AIMC Topic: Finite Element Analysis

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Inspired by the growth behavior of plants: biomimetic soft robots that just meet the requirements of use.

Bioinspiration & biomimetics Feb 4, 2025
Soft robots are usually manufactured using the pouring method and can only be configured with a fixed execution area, which often faces the problem of insufficient or wasteful performance in real-world applications, and cannot be reused for other tas...
Robotics Equipment Design Artificial Intelligence Computer Simulation Finite Element Analysis Plant Development Bionics Biomimetics Biomimetic Materials
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A bio-lattice deep learning framework for modeling discrete biological materials.

Journal of the mechanical behavior of biomedical materials Jan 25, 2025
Biological tissues dynamically adapt their mechanical properties at the microscale in response to stimuli, often governed by discrete interacting mechanisms that dictate the material's behavior at the macroscopic scale. An approach to model the discr...
Biomechanical Phenomena Deep Learning Mechanical Phenomena Models, Biological Finite Element Analysis
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Predicting fall parameters from infant skull fractures using machine learning.

Biomechanics and modeling in mechanobiology Jan 18, 2025
When infants are admitted to the hospital with skull fractures, providers must distinguish between cases of accidental and abusive head trauma. Limited information about the incident is available in such cases, and witness statements are not always r...
Skull Fractures Infant Humans Finite Element Analysis Accidental Falls Machine Learning
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Neural network surrogate and projected gradient descent for fast and reliable finite element model calibration: A case study on an intervertebral disc.

Computers in biology and medicine Jan 8, 2025
Accurate calibration of finite element (FE) models is essential across various biomechanical applications, including human intervertebral discs (IVDs), to ensure their reliability and use in diagnosing and planning treatments. However, traditional ca...
Finite Element Analysis Intervertebral Disc Models, Biological Calibration Humans Neural Networks, Computer Algorithms Biomechanical Phenomena
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Machine learning models based on FEM simulation of hoop mode vibrations to enable ultrasonic cuffless measurement of blood pressure.

Medical & biological engineering & computing Jan 6, 2025
Blood pressure (BP) is one of the vital physiological parameters, and its measurement is done routinely for almost all patients who visit hospitals. Cuffless BP measurement has been of great research interest over the last few years. In this paper, w...
Computer Simulation Ultrasonography Blood Pressure Determination Humans Machine Learning Models, Cardiovascular Vibration Blood Pressure Finite Element Analysis
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Machine learning and statistical shape modelling for real-time prediction of stent deployment in realistic anatomies.

Computer methods and programs in biomedicine Jan 6, 2025
The rise in minimally invasive procedures has created a demand for efficient and reliable planning software to predict intra- and post-operative outcomes. Surrogate modelling has shown promise, but challenges remain, particularly in cardiovascular ap...
Stents Finite Element Analysis Computer Simulation Models, Statistical Machine Learning Humans Software
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Machine Learning-Enhanced Predictive Modeling for Arbitrary Deterministic Lateral Displacement Design and Test.

IEEE transactions on nanobioscience Jan 2, 2025
The separation of biological particles like cells and macromolecules from liquid samples is vital in clinical medicine, supporting liquid biopsies and diagnostics. Deterministic Lateral Displacement (DLD) is prominent for sorting particles in microfl...
Machine Learning Algorithms Microfluidic Analytical Techniques Finite Element Analysis Computer Simulation
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Implementing the discontinuous-Galerkin finite element method using graph neural networks with application to diffusion equations.

Neural networks : the official journal of the International Neural Network Society Dec 19, 2024
Machine learning (ML) has benefited from both software and hardware advancements, leading to increasing interest in capitalising on ML throughout academia and industry. There have been efforts in the scientific computing community to leverage this de...
Graph Neural Networks Algorithms Neural Networks, Computer Finite Element Analysis Machine Learning
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Super-fast and accurate nonlinear foot deformation Prediction using graph neural networks.

Journal of the mechanical behavior of biomedical materials Dec 9, 2024
Recently, there has been a significant increase in the number of foot diseases, highlighting the importance of non-surgical treatments. Customized insoles, tailored to an individual's foot morphology, have emerged as a promising solution. However, th...
Foot Mechanical Phenomena Time Factors Nonlinear Dynamics Humans Neural Networks, Computer Biomechanical Phenomena Finite Element Analysis Graph Neural Networks
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Learning soft tissue deformation from incremental simulations.

Medical physics Dec 6, 2024
BACKGROUND: Surgical planning for orthognathic procedures demands swift and accurate biomechanical modeling of facial soft tissues. Efficient simulations are vital in the clinical pipeline, as surgeons may iterate through multiple plans. Biomechanica...
Mechanical Phenomena Finite Element Analysis Deep Learning Humans Face Computer Simulation Biomechanical Phenomena
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