AIMC Topic: Elasticity

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On-Mask Magnetoelastic Sensor Network for Self-Powered Respiratory Monitoring.

ACS nano Jul 16, 2025
Respiratory monitoring is crucial because it provides key insights into a person's health and physiological conditions. Conventional respiratory sensing is significantly challenged by the presence of water vapor in exhaled breath. An on-mask magnetoe...
Humans Machine Learning Elasticity Monitoring, Physiologic Respiration Equipment Design Masks
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A machine learning model exploring creep performance of dental composites.

Dental materials : official publication of the Academy of Dental Materials Jun 3, 2025
OBJECTIVES: Viscoelastic creep behaviour of RBCs determines their dimensional stability and thus contributes to their clinical performance. However, due to complex material compositional variations and differing testing protocols, comparing and analy...
Elasticity Machine Learning Viscosity Composite Resins Materials Testing Dental Materials
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Spectral integrated neural networks with large time steps for 2D and 3D transient elastodynamic analysis.

Neural networks : the official journal of the International Neural Network Society Apr 27, 2025
This paper provides a neural network architecture, called spectral integrated neural networks (SINNs), designed to tackle two- and three-dimensional elastodynamic problems. In the SINNs, the second-order time derivatives of displacements are approxim...
Computer Simulation Time Factors Elasticity Neural Networks, Computer Algorithms
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Modelling fourth-order hyperelasticity in soft solids using physics informed neural networks without labelled data.

Brain research bulletin Mar 26, 2025
Mild traumatic brain injury can result from shear shock wave formation in the brain in the event of a head impact like in contact sports, road traffic accidents, etc. These highly nonlinear deformations are modelled by a fourth-order Landau hyperelas...
Finite Element Analysis Humans Neural Networks, Computer Computer Simulation Elasticity Brain
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Liquid-bodied antibiofilm robot with switchable viscoelastic response for biofilm eradication on complex surface topographies.

Science advances Mar 12, 2025
Recalcitrant biofilm infections pose a great challenge to human health. Micro- and nanorobots have been used to eliminate biofilm infections in hard-to-reach regions inside the body. However, applying antibiofilm robots under physiological conditions...
Animals Swine Biofilms Humans Hydrogels Stents Surface Properties Mice Robotics Elasticity Viscosity
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Exploring hyperelastic material model discovery for human brain cortex: Multivariate analysis vs. artificial neural network approaches.

Journal of the mechanical behavior of biomedical materials Feb 10, 2025
The human brain, characterized by its intricate architecture, exhibits complex mechanical properties that underpin its critical functional capabilities. Traditional computational methods, such as finite element analysis, have been instrumental in unc...
Biomechanical Phenomena Humans Elasticity Cerebral Cortex Neural Networks, Computer Multivariate Analysis Finite Element Analysis
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Monolithic electrostatic actuators with independent stiffness modulation.

Nature communications Jan 30, 2025
Robotic artificial muscles, inspired by the adaptability of biological muscles, outperform rigid robots in dynamic environments due to their flexibility. However, the intrinsic compliance of the soft actuators restricts force transmission capacity an...
Equipment Design Muscle Contraction Humans Wearable Electronic Devices Elasticity Static Electricity Biomechanical Phenomena Muscle, Skeletal Viscosity Robotics
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Machine-Learning Mental-Fatigue-Measuring μm-Thick Elastic Epidermal Electronics (MMMEEE).

Nano letters Nov 27, 2024
Electrophysiological (EP) signals are key biomarkers for monitoring mental fatigue (MF) and general health, but state-of-the-art wearable EP-based MF monitoring systems are bulky and require user-specific, labeled data. Ultrathin epidermal electrodes...
Wearable Electronic Devices Silver Electrodes Humans Machine Learning Elasticity Nanowires Epidermis Electronics Dimethylpolysiloxanes
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Neural Network-Enabled Multiparametric Impedance Signal Templating for High throughput Single-Cell Deformability Cytometry Under Viscoelastic Extensional Flows.

Small (Weinheim an der Bergstrasse, Germany) Oct 22, 2024
Cellular biophysical metrics exhibit systematic alterations during processes, such as metastasis and immune cell activation, which can be used to identify and separate live cell subpopulations for targeting drug screening. Image-based biophysical cyt...
Elasticity Viscosity Flow Cytometry Electric Impedance Neural Networks, Computer Single-Cell Analysis Humans
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Identifying Heterogeneous Micromechanical Properties of Biological Tissues via Physics-Informed Neural Networks.

Small methods Aug 1, 2024
The heterogeneous micromechanical properties of biological tissues have profound implications across diverse medical and engineering domains. However, identifying full-field heterogeneous elastic properties of soft materials using traditional enginee...
Brain Machine Learning Algorithms Breast Neoplasms Biomechanical Phenomena Stress, Mechanical Humans Elasticity Neural Networks, Computer
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