Deep Learning Innovations: ResNet Applied to SAR and Sentinel-2 Imagery by Giuliana Bilotta, Luigi Bibbò, Giuseppe M. Meduri, Emanuela Genovese, Vincenzo Barrile

“…The findings indicate substantial enhancements compared to current classification methods, such as U-Net, Vision Transformer (ViT), and OBIA, underscoring ResNet’s transformative capacity to elevate the precision of land use classification.…”
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Toward Real-Time Recognition of Continuous Indian Sign Language: A Multi-Modal Approach Using RGB and Pose by M. Geetha, Neena Aloysius, Darshik A. Somasundaran, Amritha Raghunath, Prema Nedungadi

“…The CNN is pre-trained using ISL word videos, while the Transformer is pre-trained on Mediapipe pose estimates from ISL videos. …”
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Study on Improving Liquid Carrying Performance of Horizontal Wells With Swirl Jet Composite Device by Huizhen Liang, Lin Mu, Jinyong Li, Chengzhen Li, Jian Ma

“…The results indicate that the device can not only achieve gas–liquid separation by transforming the flow regime from laminar to an orderly annular flow but also increase the axial velocity to extend the effective distance of the swirling section. …”
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Cytotoxicity Evaluation of Tear Substitutes Using in vitro System by O. I. Aleksandrova, I. N. Okolov, Yu. I. Khorolskaya, I. E. Panovа, M. I. Blinova

“…The objective of the study is to evaluate in vitro the cytotoxic effect of different moisture eye drops (containing or without preservatives) on the epithelial cells of the conjunctiva and the cornea.Materials and methods. …”
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PRIVATIZED VIOLENCE: THE ESSENCE AND TYPES OF ITS IMPLEMENTATION IN MODERN WORLD by Микола Адамович Козловець, Вадим Миколайович Слюсар

“…If political violence is institutionalized, incorporated into the mechanism of action of society's values, embedded in the social structure by various methods, and transformed into an instrument of social order organization, primarily through coercion, stimulation and persuasion, then hidden violence, on the contrary, stimulates the increase of uncertainty and chaotic life of everyday life. …”
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Tomato yellow leaf curl virus detection based on cross-domain shared attention and enhanced BiFPN by Henghui Mo, Linjing Wei

“…Traditional manual identification methods are not only costly but also inefficient. …”
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Multiclock Constraint System Modelling and Verification for Ensuring Cooperative Autonomous Driving Safety by Jinyong Wang, Zhiqiu Huang, Xiaowei Huang, Yi Zhu, Fei Wang

“…The main objective is to investigate methods for coping with the design and analysis models simultaneously and to achieve semantic consistency based on mathematical foundations and formal model transformation. …”
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Territorial Structure оf Professional Football in the North Caucasus federal District by I. P. Suprunchuk

“…Professional football in the NCFD has gone through different periods in its development and has experienced a transformation – from a deep underdeveloped periphery in the Soviet period through expansion and development in the 2000s to compression and simplification in modern times. …”
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Research progress in wire arc additive manufacturing of NiTi shape memory alloys by LI Zhonghan, LIU Gaofei, LI Shihan, WANG Xiebin, HAO Shijie

“…This paper reviews the research progress in WAAM NiTi shape memory alloys， with emphasis on the influence of process parameters on microstructure， phase transformation behavior， and mechanical properties. The advantages and disadvantages of different arc processes （such as gas metal arc welding， gas tungsten arc welding， and cold metal transfer） in NiTi alloy fabrication are analyzed， along with recent achievements in forming quality， phase transformation temperature control， and mechanical properties through WAAM technology. …”
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Factors influencing parents’ food-purchasing decisions in the Pacific: a qualitative study in Tonga by Sela Ki Folau Fusi, Alessandro Crocetti, Adrian J. Cameron, Megan Ferguson, Kathryn Backholer, Jennifer Browne

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Steady-State Dynamical Response of a Strongly Nonlinear System with Impact and Coulomb Friction Subjected to Gaussian White Noise Excitation by Guidong Yang, Dongmei Huang, Wei Li, Meng Su

