Predicting the Remaining Useful Life of an Aircraft Engine Using a Stacked Sparse Autoencoder with Multilayer Self-Learning by Jian Ma, Hua Su, Wan-lin Zhao, Bin Liu

“…To solve these problems, deep learning has been proposed in recent years to exploit multiple layers of nonlinear information processing for unsupervised self-learning of features. …”
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DECTNet: A detail enhanced CNN-Transformer network for single-image deraining by Liping Wang, Guangwei Gao

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Three-Stage Channel Split Dense Fusion Network for Single Image Deraining by ZHANG Shuting, WANG Changyue, WANG Changzhong, LENG Qiangkui

“…Single image deraining is a considerable challenge in the domain of image processing. The enhancement of image quality under adverse weather conditions heavily relies on the development of efficient single image rain streaks removal algorithms. …”
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On the movement of the honeybee queen in the hive by Jan Blaha, Martin Stefanec, Jiří Janota, Daniel Nicolas Hofstadler, Tomáš Rouček, Jiří Ulrich, Laurenz Alexander Fedotoff, George Broughton, Tomáš Vintr, Farshad Arvin, Thomas Schmickl, Tomáš Krajník

“…Our findings suggest that queen movement is shaped by temporally layered processes that may support brood nest stability, efficient egg-laying, and colony cohesion.…”
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Vertical distribution characteristics and source apportionment of nitrogen in the Longyangxia Reservoir in the upper reaches of the Yellow River. by Wei Wu, Yuhe Dong, Chen Li, Hang Chen, Lei Ren, Sheng Xu

“…The dynamics of nitrate in the bottom layer are influenced by nitrification processes and the release of nitrogen from sediment. …”
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Preparation of Novel Silica-based Zirconium Pyrophosphate Ion-exchanger and Its Adsorption Performance for Cs+ by DIAO Xinya1, 2, HAO Lecun1, 2, MA Feng3, ZHAO Xin1, 2, JIN Qiang1, 2, , CHEN Zongyuan1, 2, , GUO Zhijun1, 2, WU Wangsuo1, 2

“…The adsorption capacity of Cs+ increases significantly with the increase of initial Cs+ concentration, and the adsorption of Cs+ on the resin can be well fitted with Langmuir model. This implies that the adsorption process of Cs+ by the resin is a homogeneous single-layer adsorption process. …”

Integration of Artificial Neural Network Regression and Principal Component Analysis for Indoor Visible Light Positioning by Negasa Berhanu Fite, Getachew Mamo Wegari, Heidi Steendam

“…Additionally, the pose of the light-emitting diodes is prior unknown, adding another layer of complexity to the positioning process. Dynamic indoor environments further complicate matters due to user mobility and obstacles, which can affect system accuracy. …”
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The Concept of a Digital Twin for the Wały Śląskie Hydroelectric Power Plant: A Case Study in Poland by Artur Machalski, Przemysław Szulc, Dominik Błoński, Aneta Nycz, Magdalena Nemś, Janusz Skrzypacz, Przemysław Janik, Zuzanna Satława

“…The digital twin architecture developed to address these issues features modular components, including data acquisition, data processing, visualization, and integration layers, emphasizing scalability, adaptability, and secure interoperability. …”
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IMITATION OF STANDARD VOLUMETRIC ACTIVITY METAL SAMPLES by A. I. Zhukouski, A. O. Nichyparchuk, A. A. Khrutchinsky, S. A. Kutsen

“…They also have shown the adequacy and consistency of the approach in using a combination of metal scattering layers and reference point gamma-ray sources instead of standard volumetric activity metal samples. …”
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The Role of Education in Building National Soft Power: An Empirical Analysis From a Global Perspective Using Deep Neural Networks by Yun Bai

“…These advancements have led to significant achievements in predictive modeling, data analysis, and decision-making processes. …”
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AI-Driven Innovation in Skin Kinetics for Transdermal Drug Delivery: Overcoming Barriers and Enhancing Precision by Nubul Albayati, Sesha Rajeswari Talluri, Nirali Dholaria, Bozena Michniak-Kohn

