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Journal Articles

Predicting Knee Joint Contact Forces During Normal Walking Using Kinematic Inputs With a Long-Short Term Neural Network

Hunter J. Bennett, Kaileigh Estler, Kevin Valenzuela, Joshua T. Weinhandl
Journal: Journal of Biomechanical Engineering
Publisher: ASME
Article Type: Research-Article
J Biomech Eng. August 2024, 146(8): 081004.
Paper No: BIO-23-1247
https://doi.org/10.1115/1.4064550
Published Online: March 21, 2024
View Article titled, Predicting Knee Joint Contact Forces During Normal Walking Using Kinematic Inputs With a Long-Short Term Neural Network
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Topics: Artificial neural networks, Kinematics, Knee, Musculoskeletal system, Modeling, Cams
Journal Articles

Artificial Neural Network-Aided Computational Approach for Mechanophenotyping of Biological Cells Using Atomic Force Microscopy

Yuvaraj Kamble, Abhishek Raj, Atul Thakur
Journal: Journal of Biomechanical Engineering
Publisher: ASME
Article Type: Research-Article
J Biomech Eng. July 2023, 145(7): 071007.
Paper No: BIO-22-1218
https://doi.org/10.1115/1.4056916
Published Online: April 8, 2023
View Article titled, Artificial Neural Network-Aided Computational Approach for Mechanophenotyping of Biological Cells Using Atomic Force Microscopy
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Topics: Artificial neural networks, Atomic force microscopy, Simulation, Nanoindentation, Engineering simulation, Platelets, Finite element methods, Finite element model, Testing
Includes: Supplementary data
Journal Articles

Single Accelerometer to Recognize Human Activities Using Neural Networks

Sai Siddarth Vakacherla, Prakyath Kantharaju, Meet Mevada, Myunghee Kim
Journal: Journal of Biomechanical Engineering
Publisher: ASME
Article Type: Research-Article
J Biomech Eng. June 2023, 145(6): 061005.
Paper No: BIO-22-1228
https://doi.org/10.1115/1.4056767
Published Online: February 6, 2023
View Article titled, Single Accelerometer to Recognize Human Activities Using Neural Networks
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Topics: Accelerometers, Artificial neural networks, Exoskeleton devices, Sensors, Testing
Journal Articles

Reducing Geometric Uncertainty in Computational Hemodynamics by Deep Learning-Assisted Parallel-Chain MCMC

Pan Du, Jian-Xun Wang
Journal: Journal of Biomechanical Engineering
Publisher: ASME
Article Type: Research-Article
J Biomech Eng. December 2022, 144(12): 121009.
Paper No: BIO-22-1104
https://doi.org/10.1115/1.4055809
Published Online: October 17, 2022
View Article titled, Reducing Geometric Uncertainty in Computational Hemodynamics by Deep Learning-Assisted Parallel-Chain MCMC
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Topics: Algorithms, Aorta, Chain, Computational fluid dynamics, Flow (Dynamics), Hemodynamics, Modeling, Simulation, Uncertainty, Artificial neural networks
Journal Articles

Neural Network Approaches for Soft Biological Tissue and Organ Simulations

Michael S. Sacks, Shruti Motiwale, Christian Goodbrake, Wenbo Zhang
Journal: Journal of Biomechanical Engineering
Publisher: ASME
Article Type: Research-Article
J Biomech Eng. December 2022, 144(12): 121010.
Paper No: BIO-22-1146
https://doi.org/10.1115/1.4055835
Published Online: October 17, 2022
View Article titled, Neural Network Approaches for Soft Biological Tissue and Organ Simulations
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Topics: Artificial neural networks, B-splines, Simulation, Soft tissues, Finite element analysis, Modeling
Journal Articles

A Feature-Encoded Physics-Informed Parameter Identification Neural Network for Musculoskeletal Systems

Karan Taneja, Xiaolong He, QiZhi He, Xinlun Zhao, Yun-An Lin, Kenneth J. Loh, Jiun-Shyan Chen
Journal: Journal of Biomechanical Engineering
Publisher: ASME
Article Type: Research-Article
J Biomech Eng. December 2022, 144(12): 121006.
Paper No: BIO-22-1137
https://doi.org/10.1115/1.4055238
Published Online: September 19, 2022
View Article titled, A Feature-Encoded Physics-Informed Parameter Identification Neural Network for Musculoskeletal Systems
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Topics: Dynamics (Mechanics), Muscle, Musculoskeletal system, Signals, Tendons, Artificial neural networks, Physics, Electromyography
Journal Articles

Universal Solution Manifold Networks (USM-Nets): Non-Intrusive Mesh-Free Surrogate Models for Problems in Variable Domains

Francesco Regazzoni, Stefano Pagani, Alfio Quarteroni
Journal: Journal of Biomechanical Engineering
Publisher: ASME
Article Type: Research-Article
J Biomech Eng. December 2022, 144(12): 121004.
Paper No: BIO-22-1123
https://doi.org/10.1115/1.4055285
Published Online: September 19, 2022
View Article titled, Universal Solution Manifold Networks (USM-Nets): Non-Intrusive Mesh-Free Surrogate Models for Problems in Variable Domains
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Topics: Approximation, Artificial neural networks, Bifurcation, Geometry, Manifolds, Pressure, Cavities, Boundary-value problems, Shapes, Reynolds number
Journal Articles

