IMPACT OF VARIOUS DIII-D DIAGNOSTICS ON THE ACCURACY OF NEURAL NETWORK SURROGATES FOR KINETIC EFIT RECONSTRUCTIONS

Impact of various DIII-D diagnostics on the accuracy of neural network surrogates for kinetic EFIT reconstructions

Kinetic equilibrium reconstructions make use of profile information such as particle density and temperature measurements in addition to magnetics data to compute a self-consistent equilibrium.They are used in a multitude of physics-based modeling.This work develops a multi-layer perceptron (MLP) neural network (NN) model as a surrogate for kinetic

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A short chronicle of warfare in South Africa

Khoisan Wars Khoisan is the collective name for the South African people known as Hottentots and Bushmen.It is compounded from the first part of Khoi Khoin (men of men) as the Candles Hottentots called themselves, and San, the names given by the Hottentots to the Bushmen.The Hottentots and Bushmen were the first natives Dutch colonist encountered i

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3D U-Net for Skull Stripping in Brain MRI

Skull stripping in brain magnetic resonance imaging (MRI) is an essential step to analyze images of the brain.Although manual segmentation has the highest accuracy, it is a time-consuming task.Therefore, various automatic segmentation algorithms of the brain in MRI have been devised and proposed previously.However, there is still no method that sol

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Environmental and health implications of liquid waste from the stone carving industry: Case study in Sedayu Village, Magelang, Central Java, Indonesia

Sedayu Village in Magelang Regency is a hub for stone carving craftsmanship, generating liquid waste that Nettoyant poses potential environmental contamination and health hazards.This study aims to analyze the quality of liquid waste produced and evaluate environmental health risks.Implementing the composite sampling method, liquid waste samples we

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