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In ultrasound-aided laser melting processes such as additive manufacturing, it is generally believed that acoustic cavitation is essential for grain refinement during solidification while acoustic streaming plays a negligible role. We propose a non-contact ultrasound approach to provide low-intensity ultrasound, i.e., below the melt cavitation threshold, ensuring a pure acoustic streaming regime. Without cavitation, it is found that fine equiaxed grains still can be achieved. This is attributed to the combined effects of acoustic streaming and Marangoni force, which create a high-frequency-shaking type melt flow in the melt pool, leading to fatigue fracture of dendrites and thus grain refinement. Moreover, low-intensity ultrasound can offer stable melt pool modulation throughout layer-by-layer processing, enabling uniform grain refinement in large-scale samples, which is a challenge for the current direct-contact ultrasound approach.
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http://dx.doi.org/10.1038/s41467-025-62803-w | DOI Listing |
PLoS Comput Biol
September 2025
Department of Psychology and Center for Brain Science, Harvard University, Cambridge, Massachusetts, United States of America.
Real-world decision-making often involves navigating large action spaces with state-dependent action values, taxing the limited cognitive resources at our disposal. While previous studies have explored cognitive constraints on generating action consideration sets or refining state-action mappings (policy complexity), their interplay remains underexplored. In this work, we present a resource-rational framework for policy compression that integrates both constraints, offering a unified perspective on decision-making under cognitive limitations.
View Article and Find Full Text PDFCrit Rev Food Sci Nutr
September 2025
Department of Food Science, Stocking Hall, Cornell University, Ithaca, NY, USA.
Sorghum () is an ancient grain and the fifth most produced cereal worldwide, and the most consumed cereal in the semi-arid regions of Africa and Asia, being a key grain for the diet of about 500 million people. It is rich in phenolic compounds (like flavonoids, 3-deoxyanthocyanidins, phenolic acids), resistant starch, and dietary fiber, which may beneficially influence intestinal health. This systematic review analyzed 22 studies to assess the effects of sorghum processing on bioactive compounds and their effects on intestinal health.
View Article and Find Full Text PDFIET Syst Biol
September 2025
School of Computer and Information Techonology, Xinyang Normal University, Xinyang, China.
Accurate polyp segmentation is crucial for computer-aided diagnosis and early detection of colorectal cancer. Whereas feature pyramid network (FPN) and its variants are widely used in polyp segmentation, inherent limitations existing in FPN include: (1) repeated upsampling degrades fine details, reducing small polyp segmentation accuracy and (2) naive feature fusion (e.g.
View Article and Find Full Text PDFUltrason Sonochem
August 2025
Shanghai Key Lab of Advanced High-temperature Materials and Precision Forming, School of Materials Science and Engineering, Shanghai Jiao Tong University, Shanghai 200240, China.
This study explores the grain refinement mechanisms of primary α-Al during solidification of Al-13 wt% Cu alloy modified by FeCoCrNiAl high-entropy alloy (HEA) particles via ultrasonic treatment. In situ X-ray radiography combined with machine learning-based computer vision techniques was employed to systematically analyze the nucleation and growth behaviors of α-Al grains. Results indicate a significant grain refinement effect associated with increased HEA particle content and higher cooling rates.
View Article and Find Full Text PDFFront Microbiol
August 2025
Biophysics Research Laboratory, Institute of Modern Physics, Chinese Academy of Sciences, Lanzhou, China.
Introduction: Red yeast rice (RYR) is produced through solid-state fermentation by Monascus genus. Its functional component, Monacolin K (MK), has the same structure as lovastatin and can effectively inhibit HMG-CoA reductase, thereby reducing serum cholesterol.
Methods: A combinatorial mutagenesis strategy integrating atmospheric room-temperature plasma and heavy-ion radiation was employed to generate mutant strains.