Research on Hybrid Architecture Neural Networks for Time Series Prediction by Fujin Zhuang, Xiao Chen, Punyaphol Horata, Khamron Sunat

“…In the model architecture design, the TCN module utilizes causal convolution structure and dilated convolution to handle long-term temporal dependencies; the MLP module performs feature transformation and nonlinear mapping through a two-layer network; and the attention mechanism identifies important features at key time steps. …”
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The Network Capital of the Cossack Youth as an Element of the Social Capital of the Russian Cossacks by A. S. Shilyaeva, S. V. Kurapov, M. E. Zabolotnikov, S. V. Petrova

“…The section formulates the construction of network capital from the point of view of structuring social relations in the network approach, and from the point of view of the culture of interactive communication in the network space. …”
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GA4RF: An Effective Fall Detection System Through Optimizing Random Forest Hyperparameters Using Genetic Algorithm With Mobile Sensor Data by Ha-Nam Nguyen, Hong-Lam Le, Ngo-Thi-Thu-Trang, Duc-Nhan Nguyen

“…Additionally, we select a chromosome structure focusing on three hyperparameters to effectively narrow the search space, reducing computational complexity while maintaining high detection performance. …”
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Enhanced adsorption of phenol using EDTA-4Na- and KOH-modified almond shell biochar by Yanqin Chen, Donghui Wang, Xueli Wang, Jing Wu, Shifang Song

“…The results show that A-BC exhibits a honeycomb-like structure with a specific surface area of 1050 m2 g−1 and a micropore ratio of 86%. …”
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Construction and Analysis of the Ecological Security Pattern in Territorial Space in Shaanxi of the Yellow River Basin, China by Zhengyao Liu, Jing Huang, Xiaokang Liu, Yonghong Li, Yiping He

“…This study proposes a composite model to construct a spatial ecological security pattern. …”
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Automated activity-based costing for large tractor fleets: A scalable CANBUS framework for farm economics by Massimiliano Varani, Giovanni Molari, Gianvito Annesi, Michele Mattetti

“…While results showed variations in cost structure and usage patterns across tractor types, the primary contribution of this work lies in demonstrating a scalable, automated ABC framework. …”
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Spatiotemporal Variations in Strain Release and Seismic Rupture in Multifault Systems: An Example from Panamint Valley, Southeastern California by Aubrey A. LaPlante, Christine A. Regalla, Israporn Sethanant, Shannon A. Mahan, Harrison J. Gray

“…Then, we quantify slip kinematics using high-resolution structure from motion digital surface models. We find the Panamint Valley transtensional relay (PVTR) hosted four late Holocene earthquakes, bracketed to ~5.8–3.4 ka, ~3.8–2.2 ka, ~2.4–0.6 ka, and ~0.64–0.16 ka, with ~0.6–1.1 m of slip per event, correlative to Mw ≈ 6.7–6.9 earthquakes. …”
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Translation, Cross-Cultural Adaptation, and Psychometric Properties of the Persian Version of the Measure of Audiologic Rehabilitation Self-Efficacy for Hearing Aids (P-MARS-HA) by Abdolhakim Jorbonyan, Yadollah Abolfathi Momtaz, Mahshid Foroughan, Saeideh Mehrkian

“…The CFA supported the four-factor structure of the questionnaire, and the goodness-of-fit indices indicated that the final model had a good fit. …”
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Heqi San alleviates diabetic atherosclerosis and alters serum metabolic profiles in rats by Shufang Chu, Hongli Wang, Deliang Liu, Hengxia Zhao, Juntong Li, Xuemei Liu, Huilin Li

“…Subsequently, we examined the effects of Heqi San on serum biochemical markers, aortic structure, fat accumulation, and serum levels of inflammatory factors. …”
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Double-Condensing Attention Condenser: Leveraging Attention in Deep Learning to Detect Skin Cancer from Skin Lesion Images by Chi-en Amy Tai, Elizabeth Janes, Chris Czarnecki, Alexander Wong

“…This paper explores leveraging an efficient self-attention structure to detect skin cancer in skin lesion images and introduces a deep neural network design with DC-AC customized for skin cancer detection from skin lesion images. …”
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Optimal Allocation of Water Resources in Irrigation Areas Considering Irrigation Return Flow and Uncertainty by Feilong Jie, Liangjun Fei, Youliang Peng, Sheng Li, Yanyan Ge

