Leveraging Deep Learning for Robust Structural Damage Detection and Classification: A Transfer Learning Approach via CNN by Burak Duran, Saeed Eftekhar Azam, Masoud Sanayei

“…Different levels of damage states were introduced at the midspans of these models, and Gaussian-based load time histories were applied at mid-span for dynamic time-history analysis to calculate acceleration data. Then, this acceleration time-history series was transformed into grayscale images, serving as inputs for a Convolutional Neural Network developed to detect and classify structural damage states. …”
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Identifying Critical Risks in Low-Carbon Innovation Network Ecosystem: Interdependent Structure and Propagation Dynamics by Ruguo Fan, Yang Qi, Yitong Wang, Rongkai Chen

“…Global low-carbon innovation networks face increasing vulnerabilities amid growing geopolitical tensions and technological competition. The interdependent structure of low-carbon innovation networks and the risk propagation dynamics within them remain poorly understood. …”
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Force Feedback Method for Statically Indeterminate Steel Structure Construction Based on Staged Temperature Measurement by Wei Lu, Xianwei Fang, Liming Liu, Chunfeng Ao, Weihua Hu, Jun Teng, Zhongcheng Huo

“…The application results show that the structural forces calculated by the method proposed in this paper are closer to the measured data in the field, and the error is reduced by 10~40%. …”
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The Effect of 16 weeks of intense endurance training on right ventricle structure in male Wistar rats by hossein barzegari marvast, siroos choobineh, rahman soori, ali akbarnejad

“…The aim of this study was to determine whether long-term and high intensity endurance training can lead to pathological structural changes in the heart of the rats.Methods: Sixteen male Wistar rats (four weeks old) were randomly divided into two groups: control and training. …”
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A Refined Model of Viscous Stress for Free Water in Concrete Considering the Characteristics of Pore Structure by Qianfeng Wang, Xiaofen Wang, Xinghua Chen, Jie Li, Jinsheng Lei

“…A novel model of viscous stress is introduced, incorporating pore structure characteristics for the first time. Pore structure features of both mortar and aggregate are analyzed using mercury intrusion porosimetry. …”
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Influence of Bracing Systems on Pile Design Parameters: A Structure–Soil–Pile Interaction Approach by Seyma Teberik, Fatih Celik, Ersin Aydin

“…Structural damages occurred during any earthquake arise not only from structural design flaw but also from the variability of sub-base soil behavior and the foundation system. …”
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Synthesis, crystal structure and electrophysical properties of triple molybdates containing silver, gallium and divalent metals by Irina Yu. Kotova, Aleksandra A. Savina, Alena I. Vandysheva, Dmitry A. Belov, Sergey Yu. Stefanovich

“…P`1, Z = 2) were synthesized and characterized. The structure of the obtained compounds was refined for AgZn3Ga(MoO4)5  according to the powder data by the Rietveld method. …”
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Investigating changes to food web structure after fish removal using size spectra analysis by Tyler J. Butts, Martin A. Simonson, Michael J. Weber, Grace M. Wilkinson

“…Traditional food web model analyses to monitor management interventions can be prohibitively time and data‐intensive. Size spectra, the relationship between species abundance and body size, could be used to detect changes in food web structure following major disturbances. …”
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Profitability Identification of National Banking through Credit, Capital, Capital Structure, Efficiency, and Risk Level by Sugeng Haryanto

“…Multiple regression technique was used in this study to analyze the data. The results show that credit, bank capital, and capital structure positively influence the profitability. …”
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Altered trabecular bone structure and delayed cartilage degeneration in the knees of collagen VI null mice. by Susan E Christensen, Jeffrey M Coles, Nicole A Zelenski, Bridgette D Furman, Holly A Leddy, Stefan Zauscher, Paolo Bonaldo, Farshid Guilak

“…Col6a1(-/-) mice showed significant differences in trabecular bone structure, with lower bone volume, connectivity density, trabecular number, and trabecular thickness but higher structure model index and trabecular separation compared to Col6a1(+/+) mice. …”
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Vegetation Structure and Environmental Correlates of Climbing Behavior for Desert Shrub <i>Ochradenus baccatus</i> by Dhafer A. Al-Bakre

