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08/19/2021
Physics-informed machine learning improves detection of head impacts
In this work we present a new physics-informed machine learning model th...
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06/21/2021
Towards Better Shale Gas Production Forecasting Using Transfer Learning
Deep neural networks can generate more accurate shale gas production for...
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04/30/2021
Applying physics-based loss functions to neural networks for improved generalizability in mechanics problems
Physics-Informed Machine Learning (PIML) has gained momentum in the last...
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04/19/2021
Classification of head impacts based on the spectral density of measurable kinematics
Traumatic brain injury can be caused by head impacts, but many brain inj...
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12/18/2020
Prediction of brain strain across head impact subtypes using 18 brain injury criteria
Multiple brain injury criteria (BIC) are developed to quickly quantify b...
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10/16/2020
Deep Learning Head Model for Real-time Estimation of Entire Brain Deformation in Concussion
Objective: Many recent studies have suggested that brain deformation res...
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10/16/2020