Energy consumption prediction using modified deep CNN-Bi LSTM with attention mechanism by Adel Binbusayyis, Mohemmed Sha

“…Followed by that, Modified Deep CNN-Bi-LSTM (Convolutional Neural Network and Bi-directional Long Short Term Memory) with attention mechanism is utilized for regression which extracts temporal and spatial complex features. Deep CNN extracts features impacting energy consumption whereas Bi-LSTM with attention layer finds suitability for regression as it is capable of modelling irregular trends in the time-series components, where the attention mechanism is implemented to enhance the decoder's ability to selectively focus on the most relevant segments of the input sequence. …”
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Structural Organization of the Euphemistic Text of the Uzbek Language on the Example of the Nominative Field “Oolmok” (to Die) by Timur E. Alimov, Gulchekhra N. Davlatova, Khanym R. Sultanova

“…The expanded structure of a euphemism forms a complex system of semantic space of a communicative act, with figurative, verbal, non-verbal components, therefore, the growth of form leads to the “expansion” of content, which is capable of marking euphemistic units in the process of written and oral communication, and as a result, has a direct impact on the degree of priority of perceived information within the framework of a communicative situation. …”
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Development of a yogurt recipe using Clitoria ternatea by E. V. Razhina, E. S. Smirnova, N. L. Lopaeva, I. M. Khairova, L. M. Stakheeva, V. N. Sinko, A. V. Shilovtsev, P. S. Galushina

“…Yogurts made with the addition of ternate clitoria infusion had a layered consistency, a not entirely pleasant herbaceous taste, and some samples were characterized by a slight metallic taste. …”
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Never lose sight of enemies: giant honeybees perceive troublemakers even in mass flight mode—a case study by Gerald Kastberger, Martin Ebner, Thomas Hötzl

“…During MFA, the colony undergoes a profound reorganization of roles, and its defense capabilities are temporarily lost as the top layer of the bee curtain peels off, making the colony less responsive to external threats. …”
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NEW INSIGHT INTO THE STRUCTURAL MODEL IN SOUTHERN SUMATRA INDONESIA USING GRAVITY AND MAGNETIC DATA: IMPLICATIONS FOR GEOTHERMAL RESOURCES by Irfan Prasetyo, Wawan Gunawan Abdul Kadir, Dadi Abdurrahman, Darharta Dahrin, Khalil Ibrahim, Andri Kurniawan

“…The island of Sumatra was formed through complex tectonic processes that produce a variety of geological resources, including geothermal potential. …”
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THERMAL CHARACTERISTICS AND DENSITY OF HEXANE PARAFFIN SOLUTION AS AN OBJECT OF CONVECTIVE CONCENTRATION AND OBTAINING FOOD PARAFFIN by M. A. Marysheva, A. H. Nugmanov, I. Y. Aleksanian, L. M. Titova, Y. A. Dorcas

“…The density was determined by the pycnometric method, and the TPC was determined by the method of their complex determination for bulk, liquid and pasty samples, based on the inertia of a thermal temperature sensor. …”
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Nitrate Content in Open Field Spinach, Applicative Case for Hyperspectral Reflectance Data by Walter Polilli, Angelica Galieni, Fabio Stagnari

“…ANNs were optimized for hidden layer size. The resulting models were further used in ensemble techniques by grouping them into two sets: one with all models and another with models trained using the three boosted feature selection subsets (fifty-three wavelengths). …”
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Cynicism among medical students: An in-depth analysis of mental health dynamics and protective factors in medical education using structural equation modeling. by András Spányik, Dávid Simon, Adrien Rigó, Boróka Gács, Nóra Faubl, Zsuzsanna Füzesi, Mark D Griffiths, Zsolt Demetrovics

“…The simultaneous decline of empathy during medical education adds a layer of complexity. Understanding these dynamics and the potential protective factors is crucial for addressing students' well-being and optimizing curriculum development.…”
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Using machine learning to identify frequent attendance at accident and emergency services in Lanarkshire by Fergus Reid, S. Josephine Pravinkumar, Roma Maguire, Ashleigh Main, Haruno McCartney, Lewis Winters, Feng Dong

