Adaptive feature interaction enhancement network for text classification by Rui Su, Shangbing Gao, Kefan Zhao, Junqiang Zhang

“…Abstract Text classification aims to establish text distinctions, which face difficulty in capturing global text semantics and local details. To address this issue, we propose an Adaptive Feature Interactive Enhancement Network (AFIENet). …”
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Rolling Bearing Fault Diagnosis Based on SCNN and Optimized HKELM by Yulin Wang, Xianjun Du

“…Subsequently, an HKELM classifier with multiple kernel functions was constructed. Key parameters of the HKELM were dynamically adjusted using a novel optimization algorithm, significantly enhancing fault diagnosis accuracy and system stability. …”
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Robotic Positioning Accuracy Enhancement via Memory Red Billed Blue Magpie Optimizer and Adaptive Momentum PSO Tuned Graph Neural Network by Jian Liu, Xiaona Huang, Yonghong Deng, Canjun Xiao, Zhibin Li

“…To address this dual error issue comprehensively, this paper proposes a novel two-stage compensation framework. …”
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The Analytics of Additional Professional Education for Teachers in Pre-Professional Classes in Moscow Schools by E. Y. Petryaeva, N. S. Ageeva, Yu. I. Sumenkova, M. N. Fedorovskaya

“…– What is the intensity and dynamics of mastering programmes of additional professional education by teachers?…”
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Analyzing the Impact of Binaural Beats on Anxiety Levels by a New Method Based on Denoised Harmonic Subtraction and Transient Temporal Feature Extraction by Devika Rankhambe, Bharati Sanjay Ainapure, Bhargav Appasani, Avireni Srinivasulu, Nicu Bizon

“…To address the challenge of fine-grained temporal dynamics, an Embedded Transfo XL Recurrent Network is introduced to detect and extract relevant parameters associated with transient events in EEG data. …”
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Smith chart-based particle swarm optimization algorithm for multi-objective engineering problems by A. Falloun, Y. Dursun, A. Ait Madi

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A lightweight vision transformer with weighted global average pooling: implications for IoMT applications by Huiyao Dong, Igor Kotenko, Shimin Dong

“…However, deploying ViTs in resource-constrained IoMT environments requires addressing the challenge of adapting these computationally intensive models to meet device limitations while maintaining efficiency. To tackle this issue, we introduce LightAMViT, a lightweight attention mechanism-enhanced ViT, which incorporates K-means clustering layers to reduce the computational complexity of the self-attention matrix, along with an optimized global average pooling layer that leverages all stacked attention block outputs, each weighted by learnable parameters. …”
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Fault Diagnosis for Rolling Bearings Under Complex Working Conditions Based on Domain-Conditioned Adaptation by Xu Zhang, Gaoquan Gu

“…To address the issue of low diagnostic accuracy caused by noise interference and varying rotational speeds in rolling bearings, a fault diagnosis method based on domain-conditioned feature correction is proposed for rolling bearings under complex working conditions. …”
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A Fault-Tolerant Control Strategy for Distributed Drive Electric Vehicles Based on Model Reference Adaptive Control by Zhigang Zhou, Guanghua Zhang, Meizhong Chen

“…This study addresses the issue of compromised performance and stability in distributed drive electric vehicles during high-speed operation in the event of motor failure. …”
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Introduction pages, NBHA-CN 53(2), 2025 by Radu E. SESTRAS

“…Among the interesting articles, we invite you to find news about: Amplicon sequencing reveals different microbial communities between growing and non-growing seasons in the soils of Pinus armandi forestland in Shennongjia, China; Enhancing phytochemical content and bioactive aspects in somatic embryogenesis developed from callus of Phoenix dactylifera L.; Assessment of genetic architecture of cotton germplasm for drought tolerance: A focus on morpho-physiological and biochemical attributes; Diversity and effectiveness of arbuscular mycorrhizal fungi species in alleviating drought stress in tomato; Site-specific factors influencing Hymenoscyphus fraxineus spore dispersal: the role of understorey vegetation and slope steepness in ash dieback spread; Genetic characterization of Greek chestnut (Castanea sativa Mill.) germplasm collections in Parnon mountain; Syringa josikaea (Oleaceae) biotopes in the Ukrainian Carpathians: Climatic conditions and current dynamics; Propagation and community perspective of the climber species Smilax nageliana A.DC. endemic to Java Island; Improvement of quality, physiological parameters and antioxidant status of chrysanthemum by priming of seedlings with UV-A radiation; Silicon dioxide nanoparticles a strategy to improve the growth, physiology, yield, and nutraceutical quality of tomatoes. …”
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MSALNet: a multi-scale adaptive learning network for high-resolution remote sensing scene classification by Chao Yang, Chengbo Wei, Yiming Zhao, Liming Wang, Peigang Xu, Kunlun Qi, Yuanzheng Shao, Huayi Wu

