Detailed Radial Scale Height Profile of Dust Grains as Probed by Dust Self-scattering in HL Tau by Haifeng Yang, Ian W. Stephens, Zhe-Yu Daniel Lin, Manuel Fernández-López, Zhi-Yun Li, Leslie W. Looney, Rachel Harrison

“…The vertical settling of dust grains in a circumstellar disk, characterized by their scale height, is a pivotal process in the formation of planets. This study offers in-depth analysis and modeling of the radial scale height profile of dust grains in the HL Tau system, leveraging high-resolution polarization observations. …”
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The Analysis of Low-Level Jet and Water Vapor Transportation Characteristics on Continuous Extreme Precipitation in Shanxi from 2 to 6 October 2021 by Yingshu SUN, Yushu ZHOU, Guo DENG, Qing MIAO, Guiqiang QIU

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Experimental Determination and Comparative Analysis of the PPH030GP, ABS and PLA Polymer Strength Characteristics at Different Strain Rates by M. Yu. Zalohin, V. V. Skliarov, Ja. S. Dovzhenko, D. A. Brega

“…Printing settings are indicated in accordance with the selected mode and a 3D-printer model. As a result of data processing, strength characteristics of PPH030GP polymer and ABS and PLA polymers have been determined to a sufficient extent, depending on the direction of printing layers and rate of high-elastic deformation. …”
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What does the impurity variability at the microscale represent in ice cores? Insights from a conceptual approach by P. Larkman, R. H. Rhodes, N. Stoll, C. Barbante, C. Barbante, P. Bohleber, P. Bohleber

“…In order to resolve highly thinned layers and to investigate post-depositional processes, such measurements require high-resolution analysis, especially in deep ice. …”
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Security monitoring via sound analysis and voice identification with artificial intelligence by Balabanova Ivelina, Sidorova Kristina, Georgiev Georgi

“…The neural architectures were trained with Scaled Gradient Descent (SCG) and Levenberg Marquardt (LM) algorithms, using different transfer functions in the output structural layers. In the initial phase of neural training, the entire sound spectrum of registered indicators was used, and high levels of Accuracy around 90.0% were reached. …”
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Multichannel convolutional transformer for detecting mental disorders using electroancephalogrpahy records by Mamadou Dia, Ghazaleh Khodabandelou, Syed Muhammad Anwar, Alice Othmani

“…Before feeding the model as low-level features, the input is pre-processed using a common spatial pattern filter, a signal space projection filter, and a wavelet denoising filter. …”
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Research on Intelligent Control Technology for a Rail-Based High-Throughput Crop Phenotypic Platform Based on Digital Twins by Haishen Liu, Weiliang Wen, Wenbo Gou, Xianju Lu, Hanyu Ma, Lin Zhu, Minggang Zhang, Sheng Wu, Xinyu Guo

“…Weather condition standards were defined based on multi-source sensor requirements, and a dual-layer weather risk assessment model was constructed using the analytic hierarchy process (AHP) and fuzzy comprehensive evaluation by integrating weather forecasts and real-time meteorological data to guide adaptive data acquisition scheduling. …”
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An Analytic Policy Gradient-Based Deep Reinforcement Learning Motion Cueing Algorithm for Driving Simulators by Xiaowei Huang, Xuhua Shi, Peiyao Wang, Hongzan Xu, Xiaojun Tang, Gaoran Zhang

“…Second, the network architecture is reconfigured into a concurrent controller format, similar to Model Predictive Control (MPC). This controller processes a sequence of vehicle motion reference signals over a future period, utilizing a multi-layer perceptron to generate the simulator’s motion reference control signal sequences for the same duration. …”
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Variabilities of dissolved inorganic carbon along chain-shaped karst river-reservoir continuum: The control of cascade damming by Xinyu Kang, Tao Zhang, Jianhong Li, Jinke Chen, Peng Chen, Xinlu Su, Yaru Jiang, Wenqing Feng, Junbing Pu

“…In stratified reservoirs, surface DIC decreases from aquatic photosynthesis, while bottom layer accumulated DIC as “storage” in summer dominated by OM decomposition and release in winter. …”
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Securing Healthy Circular Material Flows In The Built Environment by Bob Geldermans

“… • The differentiation of building layers and parts, in combination with differentiated reutilisation routes, provides leverage for more advanced approaches to circular building strategies, anticipating multiple handling and treatment processes…”
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Seismic fault identification method based on CBAM-TransUNet by Xin WANG, Wei ZHANG, Tongjun CHEN, Ao ZHANG, Dang ZHAO

