A Developed LSTM-Ladder-Network-Based Model for Sleep Stage Classification by Ruichen Li, Bei Wang, Tao Zhang, Takenao Sugi

“…In this research, a developed LSTM-Ladder-Network (LLN) model is proposed for automatic sleep stage classification. Several features are extracted for each epoch and combined with the following epochs to form a cross-epoch vector. …”
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Sodium Silicate, Potassium Silicate, and Copper Sulfate’s Effectiveness In Vitro and In Silico against the Wood-decaying Fungus Phanerochaete chrysosporium by Mohammed Ibrahim Alghonaim, Sulaiman A. Alsalamah, Suha Alharbi, Abeer Mahmoud Mohammad

“…Surfactant and desiccant features of derived products of silicates are considered the main contributors in wood resistance to decay. …”
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Thermal transport analysis for thermally radiating entropy induced bioconvective flow of Prandtl nanomaterial by Aneeta Razaq, Tasawar Hayat, Sohail A. Khan

“…Presence of gyrotactic microorganisms and heat generation is addressed. Physical features of irreversibility analysis in hydromagnetic flow are addressed. …”
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Enhanced performance of T2SLs LWIR avalanche photodiodes with a separate AlxGa1-xSb multiplication layer by Chen Liu, Haifeng Ye, Weilin Zhao, Rong Bai, Yanli Shi

“…This advancement is attributed to the design of a separate multiplication layer with the wide bandgap material AlxGa1-xSb in the InAs/GaSb T2SLs LWIR APD, which suppresses the electric field in the absorption layer while maintaining high gain. Using computer-aided design technology, we analyzed the internal electric field values and IV characteristics under key layer parameters. …”
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Industrial IoT-Based Energy Monitoring System: Using Data Processing at Edge by Akseer Ali Mirani, Anshul Awasthi, Niall O’Mahony, Joseph Walsh

“…Once the edge receives the meter’s data, it stores the information in the database server, followed by the data processing method to find nine additional analytical parameters. The edge also provides a master user interface (UI) for comparative analysis and individual UI for in-depth energy usage insights, followed by activity and inactivity alarms and daily reporting features via email. …”
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Sketch-Guided Topology Optimization with Enhanced Diversity for Innovative Structural Design by Siyu Zhu, Jie Hu, Jin Qi, Lingyu Wang, Jing Guo, Jin Ma, Guoniu Zhu

“…The results reveal that the sketch-based constraints and length-scale control have distinct control effects on structural features and have different impacts on the mechanical performance and diversity, thereby enabling fine-grained and flexible human controllability to better balance conflicting objectives.…”
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Optimised hybrid deep learning classification model for kidney stone diagnosis by Y Jini Jacob, Bethanney Janney J, Hemalatha RJ, Preethi S

“…The proposed work combines two deep learning models, AlexNet and Gated Recurrent Unit (GRU) for feature extraction and classification. These models are integrated to deliver optimal training parameter performance. …”
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Belarus Power Engineering System Modeling Taking into Account the Nuclear Power Plant Commissioning by A. A. Mikhalevic, U. A. Rak

“…The article presents the analysis of the specific features of modeling the operation of energy systems with a large share of nuclear power plants (NPP). …”
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Quarantine treatments of fresh vegetables and flower cuts against the western flower thrips by Yu. Kletchkovsky, E. Niamtsu

“…The following methods were used in the research: the analysis of knowledge systems in the field of physics, chemistry and biology, necessary in the sphere of fumigation; analogies (modeling), namely the application of fumigation parameters to species with similar morphological and biological features; study of scientific sources (paper and electronic), literary monographs and legislative and normative acts in the fumigation industry; expert assessments — experts were familiarized with the task of research to obtain their recommendations useful for its implementation; experimental — carrying out fumigation treatment in laboratory conditions, using the necessary equipment; mathematical and statistical — according to the method of B. …”
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Predicting survival in malignant glioma using artificial intelligence by Wireko Andrew Awuah, Adam Ben-Jaafar, Subham Roy, Princess Afia Nkrumah-Boateng, Joecelyn Kirani Tan, Toufik Abdul-Rahman, Oday Atallah