“…Background Frequent attenders to accident and emergency (A&E) services pose complex challenges for healthcare providers, often driven by critical clinical needs. …”
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Research Progress in Formation Pressure Prediction Methods Based on Logging Data by SUN Jianmeng, ZHANG Ying, WANG Yuexiang, WU Yanhui, CHEN Hongtao

“…When the local formation pressure is abnormal or the rock properties are complex, multiple pressure systems coexist, and the pressure is discontinuous, multiple prediction methods should be selected to predict the formation pressure for comparison. …”
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Anorectal injury related to a personal watercraft: a case report and literature review by Kaoru Katano, Yuichiro Furutani, Chikashi Hiranuma, Masakazu Hattori, Kenji Doden, Yasuo Hashidume

“…In these trauma cases, clinicians must suspect complex and life-threatening anorectal injuries early.…”
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Theoretical background for the bionic substantiation of parameters of the stubble cultivator working bodies by L. F. Babitsky, I. V. Sobolevsky, V. A. Kuklin

“…The studies were conducted in the period from September to October 2018 in the soil channel of the research Laboratory of Bionic Agroengineering of the Department of Mechanization and Technical Service in Agro-Industrial Complex. They have shown the decrease in the traction resistance of the proposed working body of the stubble cultivator by 16.5% in comparison with the traction resistance of the serial sample.…”
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YOLO-Ssboat: Super-Small Ship Detection Network for Large-Scale Aerial and Remote Sensing Scenes by Yiliang Zeng, Xiuhong Wang, Jinlin Zou, Hongtao Wu

“…However, accurately identifying small ships in complex oceanic environments remains a significant challenge, as these targets are frequently obscured by ocean waves and other disturbances, compromising recognition accuracy and stability. …”
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Embedding Trust in the Media Access Control Protocol for Wireless Networks by Chaminda Alocious, Hannan Xiao, Bruce Christianson, Joseph Spring

“…This research proposes a novel trust-incorporated MAC protocol (TMAC) which detects and mitigates complex node misbehavior for distributed network environments. …”
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Implicit Finite Difference Simulation of Hybrid Nanofluid along a Vertical Thin Cylinder with Sinusoidal Wall Heat Flux under the Effects of Magnetic Field by Mashiyat Khan, Amzad Hossain, Afroja Parvin, Md. Mamun Molla

“…The flow field and temperature distribution within the boundary layer are deceased by the effects of the wall heat flux amplitudes. …”
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The accuracy of image-based individual tree crown detection and delineation across vegetation types by N. Pucino, T. McVicar, S. Levick, A. van Dijk

“…In contrast, closed-canopy forests present challenges, particularly due to crown clumping and multi-layered vegetation structures. This study highlights the importance of selecting the appropriate ITS and CHM methods for different vegetation types and emphasizes the need for algorithm optimization in complex environments, such as tropical and eucalypt forests. …”
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From Convolution to Attention: Transformer-Based Modeling for Multi-Day Wildfire Spread Forecasting by Parul Dubey, Nitin Rakesh, Pushkar Dubey, Pitshou Ntambu Bokoro

“…However, existing deep learning models often struggle to capture complex spatiotemporal interactions and translate predictions into actionable decisions. …”
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Application of Log Lithofacies Classification Model Based on Clustering-Support Vector Classification Method by HE Xianhong, LI Kesai, XU Jiacheng, FU Meiyan, YANG Yufei, SUN Jiaqi

“…However, in this area, the pore types are numerous, the pore structure is complex, and the heterogeneity difference between wells is really strong. …”
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THE CONSTRUCTION OF A TYPOLOGY OF BRANCH BANKS ON THE BASIS OF CLUSTER ANALYSIS AND NEURAL NETWORKS by D. S. Kurushin, E. E. Vasilyeva

“…The article analyzes Russia’s banking system, which is a complex, multi-layered, hierarchically organized system in which there exist different stable groups of banks. …”
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iHofman: a predictive model integrating high-order and low-order features with weighted attention mechanisms for circRNA-miRNA interactions by Chang-Qing Yu, Chen Jiang, Lei Wang, Zhu-Hong You, Xin-Fei Wang, Meng-Meng Wei, Tai-Long Shi, Si-Zhe Liang

“…Abstract Background Increasing research indicates that the complex interactions between circular RNAs (circRNAs) and microRNAs (miRNAs) are critical for diagnosing and treating various human diseases. …”
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