A Predictive Analysis of Wall Stress in Abdominal Aortic Aneurysms Using a Neural Network Model

Balaji Rengarajan, Sourav S. Patnaik, Ender A. Finol
Journal: Journal of Biomechanical Engineering
Publisher: ASME
Article Type: Research-Article
J Biomech Eng. December 2021, 143(12): 121004.
Paper No: BIO-21-1103
https://doi.org/10.1115/1.4051905
Published Online: September 1, 2021
View Article titled, A Predictive Analysis of Wall Stress in Abdominal Aortic Aneurysms Using a Neural Network Model
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Topics: Algorithms, Aneurysms, Artificial neural networks, Machine learning, Stress, Neural network models, Errors, Finite element analysis, Biomechanics, Goodness-of-fit tests
Includes: Supplementary data
Journal Articles

Automating Model Generation for Image-Based Cardiac Flow Simulation

Fanwei Kong, Shawn C. Shadden
Journal: Journal of Biomechanical Engineering
Publisher: ASME
Article Type: Research-Article
J Biomech Eng. November 2020, 142(11): 111011.
Paper No: BIO-20-1172
https://doi.org/10.1115/1.4048032
Published Online: September 11, 2020
View Article titled, Automating Model Generation for Image-Based Cardiac Flow Simulation
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Topics: Computational fluid dynamics, Image segmentation, Simulation, Geometry, Artificial neural networks
Journal Articles

Thank You to All 2019 JBME Reviewers!

Journal: Journal of Biomechanical Engineering
Publisher: ASME
Article Type: Editorial
J Biomech Eng. March 2020, 142(3): 030202.
Paper No: BIO-19-1554
https://doi.org/10.1115/1.4046094
Published Online: February 3, 2020
View Article titled, Thank You to All 2019 JBME Reviewers!
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Topics: Artificial neural networks, Biomedical measurement, Jacks (Lifting equipment), Wakes
Journal Articles

Multiobjective Design Optimization of a Biconcave Mobile-Bearing Lumbar Total Artificial Disk Considering Spinal Kinematics, Facet Joint Loading, and Metal-on-Polyethylene Contact Mechanics

Chaochao Zhou, Ryan Willing
Journal: Journal of Biomechanical Engineering
Publisher: ASME
Article Type: Research-Article
J Biomech Eng. April 2020, 142(4): 041006.
Paper No: BIO-19-1191
https://doi.org/10.1115/1.4045048
Published Online: December 12, 2019
View Article titled, Multiobjective Design Optimization of a Biconcave Mobile-Bearing Lumbar Total Artificial Disk Considering Spinal Kinematics, Facet Joint Loading, and Metal-on-Polyethylene Contact Mechanics
Open the PDF for Multiobjective Design Optimization of a Biconcave Mobile-Bearing Lumbar Total Artificial Disk Considering Spinal Kinematics, Facet Joint Loading, and Metal-on-Polyethylene Contact Mechanics in another window
Topics: Artificial neural networks, Bearings, Design, Disks, Finite element analysis, Optimization, Tradeoffs, Kinematics, Arthroplasty
Includes: Supplementary data
Journal Articles

Neural Network Optimization of Ligament Stiffnesses for the Enhanced Predictive Ability of a Patient-Specific, Computational Foot/Ankle Model

Ruchi D. Chande, Jennifer S. Wayne
Journal: Journal of Biomechanical Engineering
Publisher: ASME
Article Type: Research-Article
J Biomech Eng. September 2017, 139(9): 091003.
Paper No: BIO-16-1524
https://doi.org/10.1115/1.4037101
Published Online: July 7, 2017
View Article titled, Neural Network Optimization of Ligament Stiffnesses for the Enhanced Predictive Ability of a Patient-Specific, Computational Foot/Ankle Model
Open the PDF for Neural Network Optimization of Ligament Stiffnesses for the Enhanced Predictive Ability of a Patient-Specific, Computational Foot/Ankle Model in another window
Topics: Artificial neural networks, Radial basis function networks, Stiffness, Kinematics, Biomechanics
Journal Articles

Evaluation of a Surrogate Contact Model in Force-Dependent Kinematic Simulations of Total Knee Replacement

Marco A. Marra, Michael S. Andersen, Michael Damsgaard, Bart F. J. M. Koopman, Dennis Janssen, Nico Verdonschot
Journal: Journal of Biomechanical Engineering
Publisher: ASME
Article Type: Research-Article
J Biomech Eng. August 2017, 139(8): 081001.
Paper No: BIO-16-1267
https://doi.org/10.1115/1.4036605
Published Online: June 7, 2017
View Article titled, Evaluation of a Surrogate Contact Model in Force-Dependent Kinematic Simulations of Total Knee Replacement
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Topics: Artificial neural networks, Errors, Kinematics, Knee, Knee joint prostheses, Muscle, Simulation, Stress, Testing, Modeling
Journal Articles

