Link Scheduling in Satellite Networks via Machine Learning Over Riemannian Manifolds by Joarder Jafor Sadique, Imtiaz Nasim, Ahmed S. Ibrahim

“…We introduce two machine learning (ML)-based link scheduling techniques that model the dynamic evolution of satellite positions and link conditions over time and space. To accurately predict satellite link states, we present a recurrent neural network (RNN) over Riemannian manifolds, which captures spatio-temporal characteristics over time. …”
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Impact of Pathway Shape and Length on the Validity of the 6-Minute Walking Test: A Systematic Review and Meta-Analysis by Armelle-Myriane Ngueleu, Solène Barrette, Coralie Buteau, Chloé Robichaud, Michelle Nguyen, Gauthier Everard, Charles Sebiyo Batcho

“…Although guidelines are established for performing the six-minute walking test (6MWT), it is not always possible to implement this test in any setting, due to physical and space limitations. Yet, variations in the conditions of the test could be responsible for heterogeneous outcomes. …”
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Larval anchovy and sardine dispersal patterns in South Africa’s exclusive economic zone by Tshikana Rasehlomi, Tshikana Rasehlomi, Marjolaine Krug, Marjolaine Krug, Mari S. Myksvoll, Mari S. Myksvoll

“…Lagrangian dispersal models are valuable tools for understanding the transport mechanisms and distribution of larvae in space and time. These models primarily use high-quality physical oceanographic data from hydrodynamic ocean models to simulate the advection and connecting pathways of larvae. …”
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Wildflower pollen quality in roadside habitats, with particular emphasis on Hedera helix by Aoife McMullin, Paul Hamilton

“…Proxy data was however used to be representative of the pollen sample sites, based on road density, traffic flow and nearby green space. Despite being preliminary work, the findings of this study showed variations exist between samples collected at different sites, either due to pollutant exposure or other environmental factors. …”
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Organic molecules are deterministically assembled in variably inundated river sediments, but drivers remain unclear by James C. Stegen, Vanessa A. Garayburu-Caruso, Robert E. Danczak, Rosalie K. Chu, Amy E. Goldman, Sophia McKever, Lupita Renteria, Jason Toyoda, WHONDRS Consortium

“…We integrated our results with previous studies to develop a post-hoc conceptual model proposing that DOM assemblages become more deterministic along the continuum from river water to saturated sediment pore spaces to drier sediments or soils. This conceptual model aligns with previous work linking DOM chemistry to the Damköhler number and hydrologic connectivity, suggesting generalizable patterns and processes that can be further revealed by quantifying the stochastic-deterministic balance through space, time, and across scales.…”
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Impact of Urban Neighborhood Morphology on PM2.5 Concentration Distribution at Different Scale Buffers by Zhen Wang, Kexin Hu, Zheyu Wang, Bo Yang, Zhiyu Chen

“…This framework, through standardized parameters and reproducible procedures, supports cross-regional and cross-scale air quality assessments, providing quantitative metrics for urban planning, neighborhood optimization, and public space design.…”
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Minimally Invasive Carpal Tunnel Release (CTR) Using the Wongsiri Technique with MiniSURE by Sunton Wongsiri, Wongthawat Liawrungrueang

“…Methods. 20 patients underwent carpal tunnel release using the Wongsiri technique and a MiniSURE Kit® with a five-step surgery: MIS starts when the surgeon makes a 1.5–1.8 cm incision, creates a working space, inserts the visual tube of MiniSURE View, inserts the freer, and then cuts the transverse carpal ligament by using the MiniSURE Cut. …”
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Autonomous detection of nail disorders using a hybrid capsule CNN: a novel deep learning approach for early diagnosis by Gunjan Shandilya, Sheifali Gupta, Salil Bharany, Ateeq Ur Rehman, Upinder Kaur, Hafizan Mat Som, Seada Hussen

“…Based on this, we build an initial baseline CNN model, which is then further advanced by the introduction of the Hybrid Capsule CNN model by the reduction of space hierarchy deficiencies of the classic CNN model. …”
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FS-DDPG: Optimal Control of a Fan Coil Unit System Based on Safe Reinforcement Learning by Chenyang Li, Qiming Fu, Jianping Chen, You Lu, Yunzhe Wang, Hongjie Wu

“…The key innovation lies in applying a constrained Markov decision process to model the FCU control problem, where a penalty term for process constraints is incorporated into the reward function, and constraint tightening is introduced to limit the action space. In addition, to validate the performance of the proposed method, we established a variable operating conditions FCU simulation platform based on the parameters of the actual FCU system and ten years of historical weather data. …”
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Advancements in Physics-Informed Neural Networks for Laminated Composites: A Comprehensive Review by Salman Khalid, Muhammad Haris Yazdani, Muhammad Muzammil Azad, Muhammad Umar Elahi, Izaz Raouf, Heung Soo Kim