“…Imaging models excel at identifying tumour-specific features through radiomics, achieving high predictive accuracy. …”
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PlastidHub: An integrated analysis platform for plastid phylogenomics and comparative genomics by Na-Na Zhang, Gregory W. Stull, Xue-Jie Zhang, Shou-Jin Fan, Ting-Shuang Yi, Xiao-Jian Qu

“…In comparison with existing tools, key novel functionalities in PlastidHub include: (1) standardization of quadripartite structure; (2) improvement of annotation flexibility and consistency; (3) quantitative assessment of annotation completeness; (4) diverse extraction modes for canonical and specialized sequences; (5) intelligent screening of molecular markers for biodiversity studies; (6) gene-level visual comparison of structural variations and annotation completeness. PlastidHub features cloud-based web applications that do not require users to install, update, or maintain tools; detailed help documents including user guides, test examples, a static pop-up prompt box, and dynamic pop-up warning prompts when entering unreasonable parameter values; batch processing capabilities for all tools; intermediate results for secondary use; and easy-to-operate task flows between file upload and download. …”
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An Optimized Maximum Second-Order Cyclostationary Blind Deconvolution and Bidirectional Long Short-Term Memory Network Model for Rolling Bearing Fault Diagnosis by Jixin Liu, Liwei Deng, Yue Cao, Chenglin Wen, Zhihuan Song, Mei Liu, Xiaowei Cui

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Enhancing thermal transport in chemically reacting nanoparticles using the energy source and Cattaneo-Christov heat flux model by Shazia Habib, Saleem Nasir, Zeeshan Khan, Abdallah Berrouk, Saeed Islam, Asim Aamir

“…The important and intriguing feature of this remarkable work is that, for all parameters examined, the heat transfer rate rises with minimal measurement of errors, consistent with the core objective of applying nanofluids to nanotechnology for their prospective implications.…”
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Design and investigation of dual-guided optical fiber with 60 OAM and 6 LP modes for ultra-high optical communication by Md. Mehedi Hassan, Muhammad Shahin Uddin, Mst. Nargis Aktar, Monir Morshed, Kawsar Ahmed, Bikash Kumar Paul, Md. Sarwar Hossain Mollah

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Research on Digital Media Art for Image Caption Generation Based on Integrated Transformer Models in CLIP by Lu Gao, Xiaofei Pang

“…In order to replace the fundamental features of conventional multi-modal fusion models, we propose a New Multi-modal Fusion Attention module (NMFA), which efficiently decreases parameter sizes and computational complexity in half. …”
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Investigation of the Pulmonary Artery Hypertension Using an Ad Hoc OpenFOAM CFD Solver by Francesco Duronio, Paola Marchetti

“…We performed CFD simulations with the OpenFOAM C++ library using a purposely developed solver that features the Windkessel model as a pressure boundary condition. …”
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The Structure of Sandstones in Productive Horizons of the Permian Bituminous Deposits of Tatarstan (Russia) by R.R. Khasanov, A.I. Mullakaev, E.N. Dusmanov

“…The features of sandstones in productive horizons of the Permian bituminous deposits of Tatarstan (Russia) have been considered. …”
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Performance evaluation of ultrathin CdTe-based solar cells with dual absorbers via SCAPS-1D simulation by P. Parathraju, P. Umasankar

“…A double absorber layer with NiO as the windowed layer as well as FeSi2 as the secondary layer was investigated in order to enhance the PV system’s device features as well as parameters.…”
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Peculiarities of the weed infestation of young paulownia (Paulownia tomentosa L.) stands by H. Nychkaliuk

“…The presence of weeds in young paulownia stands during the growing season leads to a significant suppression of culture plants. Establishing the features of the formation of weeding of paulownia plantations in the second year of vegetation is impossible without a comprehensive determination of plant growth parameters. …”
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Planning Crop Production with the Use of Digital Technologies by V. V. Alt, S. P. Isakova

“…It was noted that the solution to the problem of production planning implies systematizing and structuring the information about technological operations, identifying features and working out parameters for technology selection (adjustment), modeling the agricultural technological process, and the creation of automated information support. …”
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