomena Modeling in Friction Stir Welding of Aluminium Alloys: Analytical Versus Neural Network Based Approaches
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Topics: Aluminum alloys, Artificial neural networks, Finite element model, Friction, Grain size, Modeling, Welding, Temperature, Recrystallization, Finite element methods
Journal Articles

Capability of a Feed-Forward Artificial Neural Network to Predict the Constitutive Flow Behavior of As Cast 304 Stainless Steel Under Hot Deformation

Sumantra Mandal, P. V. Sivaprasad, S. Venugopal
Journal: Journal of Engineering Materials and Technology
Publisher: ASME
Article Type: Technical Papers
J. Eng. Mater. Technol. April 2007, 129(2): 242–247.
https://doi.org/10.1115/1.2400276
Published Online: August 17, 2006
View Article titled, Capability of a Feed-Forward Artificial Neural Network to Predict the Constitutive Flow Behavior of As Cast 304 Stainless Steel Under Hot Deformation
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Topics: Algorithms, Artificial neural networks, Deformation, Feedforward control, Flow (Dynamics), Stainless steel, Stress, Temperature
Journal Articles

Experimental Implementation of Neural Network Springback Control for Sheet Metal Forming

Vikram Viswanathan, Brad Kinsey, Jian Cao, Assoc. Mem.
Journal: Journal of Engineering Materials and Technology
Publisher: ASME
Article Type: Technical Papers
J. Eng. Mater. Technol. April 2003, 125(2): 141–147.
https://doi.org/10.1115/1.1555652
Published Online: April 4, 2003
View Article titled, Experimental Implementation of Neural Network Springback Control for Sheet Metal Forming
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Topics: Artificial neural networks, Binders (Materials), Friction, Steel, Trajectories (Physics), Control systems, Sheet metal work
Journal Articles

Recent Developments in Gradient Plasticity—Part II: Plastic Heterogeneity and Wavelets

Avraam A. Konstantinidis, Elias C. Aifantis
Journal: Journal of Engineering Materials and Technology
Publisher: ASME
Article Type: Technical Papers
J. Eng. Mater. Technol. July 2002, 124(3): 358–364.
https://doi.org/10.1115/1.1479696
Published Online: June 10, 2002
View Article titled, Recent Developments in Gradient Plasticity—Part II: Plastic Heterogeneity and Wavelets
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Topics: Deformation, Wavelets, Artificial neural networks, Torsion, Plasticity
Journal Articles

Consistent and Minimal Springback Using a Stepped Binder Force Trajectory and Neural Network Control

Jian Cao, Brad Kinsey, Sara A. Solla
Journal: Journal of Engineering Materials and Technology
Publisher: ASME
Article Type: Technical Papers
J. Eng. Mater. Technol. January 2000, 122(1): 113–118.
https://doi.org/10.1115/1.482774
Published Online: June 14, 1999
View Article titled, Consistent and Minimal Springback Using a Stepped Binder Force Trajectory and Neural Network Control
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Topics: Artificial neural networks, Binders (Materials), Control systems, Friction, Trajectories (Physics), Materials properties