“…This review provides a comprehensive overview of PINNs applied to laminated composites, highlighting advanced methodologies such as hybrid PINNs, k-space PINNs, Theory-Constrained PINNs, optimal PINNs, and disjointed PINNs. …”
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Subcutaneous Single Injection Digital Block with Epinephrine by Motoki Sonohata, Satomi Nagamine, Kazumasa Maeda, Kenji Ogawa, Hideki Ishii, Kenji Tsunoda, Akihiko Asami, Masaaki Mawatari

“…Either 3.0 mL 1.0% Lidocaine or a 3.0 mL 1.0% Lidocaine with (1 : 100,000) epinephrine was injected into the subcutaneous space at the middle point of the palmar digital crease of the 18 middle fingers of 9 healthy volunteers. …”
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Crystal structure and Hirshfeld surface analysis of supramolecular aggregate of 2,2,6,6-tetramethylpiperidin-1-ium bromide with 1,2,3,4-tetrafluoro-5,6-diiodobenzene by Atash V. Gurbanov, Tuncer Hökelek, Gunay Z. Mammadova, Khudayar I. Hasanov, Tahir A. Javadzade, Alebel N. Belay

“…In the crystal, the bromide anions link the 2,2,6,6-tetramethylpiperidine molecules by intermolecular C—H...Br and N—H...Br hydrogen bonds, leading to dimers, with the coplanar 1,2,3,4-tetrafluoro-5,6-diiodobenzene molecules filling the space between them. There is a π–π interaction between the almost parallel benzene rings [dihedral angle = 10.5 (2)°] with a centroid-to-centroid distance of 3.838 (3) Å and slippage of 1.468 Å. …”
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The Cross-Modal Effects of Sensory Deprivation on Spatial and Temporal Processes in Vision and Audition: A Systematic Review on Behavioral and Neuroimaging Research since 2000 by Laura Bell, Lisa Wagels, Christiane Neuschaefer-Rube, Janina Fels, Raquel E. Gur, Kerstin Konrad

“…Vision and audition represent two important senses needed to navigate through space and time. Therefore, the current systematic review discusses the cross-modal behavioral and neural consequences of deafness and blindness by focusing on spatial and temporal processing abilities, respectively. …”
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Safe Resection of Renal Cell Carcinoma with Liver Invasion Using Liver Hanging Technique Supported by Preoperative Portal Vein Embolization by Masato Fujii, Toshio Kamimura, Hiromasa Tsukino, Eiji Furukoji, Tatefumi Sakae, Koichi Yano, Naoya Imamura, Shoichiro Mukai, Atsushi Nanashima, Toshiyuki Kamoto

“…During the procedure, a nasogastric tube was placed in the retrohepatic space for liver hanging maneuver according to the original Belghiti’s maneuver after dissection of the renal artery and vein. …”
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DSIA U-Net: deep shallow interaction with attention mechanism UNet for remote sensing satellite images by Naga Surekha Jonnala, Renuka Chowdary Bheemana, Krishna Prakash, Shonak Bansal, Arpit Jain, Vaibhav Pandey, Mohammad Rashed Iqbal Faruque, K. S. Al-mugren

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Assessment of Guinea Savanna River system to evaluate water quality and water monitoring networks by G.A. Aliyu, N.R.B. Jamil, M.B. Adam, Z. Zulkeflee

“…The analysis of changes in water quality in a monitoring network system is important because the sources of pollution vary in time and space. This study utilized analysis of the water quality index calculation, hierarchical cluster analysis, and mapping. …”
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Optogenetic Stimulation Enhanced Neuronal Plasticities in Motor Recovery after Ischemic Stroke by Changbo Lu, Xianglong Wu, Hongzhe Ma, Qingchuan Wang, Yikai Wang, Yan Luo, Cong Li, Hui Xu

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Effects of 60Co-γ Ray Irradiation on the Quality of Ponkan Peels by WANG Xue, PAN Zhaoping, LI Wenge, SU Zhipeng, CHEN Jiaxu, HE Shuang, FU Fuhua

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Unıversal legal standards of sustaınable socıalıty from the context of the rıght to a decent lıfe by M. S. Rahımova

“…While ecological and economic sustainability have been sufficiently studied, researchers have devoted relatively little space to social sustainability. However, it is precisely social sustainability that includes factors aimed at improving people’s well-being and ensuring a decent standard of living. …”
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Dynamic Reliability Management for FPGA-Based Systems by Jahanzeb Anwer, Sebastian Meisner, Marco Platzner

“…The radiation environment varies during the operation time span of the mission depending on the orbit and space weather conditions. Therefore, the overheads due to redundancy should also be optimized at run-time with respect to the current radiation level. …”
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