“…Then, the steady-state probability density functions of the transformed system are derived in terms of the stochastic averaging method of energy envelope. …”
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Linear Precoding for Multiuser Visible-Light Communication With Field-of-View Diversity by Renhai Feng, Mingjun Dai, Hui Wang, Bin Chen, Xiaohui Lin

“…Under the assumption of maximum-ratio combining at the receivers, a linear precoding method is proposed. Detailed operation of this precoding method includes two steps: First, with matrix transformation and semi-definite relaxation, the original nonconvex optimization problem is transformed into solvable convex optimization subproblems. …”
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Scattering of Electromagnetic Waves by Frequency-Detuned Systems of Dielectric Resonators by O. O. Trubin

“…The capabilities of the proposed method are demonstrated by the example of optimizing the scattering characteristics of a demultiplexer built on the basis of two bandpass filters with different passband frequencies. …”
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Risk Assessment of UAS Events From the Perspective of Heterogeneous Graphs by Yu An, Qingpei Yang, Hao Liu, Liang Geng

“…The complex heterogeneous relationships are transformed into homogeneous subgraphs through different path patterns, which are used to represent the data. …”
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Analysis of Conducted EMI for Dual Active Bridge DC-DC Converter by LIU Hongbin, KANG Jinsong

“…Then considering the number of switch and ground parasitic capacitance in DAB, which increases the difficulty of research, a new method analyzing the ground parasitic capacitances in left and right bridge respectively in different time was proposed, and through establishing partial element equivalent circuit, the producing mechanism of common and differential mode was revealed successively. …”
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The In-Plane Deformation and Free Vibration Analysis of a Rotating Ring Resonator of a Gyroscope with Evenly Distributed Mass Imperfections by Dongsheng Zhang, Shuming Li

“…The dynamic equations are formulated by using Hamilton’s principle in the ground-fixed coordinates. The coordinate transformation is applied to facilitate the solution of the steady deformation, and the displacements and tangential tension for the deformation are calculated by the perturbation method. …”
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Multicriteria Optimization of Language Models for Heart Failure With Preserved Ejection Fraction Symptom Detection in Spanish Electronic Health Records: Comparative Modeling Study by Jacinto Mata, Victoria Pachón, Ana Manovel, Manuel J Maña, Manuel de la Villa

“…This study proposes and evaluates a Transformer-based natural language processing framework for automated detection of HFpEF-related symptoms in Spanish EHRs. …”
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Impact of neutrophil percentage-to-albumin ratio on mortality in iron-deficiency anemia patients: a retrospective study using MIMIC-IV database by Weide Lin, Junfan Chen, Xufa Peng, Yaohua Yu, Shiqing Huang, Shurong Li, Bixia Lin

“…Additionally, subgroup analyses did not reveal any significant interactions, indicating that the predictive effect of NPAR on mortality risk is relatively consistent across different subgroups. Conclusion We found an inverse “L” shaped relationship between ln-transformed NPAR levels and 30-day and 365-day mortality risks, particularly when ln-transformed NPAR values exceed 1.2, which is significantly associated with an increased risk of death within 30 and 365 days for patients.…”
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Feasibility Analysis of Application of HX Series Electric Locomotive Under Ground Fault Mode by Yanmin ZHANG, Fengrong HAO, Guangxing TIAN, Ying FU, Baosheng SUN, Jianlong CHEN

“…Through simulation analysis,when a single-point ground fault occured on the motor side, the intermediate DC link side or x-terminal of the traction transformer secondary side, no matter which ground fault detection method, the fault converter can be isolated to meet the continuous power reduction operation of the locomotive without safety risk; When the grounding fault point occured at a-terminal on the secondary side of the traction transformer, there was still a risk for the continuation in low resistance grounding mode and in the operation of isolated fault converter,which shall be stopped for rescue; There was a risk for the operation of isolated grounding fault converter in high resistance grounding mode, and the continuous operation of fault shaft can be maintained. …”
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Diagonal Degree Correlations vs. Epidemic Threshold in Scale-Free Networks by M. L. Bertotti, G. Modanese

“…We also prove that it is possible to construct, via the Porto–Weber method, correlation matrices which have the same knn as the Ph|k above, but very different elements and spectra, and thus lead to different epidemic diffusion and threshold. …”
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