Application of an improved LSTM model based on FECA and CEEMDAN VMD decomposition in water quality prediction by Jie Long, Chong Lu, Yiming Lei, Zhong Yuan Chen, Yihan Wang

“…Then, a VMD-enhanced LSTM architecture embedded with FECA was developed to adaptively prioritize frequency-specific features, thereby improving the model’s ability to handle nonlinear patterns. …”
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A Novel Metaheuristic-Based Methodology for Attack Detection in Wireless Communication Networks by Walaa N. Ismail

“…By focusing on the most relevant features, this attention mechanism makes the model suitable for complex and high-dimensional traffic patterns typical of 5G communication. …”
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Design of an intelligent grading system for college English translation based on big data technology by Xiaoyan Li, Chengzhou Huang

“…Methods: The deep learning methodology is the core approach for developing the intelligent grading system. By leveraging the power of a Hybrid gradient-boosting decision tree with an ensemble Back Propagation Neural Network (HGBDT-EBPNN), the system learns from large volumes of labeled translation data to identify patterns and extract meaningful features that contribute to accurate grading. …”
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Geometric and Herbal Motifs Used in Kirkit Textiles from the Eastern Black Sea Region by Keziban Selçuk, Hüseyin Yurttaş

“…The motifs on the weavings show rich cultural, geometric, floral, figural patterns, and symbolic motifs, with writing and image depictions. …”
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Effect of Lamination on Shale Reservoir Properties: Case Study of the Montney Formation, Canada by Juhwan Woo, Hyun Suk Lee, Carl Ozyer, Chul Woo Rhee

“…Typically, the degree of lamination is controlled by the sedimentation rate and flow regime. Herein, we developed a mudstone classification scheme in terms of lamination because lamination-based shale facies are related to differing features in mineral composition, porosity, and Young’s modulus. …”
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Geochemical characteristics of weathering crusts on the Dzhezhimparma Ridge and the Nemskaya Upland (South Timan) by Oksana V. Grakova, Nataliya Yu. Nikulova, Yuliya S. Simakova

“…The aim of the research is to identify patterns in the distribution of rock-forming, rare and rare earth elements and the composition of clay minerals in clay formations of the weathering crusts. …”
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Nutritional Assessment of Patients with Type-2 Diabetes in a Tertiary Level Hospital in a Low-and Middle-income Country by Rama Subba, Asmita Luitel, Rinku Joshi, Bhupal Baniya

“…This study was carried out to understand the dietary patterns of diabetic patients along with other factors including compliance and clinical features so that effective interventions can be taken for proper management of disease. …”
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Cognitive difference text classification in online knowledge collaboration based on SA-BiLSTM hybrid model by Fengjun Liu, Na Zhao, Guoqing Zhu

“…However, accurate extraction of semantic features and contextual patterns from such texts remains challenging in multi-dimensional discourse contexts. …”
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Pharmacophore modeling and QSAR analysis of anti-HBV flavonols. by Basireh Baei, Parnia Askari, Fatemeh Sana Askari, Seyed Jalal Kiani, Alireza Mohebbi

“…PCA showed essential patterns and relationships within the dataset, with the first two components explaining nearly 98% of the total variance. …”
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The Spatial Analysis for Bassia eriophora (Schrad.) Asch. Plant Distributed in all IRAQ by Using RS & GIS Techniques by Al Ramahi et al.

“…The main idea is how to use this techniques to monitor the distribution of the plants (Bassia eriophora), in order to utilize and take provisions of plant growth and diffusion, Moreover, know and control the breadth of these areas in Iraq and prepare for them, and understanding climates and the variable plantation habitats and mapping patterns, may lead to a successful environmental protection and dominance plan. …”
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Representation theory of solitons by Clay Córdova, Nicholas Holfester, Kantaro Ohmori

“…We develop a representation theory that captures these intriguing features of solitons. …”
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Vehicle speed influence on exhaust system surface temperature by M. G. Boiarshinov, N. I. Kuznetsov

“…The analysis of the peculiarities of the change in the temperature of the exhaust system during the movement of the vehicle in conditions of low ambient temperature is carried out. The established patterns can be used to obtain information on the processes of condensate accumulation in the exhaust system and are aimed at predicting the amount of condensate accumulation in the exhaust system; to develop new solutions to ensure reliable operation of the exhaust system.…”
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Habitat composition near linear landscape structures across Poland: perspectives on pollinator conservation by Emilia Marjańska, Dawid Moroń

“…Highway verges exhibited the highest landscape diversity, while railways and levees showed more similar patterns to each other. Our study revelated that land cover changes occur unidirectionally at the studied scales, suggesting consistent habitat transitions around these linear features. …”
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Phonological processes in English connected speech: implications for L2 speech learning and communication by Sonthaya Rattanasak

“…Phonological processes, which encompass changes in sound patterns, can take place in both first (L1) and second language (L2) acquisition. …”
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Widespread misidentification of scanning electron microscope instruments in the peer-reviewed materials science and engineering literature. by Reese A K Richardson, Jeonghyun Moon, Spencer S Hong, Luís A Nunes Amaral

“…Unexplained patterns common to many of these articles suggest the involvement of paper mills, organizations that mass-produce, sell authorship on, and publish fraudulent scientific manuscripts at scale.…”
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Experimental and computational investigation of tensile and flexural properties of polylactic acid filled with boron nitride nanoplatelets by Harishbabu Sundarasetty, Santosh Kumar Sahu

“…This integrated approach underscores the efficacy of BNNP fillers in enhancing the mechanical attributes of PLA, yielding significant perspectives for developing eco-friendly composite materials exhibiting superior performance features.…”
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Effective Urban Region Representation Learning Using Heterogeneous Urban Graph Attention Network (HUGAT) by Namwoo Kim, Yoonjin Yoon

“…Objective: This study aims to develop a model that effectively represents urban regions by incorporating both spatial features and human activity patterns, in order to better understand and predict urban dynamics. …”
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Decoding and generating synergy-based hand movements using electroencephalography during motor execution and motor imagery by Dingyi Pei, Ramana Vinjamuri

“…Motor imagery (MI) is a key tool for developing BMIs, particularly for individuals with impaired limb function. …”
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Factors Influencing Consumer Decisions, Taking into Account Modern Trends and Challenges by Nikiforov Andrii A., Portna Oksana V.

“…First, a retrospective review of existing approaches, theories, conceptions, consumption patterns, consumer behavior is carried out. This is followed by the results of a global survey on consumer choice in the new reality. …”
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Epizootic situation on sheep pox and goat pox in Tajikistan in 2000–2021 by R. Atovullozoda

“…Based on systemic epidemiological analysis of the structure and dynamics of nosoareals, as well as risk assessment of sheep pox and goat pox entry, emergence and distribution, monitoring and establishment of infected and endemic zones, the features and patterns of distribution and occurrence of these diseases’ epizootic process were defined, which confirms the need for a systematic approach to epidemiological surveillance of highly dangerous and economically significant infectious diseases having a trend for transboundary spread, which will facilitate the solution of the problem regarding identification of possible threats and the implementation of veterinary and sanitary measures in case of disease occurrence in the territory of any country to ensure animal disease freedom.…”
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