We demonstrate the use of Googles cloud-based Tensor Processing Units (TPUs) to accelerate and scale up conventional (cubic-scaling) density functional theory (DFT) calculations. Utilizing 512 TPU cores, we accomplish the largest such DFT computation to date, with 247848 orbitals, corresponding to a cluster of 10327 water molecules with 103270 electrons, all treated explicitly. Our work thus paves the way toward accessible and systematic use of conventional DFT, free of any system-specific constraints, at unprecedented scales.
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http://dx.doi.org/10.1021/acs.jctc.2c00876 | DOI Listing |
Neural Netw
January 2025
School of Mathematical Sciences, Harbin Engineering University, Harbin 150001, China.
Multi-view clustering has garnered significant attention due to its capacity to utilize information from multiple perspectives. The concept of anchor graph-based techniques was introduced to manage large-scale data better. However, current methods rely on K-means or uniform sampling to select anchors in the original space.
View Article and Find Full Text PDFCurr Pain Headache Rep
January 2025
Department of Neurology, Danish Headache Center, Copenhagen University Hospital - Rigshospitalet, Valdemar Hansens Vej 5, Entrance 1A, 2600 Glostrup, Copenhagen, Denmark.
Purpose Of Review: To evaluate the available studies on structural magnetic resonance imaging (MRI) of post-traumatic headache (PTH).
Recent Findings: A systematic search of PubMed and Embase databases (from inception to February 1, 2024) identified nine relevant structural MRI studies. These studies included adult participants diagnosed with acute or persistent PTH in adherence with any edition of the International Classification of Headache Disorders.
Materials (Basel)
December 2024
Faculty of Chemistry, Jagiellonian University in Kraków, Gronostajowa 2 Str., 30-387 Kraków, Poland.
The large numbers of ion exchange resins used in various industries (food, pharmaceutitics, mining, hydrometallurgy), and especially in water treatment, are based on cross-linked polystyrene and divinylbenzene copolymers with functional groups capable of ion exchange. Their advantage, which makes them environmentally friendly, is the possibility of their regeneration and reuse. Taking into account the wide application of these materials, styrene-divinylbenzene resin with a quaternary ammonium functional group, AmberliteIRA402, was characterized using a well-known and widely used method, FT-IR spectroscopy.
View Article and Find Full Text PDFPLoS One
January 2025
Department of Internal Medicine, Leiden University Medical Center, Leiden, The Netherlands.
Background: Systemic diseases are often associated with endothelial cell (EC) dysfunction. A key function of ECs is to maintain the barrier between the blood and the interstitial space. The integrity of the endothelial cell barrier is maintained by VE-Cadherin homophilic interactions between adjacent cells.
View Article and Find Full Text PDFFront Neurosci
December 2024
Sherbrooke Connectivity Imaging Lab (SCIL), Computer Science Department, University of Sherbrooke, Sherbrooke, QC, Canada.
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