An interpretable physics-informed deep learning model for estimating multiple air pollutants by Binjie Chen, Jiacong Hu, Yumiao Wang, Tian Feng, Weiwei Sun, Zunlei Feng, Gang Yang, Huiqiong Wang

“…In addition, the use of shared data and model structures in these studies has led to inefficiencies due to duplicated efforts. …”
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Modeling and Data Analysis of Bistatic Bottom Reverberation from a Towed Horizontal Array by Zhaohua Su, Jie Zhuo, Chao Sun

“…Furthermore, we utilize the beam pattern of arrays to incorporate the effects of each scatterer, and derive the expression for bottom reverberation intensity in both the array and beam domains. The established model demonstrates its applicability in simulating and interpreting the stripe structures of bottom reverberation, and the comparison shows that the model outputs are in agreement with the experimental results. …”
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A Large Eddy Simulation Study on the Effect of Devolatilization Modelling and Char Combustion Mode Modelling on the Structure of a Large-Scale, Biomass and Coal Co-Fired Flame by Miriam Rabaçal, Mário Costa, Michele Vascellari, Christian Hasse, Martin Rieth, Andreas M. Kempf

“…This work focuses on the impact of the devolatilization and char combustion mode modelling on the structure of a large-scale, biomass and coal co-fired flame using large eddy simulations. …”
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Exploring the relationship between sports media use, sports participation behavior, and sport commitment: a mixed-methods study using structural equation modeling and qualitative i... by Lihong Wei, Mohd Salleh Aman, Nor Eeza Zainal Abidin, Wanqin Qian

“…A survey of 484 participants from diverse demographic backgrounds was conducted, and structural equation modeling (SEM) was used to analyze the relationships among variables. …”
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Structural health monitoring of railway truss bridge under moving train load using decision tree models and residual neural networks by Sharan Kumar Sunchikala, S. C. Mohan, Sai Dheeraj Gopala, P. Swetha

“…While these models provide a valuable tool for enhancing efficiency and reducing human errors in structural health monitoring, human interpretation remains necessary for comprehensive assessment.…”
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Effects of Social Structure on Effective Population Size Change Estimates by Bárbara Ribeiro Parreira, Shyam Gopalakrishnan, Lounès Chikhi

“…We also find that expansion signals may be observed under simple stationary Wright–Fisher models with low diversity. Since small populations tend to characterize many endangered species, we stress that methods trying to infer Ne should be interpreted with care and validated with simulated data incorporating information about structure. …”
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Experimental Study on Structural Form and Excavation Model of Urban Metro Cross Transfer Station with Super Large Cross Section and Shallow Excavation by Zhi Lin, Xiang Chen, Hongyun Yang, Chongguo Cheng, Huasong Wang, Changjiang Yang, Genqiao Zhu

“…Meanwhile, in order to ensure the safe construction of the project, the self-developed multifunctional engineering test system for traffic tunnels is used to carry out a large-scale physical model experiment to simulate the entire process of the “arch-wall” cross transfer structure construction response characteristics. …”
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The crustal structure of Onega-Kandalaksha paleorift identified by complex analysis of the anomalous magnetic field of the White Sea by A. S. Baluev, Yu. V. Brusilovsky, A. N. Ivanenko

“…The model includes three structural layers, each corresponding to a certain stage. …”
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Graph-Based Radiomics Feature Extraction From 2D Retina Images by Ofelio Jorreia, Nuno Goncalves, Rui Cortesao

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Synthesis of Anatase/Brookite Nanocomposite with Controlled Structural and Morphological Characteristics by V.O. Kotsyubynsky, M.G. Mizilevska, A.B. Hrubiak, S.І. Vorobiov, М.М. Kyzyshyn, V.М. Sachko

“…The influence of the synthesis conditions on the structure and morphology of the obtained materials is investigated. …”
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Intercultural Components in the Multimodal Structure of a Language Learning Website by Alejandro Fernández Benavides

“…Particularly, these sites use a wide variety of modes of communication (visual, linguistic, spatial) which allow the presence of intercultural elements. This interpretative case study analyzes the semiotic structure of one lesson of the language learning website Livemocha in order to unveil the presence of intercultural elements in it. …”
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Cropping System and Technology Responses of Rainfed Agriculture to Conservation Set-Asides in China Under the Grain for Green Program by Shunbo Yao, Ying Lin, Yao Wang

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Does the Choice of Topic Modeling Technique Impact the Interpretation of Aviation Incident Reports? A Methodological Assessment by Aziida Nanyonga, Keith Joiner, Ugur Turhan, Graham Wild

“…A preliminary expert review by two aviation safety specialists found that topics generated by the NMF model were interpretable and aligned well with domain knowledge, reinforcing its potential suitability for such aviation safety analysis. …”
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Marginalisation and Peripheralisation of the EU? Multidimensional Crises and War in Ukraine as Catalysts for Changing Models of Contemporary Capitalism by Krzysztof Jasiecki

“…The study identifies key catalysts and structural factors driving transformations in capitalism, emphasising their crisis-inducing effects within the EU, which are further analysed within the framework of global megatrends, interpreted through Dani Rodrik’s concept of the “trilemma”. …”
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REGIONAL STRUCTURAL‐TECTONIC ZONING OF THE UPPER CRUST OF TRANSBAIKALIA BASED ON SEISMOGRAVITATIONAL DATA ALONG REFERENCE PROFILE 1‐SB by V. D. Suvorov, E. A. Melnik, E. V. Pavlov, A. S. Salnikov

“…Joint interpretation of refraction and gravity patterns becomes possible within the limits of a seismic‐gravity model in which both are characterized by seismic‐ density and seismic acceleration values of the same dimension.…”
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A Correlation Analysis-Based Structural Load Estimation Method for RC Beams Using Machine Vision and Numerical Simulation by Chun Zhang, Yinjie Zhao, Guangyu Wu, Han Wu, Hongli Ding, Jian Yu, Ruoqing Wan

“…The classical regression assessment method based on experimental data not only relies on costly structure experiments; it also lacks interpretability. …”
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GWAS Procedures for Gene Mapping in Diverse Populations With Complex Structures by Zhen Zuo, Mingliang Li, Defu Liu, Qi Li, Bin Huang, Guanshi Ye, Jiabo Wang, You Tang, Zhiwu Zhang

“…With reduced genotyping costs, genome-wide association studies (GWAS) face more challenges in diverse populations with complex structures to map genes of interest. The complex structure demands sophisticated statistical models, and increased marker density and population size require efficient computing tools. …”
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Application of Artificial Intelligence to Support Design and Analysis of Steel Structures by Sina Sarfarazi, Ida Mascolo, Mariano Modano, Federico Guarracino

“…By integrating AI into structural engineering, this work supports the adoption of ML, IML, and XAI in structural analysis and design, paving the way for more reliable and interpretable engineering practices.…”
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Non-parametric correlation structures and their respective embeddings in predictive analysis by Adam Dudáš

“…A notable model that integrates these two approaches is the correlation structure—a graphical and visual model based on correlation graphs and correlation chains. …”
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Flow partition in two-dimensional open channels with porous structures by Fikri M. Radiyan, Xiaofeng Liu

“…Abstract Natural and man-made porous structures are ubiquitous in rivers and streams. Flow partition, i.e., the split of flow through and around the porous structures plays an important role for many applications such as backwater rise, flood control, bed shear stress amplification, sediment transport, and habitat suitability. …”
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