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Remaining useful life (RUL) estimation is one of the main objectives of prognostics and health management (PHM) frameworks. For the past decade, researchers have explored the application of deep learning (DL) regression algorithms to predict the system’s
Sergio Cofre-Martel+2 more
doaj +1 more source
Societal stereotypes and biases pertaining to who belongs in physics and who can excel in it can impact motivational beliefs of women in physics courses.
Sonja Cwik, Chandralekha Singh
doaj +1 more source
A convolutional neural network aided physical model improvement for AC solenoid valves diagnosis [PDF]
This paper focuses on the development of a physics-based diagnostic tool for alternating current (AC) solenoid valves which are categorized as critical components of many machines used in the process industry. Signal processing and machine learning based
Eryilmaz, Kerem+5 more
core +1 more source
Summary: We recently developed a robotic human vaping mimetic real-time particle analyzer (HUMITIPAA) to evaluate the impact of change in chemical constituents and breathing profiles of electronic cigarettes (ECs) on potential pulmonary toxicity.
Rachel F. Bogdanoff+2 more
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Do current concepts of One Health suffer from the physics envy
The current models of One Health appear to be suffering from a elevated emphasis on a small area of interface involving humans, environment and animals.
Sunil K. Raina, Raman Kumar
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Scientific Machine Learning for Elastic and Acoustic Wave Propagation: Neural Operator and Physics-Guided Neural Network. [PDF]
Scientific machine learning (SciML) offers an emerging alternative to the traditional modeling approaches for wave propagation. These physics-based models rely on computationally demanding numerical techniques.
Mehtaj N, Banerjee S.
europepmc +2 more sources
Stochastic method for in-situ damage analysis
Based on the physics of stochastic processes we present a new approach for structural health monitoring. We show that the new method allows for an in-situ analysis of the elastic features of a mechanical structure even for realistic excitations with ...
E.P. Carden+9 more
core +1 more source
Network topology drives population temporal variability in experimental habitat networks
Habitat patches connected by dispersal pathways form habitat networks. We explored how network topology affects population outcomes in laboratory experiments using a model species (Daphnia carinata). Central habitat nodes in complex lattice networks exhibited lower temporal variability in population sizes, suggesting they support more stable ...
Yiwen Xu+3 more
wiley +1 more source
A fundamental step for safety assessment is the study and modeling of the radionuclide transfer through the environment up to reach and expose population to risk.
Francesco Teodori
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A simple method for enhanced vibration-based structural health monitoring [PDF]
This study suggests a novel method for structural vibration-based health monitoring for beams which only utilises the first natural frequency of the beam in order to detect and localise a defect.
A Guechaichia+4 more
core +3 more sources