“…It then learns optimal scale parameters from these features to generate scale-transformed representations tailored to different scene contexts. …”
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Using AHP-GIS for land suitability of Banggai Yam development in Banggai Island, Indonesia by Hidayat Arismunandar Katili, Widiatmaka Widiatmaka, Syartinilia Syartinilia, Irman Firmansyah

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Biophysical model of the role of actin remodeling on dendritic spine morphology. by C A Miermans, R P T Kusters, C C Hoogenraad, C Storm

“…A general framework that details the precise role of actin in directing the transitions between the various spine shapes is lacking. We address this issue, and present a quantitative, model-based scenario for spine plasticity validated using realistic and physiologically relevant parameters. …”
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Short-term scheduling optimization of battery electric buses in the context of sustainable energy resources under uncertainty by Muhammad Ahmad Iqbal, Ismail I. Almaraj

“…The primary goal is to allocate BEB to the best CSs while focusing on increasing overall profit by serving the grid and passenger needs effectively. To solve this issue, several factors are considered, including transit hours, sustainable energy resources, state-of-charge (SOC), vehicle-to-grid (V2G) and grid-to-vehicle (G2V) service trading, bus, CS capacity, data-sharing, and route dynamics. …”
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A Monitoring and Sampling Platform for Air Pollutants on a Rotary-Wing Unmanned Aerial Vehicle: Development and Application by Xiaodie Kong, Xiaoya Dou, Hefan Liu, Guangming Shi, Xingyu Xiang, Qinwen Tan, Danlin Song, Fengxia Huang, Xiaoling Zhou, Hongbin Jiang, Pu Wang, Li Zhou, Fumo Yang

“…Complex air pollution, including particulate matter and ozone, is a significant environmental issue in China, with volatile organic compounds (VOCs) as key precursors. …”
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GLOBal river SALiniTy and associated ions (GlobSalt) by Alvaro Javier Moyano-Salcedo, Theresa Piana, Julie Crabot, Ben J. Kefford, Elisabeth Berger, Shelley E. Arnott, Josefin Thorslund, Michel Meybeck, Sujay S. Kaushal, Ralf B. Schäfer, Miguel Cañedo-Argüelles

“…Our global data set (GlobSalt) features 13 parameters, including electrical conductivity (EC), major ions, and nutrients. …”
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Assessment of the Development of the Social Infrastructure of Russian Regions and its Impact on Demographic Processes by R. V. Fattakhov, M. M. Nizamutdinov, V. V. Oreshnikov

“…The subject of the study is the demographic development of the regions of the Russian Federation. The dynamics of the key indicators at the federal and local levels define the relevance of the issue. …”
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Analysis of the nutrient profile in organic manure from Romanian animal farms by Ioana-Mihaela Jagă, Carmen Postolache, Florina Botez, Florica Bărbuceanu, Luminita Romașcu, Luminita Marutescu, Marcela Popa, Corneliu Vrancianu

“…In this context, in the present study, we have investigated the dynamics of the chemical parameters such as pH, humidity (U%), organic matter (MO%), ammonium nitrogen N-NH4+ (g/kg), nitrogen in the form of nitrite N-NO2- (g/kg), nitrate nitrogen N–NO3- (g/kg) and phosphorus phosphate P-PO4 3- (g/kg) of organic manure from cattle and swine farms during composting. …”
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Microplastics in Weras Ganga, Bolgoda North Lake, Sri Lanka: A Reflection of Urban Waste Mismanagement by Mahesh Jayaweera, Shakthi Bastians, Janith Dissanayake, Chamini Hemachandra, Thilomi Samarakoon

“…Microplastic (MP) pollution has emerged as a significant environmental issue, especially within urban riverine systems affected by inadequate waste management practices. …”
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The Holistic Impact of Omkar Chanting: A Narrative Review of it’s Physiological, Psychological and Acoustic Effects by Jayashree Pattanayak, Judu Ilavarasu

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