“…This study highlights the ecological flexibility of <i>O. baccatus</i> and the role of environmental filtering and plant community structure in shaping its growth strategy. These results have implications for the growth form plasticity of desert plants and can be applied to vegetation management and restoration in arid ecosystems.…”
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The structure and dynamics of water molecule networks underlie catalytic efficiency in a glycoside exo-hydrolase by Sukanya Luang, Xavier Fernández-Luengo, Victor A. Streltsov, Jean-Didier Maréchal, Laura Masgrau, Maria Hrmova

“…High-resolution structures in-complex with a hydrolytic product and a mechanism-based inhibitor reveal that in wild-type, the concatenated water molecules near acid/base E491 and neighbouring N219 and E220 form a harmonised network. …”
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Study on the Relationship Between Porosity and Mechanical Properties Based on Rock Pore Structure Reconstruction Model by Nan Xiao, Jun-Qing Chen, Xiang Qiu, Fu Huang, Tong-Hua Ling

“…This investigation explores the relationship between pore structure parameters and mechanical characteristics through reconstructed numerical models. …”
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Automated detection and de novo structure modeling of nucleic acids from cryo-EM maps by Tao Li, Hong Cao, Jiahua He, Sheng-You Huang

“…Moreover, EM2NA is applied to build the DNA/RNA structures with 10 to 5347 nt from an EMDB-wide data set of 263 unmodeled raw maps, demonstrating its ability in the blind model building of DNA/RNA from cryo-EM maps. …”
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Anomaly Detection Method Considering PLC Control Logic Structure for ICS Cyber Threat Detection by Ju Hyeon Lee, Il Hwan Ji, Seung Ho Jeon, Jung Taek Seo

“…For this reason, this paper proposes an anomaly detection method that considers the structure of control logic. The proposed embedding method performs embedding based on control logic Instruction List (IL) code. …”
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Numerical Simulation Study of Rotating Structure for Large Tonnage Asymmetric T-Shaped Rigid Swiveling Bridge by Enhui Zhang, Yuchen Wu, Sai Guo, Peng Li, Hong Li

“…The monitoring method of deploying stress gauges at the steel support structure of the lower bearing platform provides a new method to obtain the stress pattern of the steel spherical hinge and even the bridge as a whole.…”
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A Refinement Reconstruction Method for Indoor Structures Based on 3D Point Cloud Template Matching by B. Cai, S. Tang, W. Wang, L. Xie, X. Li, R. Guo

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Seismic Facies Classification of Salt Structures and Sediments in the Northern Gulf of Mexico Using Self-Organizing Maps by Silas Adeoluwa Samuel, Camelia C. Knapp, James H. Knapp

“…SOM Models 1 and 2, which combined geometric, spectral, and amplitude-based attributes, were shown to delineate potential storage reservoirs, gas hydrates, salt structures, associated radial faults, and areas with poor data quality due to the presence of the salt structures more than SOM Models 3 and 4. …”
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GEOMAPLEARN 1.2: detecting structures from geological maps with machine learning – the case of geological folds by D. Oakley, D. Oakley, C. Loiselet, T. Coowar, T. Coowar, V. Labbe, J.-P. Callot

“…<p>The increasing availability of large geological datasets and modern methods of data analysis facilitate a data science approach to geology in which inferences are drawn from geological data using automated methods based on statistics and machine learning. …”
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Mortality, structure, propagation, and microhabitat characterization of Haageocereus acranthus: a case study on coastal lomas by Vladimir Camel, Freddy Pillpa, Virginia Colqui, Jose Ataucusi, July Quispe-Huañahue, Edwin Felix, Zulema Ninanya-Parra, Key Maravi-Hinostroza, Keiko Caysahuana, Rita Cabello-Torres

“…The study aimed to propagate, evaluate mortality and structure, and characterize the microhabitat of Haageocereus acranthus in the coastal lomas of Mangomarca, Lima, Peru. …”
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