“…AI also streamlines the pharmaceutical process, from disease diagnosis to the prediction of drug distribution in skin layers, enabling efficient formulation development. …”
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A comprehensive framework for multi-modal hate speech detection in social media using deep learning by R. Prabhu, V. Seethalakshmi

“…CNNs extract key spatial features in visual tasks, while LSTMs process video sequences to capture evolving visual patterns. …”
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Ambient and intrinsic dependencies of evolving ice-phase particles within a decaying winter storm during IMPACTS by A. DeLaFrance, A. DeLaFrance, L. A. McMurdie, A. K. Rowe, A. J. Heymsfield

“…This vertical evolution was reproduced by a one-dimensional (1D) particle-based model simulation constrained by observations, conveying accuracy in the process representation. …”
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Enhancing IoT security and healthcare data protection in the metaverse: A Dynamic Adaptive Security Mechanism by Saima Siraj Qureshi, Jingsha He, Nafei Zhu, Ahsan Nazir, Juan Fang, Xiangjun Ma, Ahsan Wajahat, Faheem Ullah, Sirajuddin Qureshi, Sahroui Dhelim, Muhammad Salman Pathan

“…DASM operates as a comprehensive and real-time defensive layer, continuously recalibrating its strategies to reinforce the security matrix for both IoT and Digital Twins. …”
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Dynamic performance of prestressed ECC-concrete composite T-beam bridge subjected to close-in blast loading by Zenghan Wu, Yuzhou Zheng, Wenwei Wang, Chang Zhou, Li Chen, Hengbo Xiang, Qin Fang, Hai Fang

“…The dynamic behavior of ECC was also accurately simulated using the K&C concrete model. Experimental and numerical results highlighting that the PECT bridge processed excellent deflection and local damage control capabilities, with a reduced mid-span flange damage compared to ordinary concrete T-beam specimen (PCT). …”
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Large Offsets in the Impacts Between Enhanced Atmospheric and Soil Water Constraints and CO₂ Fertilization on Dryland Ecosystems by Feng Tian, Lei Wang, Ye Yuan, Jin Chen

“…Process-based models supported the satellite-observed finding that increasing water constraints failed to overwhelmingly offset significant CO₂ fertilization on dryland ecosystems. …”
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Link-State-Aware Proactive Data Delivery in Integrated Satellite–Terrestrial Networks for Multi-Modal Remote Sensing by Ranshu Peng, Chunjiang Bian, Shi Chen, Min Wu

“…Central to this framework is a dual-branch actor network architecture that dynamically fuses heterogeneous modalities: a lightweight MobileNet-v3-small backbone extracts semantic features from remote sensing imagery, while parallel branches—a multi-layer perceptron (MLP) for static attributes (e.g., payload specifications, geolocation tags) and a long short-term memory (LSTM) network for temporal user cache patterns—jointly model contextual and historical dependencies. …”
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A Deep Learning Approach for Fault Detection and Localization in MT-VSC-HVDC System Utilizing Wavelet Scattering Transform by Manohar Mishra, Debadatta Amaresh Gadanayak, Abha Pragati, Jai Govind Singh

“…The variable epoch size training enhances convergence speed, leading to more stable and consistent results. A secondary LSTM model with a similar layer architecture is also trained and evaluated on WST-based features to identify the fault location within internal faults. …”
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CALCULATION STUDIES OF SPATIAL DISTRIBUTION OF THE ABSORBED DOSE RATE FOR VARIOUS SEEDS by N. A. Nerozin, A. P. Pyshko, V. V. Shapovalov

“…Microsourse «SEED No. 6711» (model of the company Nicomed Amersham) is hermetically sealed in a titanium capsule silver rod covered with a thin layer of radioactive I‑125. …”
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Supergravity and In‐Situ Evaporation Induced Well‐Aligned and Self‐Crosslinked 2D Material‐Based Thin Films by Dawei Zhang, Abdallah Kamal, Baosong Li, Dezhuang Ji, Liming Zhao, Kang Cheng, Xuan Li, Sharmarke Mohamed, Qingwen Li, Liao Kin, Lianxi Zheng

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