“…Firstly, the CBAM-Block attention module is integrated into the TransUNet network, and the module is added into the CNN tomography encoder part and the 3-layer jump connection part connecting the tomography encoder and the tomography decoder, respectively, to enhance the recognition ability of the seismic tomography image from two dimensions, namely, the channel and the space; secondly, the loss function optimised jointly by the Dice loss function and the cross-entropy loss function is selected to make the segmentation of the tomography image more accurate. function and cross-entropy loss function to make the fault image segmentation more accurate, and the DICE and IOU values obtained by the CBAM-TransUNet fault identification network on the synthetic seismic dataset are increased to 0.84 and 0.75, respectively, and the experimental results show that the continuity of the fault identification is stronger, which is obviously superior to other classical segmentation methods; finally, the constructed model is used to interpret the faults on the real seismic dataset of the F3 block of the North Sea, off the coast of the Netherlands. …”
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Breaking mechanism of hard thick roof during the life cycle of large mining height working face by Zhaoyuan LEI, Feng LI, Zikui ZHAO, Lei LI, Xingli HUANG

“…It is concluded that the pressure step of 21422 working face is smaller than that of 21421 working face, and the horizontal breaking distance of the broken block along the two sides of working face tendency is 108.41 m and 191.59 m respectively. ② It can be concluded that the breaking process of the roof is in a slewing motion through modeling the articulation of the hard and thick roof on the tendency side of the 21422 working face. …”
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Foams‐Induced Hierarchy for Multiscale Photonics on Flat Substrates: Lasing and Mie‐Bragg Diffraction as Case Studies. by Luisina Forzani, Pedro Tartaj, Yurena Luengo, Ramazan Dalmis, Pedro Moronta, Alvaro Blanco, Cefe López

“…Notably, the optical properties of the disordered foams can be effectively modeled using Mie calculations for individual spheres, serving as a valuable proof of concept for developing particulate portable detectors based on Mie resonances and a hierarchical configuration built upon a simple self‐assembly process carried out on flat substrates.…”
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An Evaluation Method for Distribution Network Operation Based on Multi-source Data Deep Fusion by Junfeng QIAO, Aihua ZHOU, Lin PENG, Yiqing WANG, Xiaofeng SHEN, Sen PAN, Pei YANG, Chenhong HUANG

“…Based on the results, the distribution network operation evaluation index system is designed and a distribution network operation comprehensive evaluation model based on multi-layer weight constraints is constructed to obtain the distribution network comprehensive evaluation results. …”
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Bathymetry-constrained warm-mode melt estimates derived from analysing oceanic gateways in Antarctica by L. Nicola, L. Nicola, R. Reese, R. Reese, M. Kreuzer, M. Kreuzer, T. Albrecht, T. Albrecht, R. Winkelmann, R. Winkelmann, R. Winkelmann

“…We use the ice-shelf cavity model PICO to estimate an upper bound of melt rate changes in case offshore, intermediate-layer warm water masses gain access to the cavities. …”
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Reservoir permeability prediction based artificial intelligence techniques by Hayder Mahdi Ghargan, Omar Al-Fatlawi, Yasir Bashir

“…The results show important lithological contrast with the high-porosity layers correlating to possible reservoir areas. The richness of Quanti-Elan's interpretations goes beyond what log analysis alone can reveal. …”
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Long Short-Term Memory-Based Fall Detection by Frequency-Modulated Continuous Wave Millimeter-Wave Radar Sensor for Seniors Living Alone by Yun Seop Yu, Seongjo Wie, Hojin Lee, Jeongwoo Lee, Nam Ho Kim

“…The Raw-LSTM model processed raw mmWave radar images through LSTM layers and dense layers for classification. …”
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An explainable AI-driven deep neural network for accurate breast cancer detection from histopathological and ultrasound images by Md. Romzan Alom, Fahmid Al Farid, Muhammad Aminur Rahaman, Anichur Rahman, Tanoy Debnath, Abu Saleh Musa Miah, Sarina Mansor

“…The proposed model employs Densenet121 as a foundation, integrating customized Convolutional Neural Network (CNN) layers including GlobalAveragePooling2D, Dense, and Dropout layers along with transfer learning to achieve both high accuracy and interpretability for breast cancer diagnosis. …”
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The use of immobilized form of benzalkonium chloride and metronidazole in the treatment of purulent wounds by Anastasia S. Gorohova, Arsen Yu. Grigoryan, Alexander I. Bezhin, Tatyana A. Pankrusheva, Boris S. Sukovatykh, Ludmila V. Zhilyaeva, Ekaterina S. Mishina, Elena V. Kobzareva

“…The use of combinations developed by the authors in the treatment of the purulent-inflammatory process of the subcutaneous layer promotes the rapid reduction of microbial contamination of wounds compared to “Levomekol” ointment. …”
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Research on marine atmospheric corrosion behavior of carbon steel during Western Pacific voyage by Mengqi Wang, Lihui Yang, Shuai Wu, Hao Liu, Weichen Xu, Xiutong Wang, Haiping Gao, Cunguo Lin

“…This work provides key corrosion data for the application of carbon steel in marine equipment and the development of protective technologies, while also offering fundamental insights into kinetic modeling of dynamic marine atmospheric corrosion processes.…”
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