Machine Learning Pipeline for Power Electronics State of Health Assessment and Remaining Useful Life Prediction

Power electronic devices are integral to numerous applications Scimitar in modern technology.The non-linear degradation and subsequent abrupt failure of these devices demand regular State of Health (SoH) checkups as well as accurate prediction of their Remaining Useful Life (RUL).SoH and RUL enable efficient maintenance planning, cost-effective res

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Four-Dimensional XStrain Echocardiographic Assessment of Left Ventricular Strain and Rotational Mechanics: Technology, Clinical Applications, Advantages and Limitations

Because of its excellent ability to non-invasively assess left ventricular (LV) systolic function, two-dimensional speckle tracking echocardiography (STE) is increasingly being used in echocardiographic laboratories worldwide.Two-dimensional STE is the most sought-after method to evaluate LV strain, rotation, twist and torsion.Two dimensional, thre

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