“…To improve the utilization rate of water resources in irrigation areas, this study established an uncertain water resource optimal allocation model considering the reuse of return flow, and it analyzed the impact of return flow reuse on irrigation efficiency, crop planting structure, and water resource allocation in irrigation areas. …”
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Monitoring of the Deformation of Deep Foundation Pit Using 3D Laser Scanning by Sheng Bao, Xuanlue Fang, Hangdong Bu, Xiaofei Yu, Zhengzhou Cai

“…., inclinometers) face inherent challenges such as limited spatial coverage (<30% in large-scale projects), low operational efficiency (requiring 2–3 times longer data acquisition than 3D scanning), and spatiotemporal discontinuity (single-point measurements fail to capture 3D dynamic deformation fields, leading to incomplete mechanical interpretations of soil–structure interactions). In contrast, 3D laser scanning provides rapid, non-contact, and high-resolution data acquisition that can capture comprehensive deformation fields over large areas. …”
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Non-extensive entropy and holographic thermodynamics: topological insights by Saeed Noori Gashti, Behnam Pourhassan

“…When $$\delta $$ δ is set to zero, the equations reduce to the Bekenstein–Hawking entropy structure, yielding consistent results with three topological charges. …”
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Application of ferrofluids for enhanced oil recovery: Impact on heavy and light oils in heterogeneous and homogeneous micromodels by Milad Khashay, Tarek Ganat, Ehsan Esmaeilnezhad

“…The synthesized CM NPs were characterized using field emission scanning electron microscopy (FE-SEM), transmission electron microscopy (TEM), X-ray diffraction (XRD), dynamic light scattering (DLS), and Fourier transform infrared spectroscopy (FTIR) to confirm their structure, size distribution, stability, and functional groups. …”
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Antiviral defense systems in the rumen microbiome by Johan S. Sáenz, Bibiana Rios-Galicia, Jana Seifert

“…This interaction shapes the structure of microbial communities and is mainly driven by the defense mechanism. …”
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Impact of the COVID-19 pandemic on admissions of deceased to an institute of legal medicine in Germany by Kristina Allgoewer, Christiane Stark, Antonia Fitzek, Tobias Huter, Axel Heinemann, Benjamin Ondruschka

“…In addition, the pandemic’s impact on one of the structurally most important public health determinants, poverty, on numbers of admissions in different place of death categories was analyzed. …”
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New Drugs for Ophthalmology Based on 6-methyl-3-(thietan-3-yl)uracil (Experimental Research) by A. F. Gabdrakhmanova, S. A. Mesheryakova, F. Kh. Kifldiyarov, S. A. Kurbanov

“…On the 14th day of therapy, the microscopic picture of the rabbits cornea had the usual normal structure. The use of 6-methyl-3-(thietan-3-yl)uracil and methyluracil based ophthalmic drug films yielded the following results: centripetal epithelialization of corneal erosion was observed, epithelial regeneration was higher with the use of methyluracil eye drug films and total epithelization was achieved on the 7th day of observation than when using eye drug films based on 6-methyl-3-(thietan-3-yl)uracil, where total epithelization occurred on the 14th day. …”
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Equilibrium Points and Periodic Orbits in the Circular Restricted Synchronous Three-Body Problem with Radiation and Mass Dipole Effects: Application to Asteroid 2001SN<sub>263</sub... by Aguda Ekele Vincent, Jagadish Singh, George A. Tsirogiannis, Vassilis S. Kalantonis

“…The analysis focuses on determining the number, location, and stability of equilibrium points, as well as examining the structure of zero-velocity curves under the influence of system parameters such as mass and force ratio, radiation pressure and geometric configuration of the secondary body. …”
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Dynamic asymmetric assignment problem in open multi-agent systems by M. P. Revotjuk, N. V. Khajynova, A. P. Kuznetsov, L. Y. Shilin

“…In this case, the asymmetry of the assignment problem is taken into account by choosing the adjacency structure for the fraction of the graph with a minimum of vertices. …”
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Three-dimensional numerical investigation of the effect of various parameters on the cooling performance of Li-Ion battery packs with three arrangements by Zara Sadat Hosseini, Moharram Jafari, Seyed Faramarz Ranjbar, Mohammad Taghi Shervani Tabar, Seyed Esmail Razavi

“…The air-cooling systems of batteries are considered more important because of their simple structure design, economic aspect, and lightweight to control the thermal behavior of battery packs. …”
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