Predicting Complete Ground Reaction Forces and Moments During Gait With Insole Plantar Pressure Information Using a Wavelet Neural Network

Taeyong Sim, Hyunbin Kwon, Seung Eel Oh, Su-Bin Joo, Ahnryul Choi, Hyun Mu Heo, Kisun Kim, Joung Hwan Mun
Journal: Journal of Biomechanical Engineering
Publisher: ASME
Article Type: Research-Article
J Biomech Eng. September 2015, 137(9): 091001.
Paper No: BIO-14-1585
https://doi.org/10.1115/1.4030892
Published Online: September 1, 2015
View Article titled, Predicting Complete Ground Reaction Forces and Moments During Gait With Insole Plantar Pressure Information Using a Wavelet Neural Network
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Topics: Artificial neural networks, Cycles, Pressure, Wavelets, Multilayer perceptron, Pressure sensors, Sensors
Journal Articles

Thank You To All 2014 JBME Reviewers!

Journal: Journal of Biomechanical Engineering
Publisher: ASME
Article Type: Editorial
J Biomech Eng. February 2015, 137(2): 020202.
Paper No: BIO-14-1576
https://doi.org/10.1115/1.4029233
Published Online: February 1, 2015
View Article titled, Thank You To All 2014 JBME Reviewers!
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Topics: Artificial neural networks, Lakes, Tungsten, Wood products
Journal Articles

An Optimization Study of the Screw Orientation on the Interfacial Strength of the Anterior Lumbar Plate System Using Neurogenetic Algorithms and Experimental Validation

Chian-Her Lee, Ching-Chi Hsu, Dinh Cong Huy
Journal: Journal of Biomechanical Engineering
Publisher: ASME
Article Type: Research-Article
J Biomech Eng. November 2014, 136(11): 111007.
Paper No: BIO-14-1148
https://doi.org/10.1115/1.4028412
Published Online: September 12, 2014
View Article titled, An Optimization Study of the Screw Orientation on the Interfacial Strength of the Anterior Lumbar Plate System Using Neurogenetic Algorithms and Experimental Validation
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Topics: Algorithms, Design, Finite element analysis, Finite element model, Optimization, Screws, Biomechanics, Design methodology, Artificial neural networks, Bone
Journal Articles

Application of Neural Networks and Finite Element Computation for Multiscale Simulation of Bone Remodeling

Ridha Hambli
Journal: Journal of Biomechanical Engineering
Publisher: ASME
Article Type: Technical Briefs
J Biomech Eng. November 2010, 132(11): 114502.
https://doi.org/10.1115/1.4002536
Published Online: October 12, 2010
View Article titled, Application of Neural Networks and Finite Element Computation for Multiscale Simulation of Bone Remodeling
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Topics: Artificial neural networks, Bone, Computation, Finite element analysis, Simulation
Journal Articles

A Neurogenetic Approach to a Multiobjective Design Optimization of Spinal Pedicle Screws

Ching-Kong Chao, Jinn Lin, Sandy Tri Putra, Ching-Chi Hsu
Journal: Journal of Biomechanical Engineering
Publisher: ASME
Article Type: Research Papers
J Biomech Eng. September 2010, 132(9): 091006.
https://doi.org/10.1115/1.4001887
Published Online: August 17, 2010
View Article titled, A Neurogenetic Approach to a Multiobjective Design Optimization of Spinal Pedicle Screws
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Topics: Artificial neural networks, Bending strength, Design, Genetic algorithms, Optimization, Spinal pedicle screws, Finite element analysis, Screws, Biomechanics, Taguchi methods
Journal Articles

Prediction of Plantar Shear Stress Distribution by Artificial Intelligence Methods

Metin Yavuz, Hasan Ocak, Vincent J. Hetherington, Brian L. Davis
Journal: Journal of Biomechanical Engineering
Publisher: ASME
Article Type: Research Papers
J Biomech Eng. September 2009, 131(9): 091007.
https://doi.org/10.1115/1.3130453
Published Online: August 6, 2009
View Article titled, Prediction of Plantar Shear Stress Distribution by Artificial Intelligence Methods
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Topics: Diabetes, Errors, Fuzzy logic, Shear (Mechanics), Shear stress, Pressure, Artificial intelligence, Artificial neural networks, Biomechanics
Journal Articles

Neuro-Genetic Optimization of Temperature Control for a Continuous Flow Polymerase Chain Reaction Microdevice

Hing Wah Lee, Parthiban Arunasalam, William P. Laratta, Kankanhalli N. Seetharamu, Ishak A. Azid
Journal: Journal of Biomechanical Engineering
Publisher: ASME
Article Type: Technical Papers
J Biomech Eng. August 2007, 129(4): 540–547.
https://doi.org/10.1115/1.2746376
Published Online: December 11, 2006
View Article titled, Neuro-Genetic Optimization of Temperature Control for a Continuous Flow Polymerase Chain Reaction Microdevice
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Topics: Artificial neural networks, Chain, Finite element analysis, Flow (Dynamics), Fluids, Genetic algorithms, Optimization, Simulation, Temperature, Temperature control