Stacked LSTM for Short-Term Wind Power Forecasting Using Multivariate Time Series Data by Manisha Galphade, V. B. Nikam, Biplab Banerjee, Arvind W. Kiwelekar, Priyanka Sharma

“…Among the various prediction models, deep learning models such as Long Short-Term Memory (LSTM) have demonstrated outstanding performance in the field of WPF. By adding multiple layers of LSTM networks, the model can capture more complex patterns. …”
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Optimizing Convolutional Neural Network Architectures by Luis Balderas, Miguel Lastra, José M. Benítez

“…As CNN architectures become more complex, their computational demands grow, leading to substantial energy consumption and complicating their use on devices with limited resources (e.g., edge devices). …”
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FUNGICIDES ON SPRING WHEAT by V. A. Lavrinova, I. M. Evseeva

“…Alternaria spp  is a dominant component of pathogens on spring wheat seeds, that accounts 60-83% under total infection of seeds during last years. Complex protection of the crop influenced positively on productivity and elements of its structure. …”
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Making Hidden Sustainable Urban Planning and Landscape Knowledge Visual and Multisensorial by Carlos J. L. Balsas

“…Research helps to uncover hidden layers of reality and make sense of relationships among elements, dimensions, and processes. …”
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SNN-Based Semantic Segmentation Method Using Adaptive Threshold and Multi-Feature Fusion by HUANG Yongbin, LI Chen, DONG Wenbo, LIU Shunlian

“…In the final decoding stage, the spike sequences are stacked in the time dimension, and spiking features at the encoding and decoding layers are fused to improve the network's capability in boundary feature extraction. …”
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An Upside-Down Logic-Based Neutrosophic Methodology: Assessment of Online Marketing Effectiveness in E-Commerce Enterprises by Yantao Bu

“…However, evaluating its performance remains a complex task due to the presence of conflicting indicators, unpredictable user behavior, and shifting contextual factors. …”
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Physical Quality and Porosity Aspects of Amazon Anthropogenic Soils under Different Management Systems by Marcelo Dayron Rodrigues Soares, Zigomar Menezes de Souza, Milton César Costa Campos, Miguel Cooper, Rose Luiza Moraes Tavares, Lenon Henrique Lovera, Camila Viana Vieira Farhate, José Maurício da Cunha

“…The following soil characteristics were evaluated: soil resistance to penetration, soil bulk density, macroporosity and microporosity, and total soil porosity in the 0–0.20 m and 0.20–0.40 m layers. The results showed that the pasture area presented a smaller amount of total pores and complex pores, which are important for water flow in the soil. …”
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Surface morphology, internal structure and nucleation mechanism of graphite inclusions in ductile cast iron. by A. I. Pokrovsky

“…The obtained results provide clarifi ations and supplementations to the theory of heterogeneous nucleation of spheroidal graphite particles in ductile cast iron, where the central part of the spheroid is a conglomeration of complex sulfides and oxides.…”
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Womanhood bound to motherhood: Choosing childlessness in Türkiye by Ayşegül Aracı İyiaydın, Ayça Ergun

“…The article argues that the decision to remain childless is not merely a personal preference but a complex, multi-layered process shaped by sociocultural expectations, gender norms, and individual agency. …”
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Service Virtualization Using a Non-von Neumann Parallel, Distributed, and Scalable Computing Model by Rao Mikkilineni, Giovanni Morana, Daniele Zito, Marco Di Sano

“…We did not use Hypervisors, Virtual machines, or layers of complex virtualization management systems in implementing this prototype.…”
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An Intelligent Algorithm for Aerodynamic Parameters Calibration of Wind Tunnel Experiment at a High Angle of Attack by Yeguang Wang, Shitong Jian, Zhigang Wang, Rui Fan, Peng Han, Yongxi Lyu

“…The proposed method solves the problems of complex structure, a large amount of data, and poor accuracy in homologous comparison of high angle of attack aerodynamic models of advanced layout aircraft. …”
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Transmission interference microscopy of anterior human eye by Samer Alhaddad, Wajdene Ghouali, Christophe Baudouin, Albert Claude Boccara, Viacheslav Mazlin

“…Abstract Cellular imaging of the human anterior eye is critical for understanding complex ophthalmic diseases, yet current techniques are constrained by a limited field of view or insufficient contrast. …”
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Long Term Follow-up of the Corneal State after Anterior Radial Keratotomy by N. V. Pasikova

“…In 76.2% of cases in the corneal optical zone were observed accumulation of hemosiderin; in 63.3% — signs of intraoperative micro- and macroperforations, going through all cornea layers, capturing the Descemet membrane and the endothelium, leading to a decrease in the density of endothelial cells. …”
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Sherwood Anderson's The Triumph of the Egg. A Book of Impressions from American Life in Tales and Poems as a Modernist Art Object by Olga N. Anikina

“…The research explores the multi-layered reality created by Anderson, which immerses reader in a complex world of human relationships and internal experiences. …”
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Improved method for a pedestrian detection model based on YOLO by Yanfei LI, Chengyi DONG

“…The proposed method had superior performance in dense agricultural contexts while improving detection capabilities for pedestrian distribution patterns under complex farmland conditions, including variable lighting and mechanical occlusions. …”
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Seed purity assessment by means of spectral imaging by G.V. Nesterov, A.V. Guryleva, A.A. Zolotukhina, D.S. Fomin, D.S. Fomin, Y.K. Shashko, A.S. Machikhin

“…An architecture of the neural network model is proposed based on sequentially running LSTM layers and fully connected layers of neurons. Approaches are proposed for choosing the training sample size, the number and position of central wavelengths of video spectrometer channels used in analysis, and a method for segmenting spectral images to form a training sample. …”
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“…Gabbro layers that are in contact with ultramafic layers have no economic mineralization. …”
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DSR-YOLO: A lightweight and efficient YOLOv8 model for enhanced pedestrian detection by Mustapha Oussouaddi, Omar Bouazizi, Aimad El mourabit, Zine el Abidine Alaoui Ismaili, Yassine Attaoui, Mohamed Chentouf

“…Additionally, we enhance the initial C2f layers with a modified block that integrates SimAM and DCNv4, minimizing the background noise and sharpening the focus on the relevant features. …”
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Smart Defect Detection in Aero-Engines: Evaluating Transfer Learning with VGG19 and Data-Efficient Image Transformer Models by Samira Mohammadi, Vahid Rahmanian, Sasan Sattarpanah Karganroudi, Mehdi Adda

“…RandomSearchCV was used for hyperparameter optimization, and we selectively froze some layers during training to help better tailor the models to our dataset. …”
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On the utility function of experiments in fundamental science by Tommaso Dorigo, Michele Doro, Max Aehle, Muhammad Awais, Nicolas R. Gauger, Rafael Izbicki, Jan Kieseler, Ann B. Lee, Luca Masserano, Federico Nardi, Alexander Shen, Luis Recabarren Vergara

“…Most of the time, a combination of the above goals is pursued; this breadth of scope adds a layer of complexity to the already demanding task of designing the measurement apparatus in an optimal way, by defining suitable geometries and choosing the most advantageous materials and appropriate detection technologies. …”
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