This research presents the development of hydrocarbon refrigerant mixture in hydrofluorocarbon blend, a non-flammable refrigerant that was retrofitted to replace R22. The properties of all refrigerant, as analyzed usi...
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Quenching of oscillations, namely amplitude and oscillations death, is an emerging phenomenon exhibited by many real-world complex systems. Here, we introduce a scheme that combines dissimilar couplings and repulsive ...
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A perfluoropentane-in-water biphasic system, capable of optothermally generating microbubbles at low power, enhanced surface binding of protein by the bulk-To-surface concentration with minimal loss in its activity. &...
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In this research, mechanical response and energy absorption of ceramic foam sandwich panels filled with Newtonian and non-Newtonian fluid subjected to quasi-static indentation loads were investigated experimentally. I...
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Recent investigations on electrokinetic (EK) flows have indicated turbulentlike flow can be realized by applying strong and high frequency ac electric field to flows with high-conductivity-gradient interface, even tho...
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Recent investigations on electrokinetic (EK) flows have indicated turbulentlike flow can be realized by applying strong and high frequency ac electric field to flows with high-conductivity-gradient interface, even though under low bulk flow Reynolds number. Relative to conventionally hydrodynamic turbulence in a high Reynolds number, the ac EK turbulent flow exhibits high randomness with stronger intermittency [Wang et al., Phys. Rev. E 93, 013106 (2016)]. The abnormally high intermittency could be attributed to the ascending probability density function of velocity gradients (dominated by small scale velocity structure function) far from the equilibrium state. By evaluating the intermittency of the ac EK turbulent flow with hierarchical structures, we astonishingly find the intermittency factor of hierarchical structures in SL94 law, i.e., β factor, which is commonly believed to be between 0 and 1, exhibits larger value than 1 in the ac EK turbulent flow. This result indicates the different hierarchical relations of flow structures in ac EK turbulence flow from that in the conventional hydrodynamic turbulence, as further illustrated by the probability density function of velocity structures among different spatial scales.
Aortic valve calcification, a hallmark of aortic stenosis, associates with regions in the valve leaflets of high mechanical strain and increased Wnt/β-catenin signaling. FoxO1, a co-factor of β-catenin, is implicate...
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Deep learning models have advanced medical image analysis, providing opportunities for more accurate diagnoses and decision support systems. However, a notable research gap remains in interpreting these models, especi...
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ISBN:
(数字)9798350313338
ISBN:
(纸本)9798350313345
Deep learning models have advanced medical image analysis, providing opportunities for more accurate diagnoses and decision support systems. However, a notable research gap remains in interpreting these models, especially in medical contexts where transparent and explainable systems are essential. This challenge is amplified with 4D datasets, as the fourth dimension introduces temporal intricacies into the interpretation. In this research, we aim to bridge this gap by conducting an attention analysis using a state-of-the-art spatio-temporal Transformer model that utilizes 4D CT perfusion data for predicting voxel-level stroke lesion outcomes. Our primary goal was to identify the underlying temporal patterns influencing the model’s decision-making process, ultimately enhancing its interpretability. The results of the attention analysis revealed that the model effectively focuses on two specific temporal patterns associated with observed variations in contrast concentration dynamics in the input data, which are clinically relevant for predicting stroke lesion outcomes.
Numerical simulations of thermo-solutal Marangoni convection in a floating half SiGe zone with radiation effects under zero gravity have been carried out. In this system, thermal and solutal Marangoni flows develop al...
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Circularly polarized optical excitation of plasmonic nanostructures causes coherent circulating motion of their electrons, which in turn, gives rise to strong optically induced magnetization— a phenomenon known as th...
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