BLTTNet: feature fusion based on BiLSTM-Transfomer-TCN for prediction of remaining useful life of aircraft engines by Yixu Yang, Xiaoying Su, Chaoyong Wang, Hongxi Liu, Kunhao Fu, Tao Xie, Zishuo Zhang

“…However, the high feature dimension and noise of the raw data cause difficulties for existing methods in extracting long sequence time features and allocating weights. …”
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Biotechnology of Lactulose Production: Progress, Challenges, and Prospects by Svetlana A. Ryabtseva, Andrey G. Khramtsov, Maria A. Shpak, Alexey D. Lodygin, Georgy S. Anisimov, Serafima N. Sazanova, Yulia A. Tabakova

“…The most promising trends in lactulose biotechnology include secondary dairy raw materials, immobilized enzymes, membrane reactors, complex production processes, lactose-to-lactulose conversion, and purification of final product.…”
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Proximate and fatty acid compositions of smoked underutilised South African mussel Choromytilus meridionalis by Suné Henning, Sinazo Matika, Ayodeji B. Oyenihi

“…This research may provide mussel farmers, fish processing industries, and the community with information about processing opportunities using C. meridionalis. …”
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Effect of Paracetamol Biodegradation Products Quantitative Indicators of the Anatomical Structure of the Lily of the Valley Leaf (<i>Convallaria majalis</i> L.) by E. V. Vikhareva, T. V. Bombela, E. V. Bykov, A. A. Baranova

“…Mathematical processing of experimental data was carried out by the method of variance analysis using Excel 2019, STATISTICA 12.6, STATGRAPHICS Plus 5.1 programs.Results and discussion. …”
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Study of model construction of fuel production from waste plastic pyrolysis based on machine learning by CHEN Sihan, YUAN Zhilong, WANG Ye, SUN Yifei*

“…A machine-learning approach was applied to utilize data from non-catalytic and molecular sieve catalytic processes and to build a model for analyzing raw material pyrolysis. …”
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Enhancing smart city sustainability with explainable federated learning for vehicular energy control by Khalid Ishaq Abdullah Almaazmi, Saif Jasim Almheiri, Muhammad Adnan Khan, Asghar Ali Shah, Sagheer Abbas, Munir Ahmad

“…Traditional centralized machine learning models and cloud-based Energy Management Systems (EMSs) struggle with real-time adaptability, high-dimensional data processing, and data privacy risks. These issues lead to high costs, excessive energy waste, and regulatory concerns. …”
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SOME ASPECTS OF DISTILLATE PRODUCTION FROM JERUSALEM ARTICHOKE TUBERS.PART 1. DYNAMIC OF DISTRIBUTION OF VOLATILE COMPONENTS BY DISTILLATION OF FERMENTED WORT by Krikunova L.N., Peschanskaya V.A., Dubinina E.V.

“…The way the method of preparation of raw materials for distillation influences this process has also been determined. …”
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Comparative chromato-mass spectroscopy studies on tinctures of Valeriana stolonifera Czern. by V. M. Odyntsova, V. H. Korniievska, Yu. I. Korniievskyi, V. I. Kokitko

“…Experimental data obtained in the process of the research can be used for creating regulatory and analytical documentation for a certain type of raw materials and were of undoubted practical importance.…”
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Deep Learning Techniques for Early Fault Detection in Bearings: An Intelligent Approach by Omar Mohammed Amin Ali, Rebin Abdulkareem Hamaamin, Shahab Wahhab Kareem

“…The streamlined approach emphasizes the use of raw data and advanced methodologies, showcasing the significance of achieving high diagnostic accuracy while providing a reliable alternative to conventional fault classification techniques. …”
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DEVELOPMENT HISTORY OF NATURAL SOURCES DOSIMETRY LABORATORY AT THE RESEARCH INSTITUTE OF RADIATION HYGIENE AFTER PROFESSOR P.V. RAMZAEV: 1970–1986 by E. P. Lisachenko, I. P. Stamat, N. A. Koroleva

“…Important results were also received in a large-scale research of natural environment radioactivity and of technological processes of production, processing and use of mineral raw materials. …”
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Weighted explainable federated learning for privacy-preserving and scalable energy optimization in autonomous vehicular networks by Muhammad Saleem, Ali Arishi, Muhammad Sajid Farooq, M.A. Khan, Khan M. Adnan

“…Traditional centralized machine learning models and cloud-based Energy Management Systems (EMSs) often struggle with real-time adaptability, high-dimensional data processing, and privacy concerns. While Federated Learning (FL) offers a decentralized solution by enabling edge devices to collaboratively train models without sharing raw data, conventional FL typically treats all client contributions equally—regardless of their data volume, quality, or contextual relevance. …”
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An Overview of Multistate Outbreak Investigations of Salmonella Infections Linked to Fish and Fishery Products, United States – 2012–2021 by Stelios Viazis, Meredith Lindsay, Jennifer Cripe, Spencer Carran, Tiffany Greenlee, Sharon Seelman Federman, Colin Schwensohn, Thai-An Nguyen, Cary Chen Parker

“…While technological advancements over the last decade have made significant progress in the detection, reporting, and determining the source of illness from bacterial pathogens including Salmonella, prevention of these illnesses remains the same, basic sanitation control. We examined data from Salmonella outbreaks linked to fish and fishery products (excluding raw molluscan shellfish) during the period 2012–2021. …”
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Prevalence of Aflatoxin M1 (AFM1) in Fresh Cow Milk Produced in Chattogram, Bangladesh by Mohammad Shaokat Ali, Shamima Ahmed, Mohammad Sharif Uddin, Chaudhry Ahmed Shabbir, Suvanker Saha, Shamsul Morshed

“…This research will aid in measuring the AFM1 content in raw milk and helping to address public health issues.…”
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Microbiological and Sensory Quality of Artisanal Sour Cream by Darija Bendelja Ljoljić, Melita Boroša, Ivica Kos, Luka Cvetnić, Ivan Vnučec, Nataša Hulak, Biljana Radeljević, Vesna Jaki Tkalec

“…Principal component analysis (PCA) with Varimax rotation simplified the data structure and identified key dimensions of quality variation. …”
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METHODICAL APPROACH TO THE DETERMINATION OF THE ANTIOXIDANT ACTIVITY OF THE ECHINACEA PURPUREA AND MONARDA FISTULOSA TINCTURES AS A QUALITY CRITERION OF THE DEVELOPMENT OF THEIR CO... by Oksana Yezerska, Nataliia Hudz, Lesya Kobylinska, Anna Filipska, Vira Turkina, Jan Brindza, Piotr Pawel Wieczorek

“…The following methods were used: analysis, synthesis, systematization, and comparison for processing of published scientific data on antioxidant activity; method for measuring the particle size of raw herbal materials; maceration and remaceration methods for obtaining the tested tinctures; DPPH test for the valuation of the antioxidant activity of the developed tinctures. …”
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Adsorption of Acetic Acid, Cadmium ions, Lead ions and Iodine Using Activated Carbon from Waste Wood and Rice Husks by TO Goodhead, KK Dagde

“…The study includes moisture content determination of the raw materials used in the activation and carbonization processes. …”
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Adsorption of Acetic Acid, Cadmium ions, Lead ions and Iodine Using Activated Carbon from Waste Wood and Rice Husks by TO Goodhead, KK Dagde

“…The study includes moisture content determination of the raw materials used in the activation and carbonization processes. …”
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Long Short-Term Memory-Based Fall Detection by Frequency-Modulated Continuous Wave Millimeter-Wave Radar Sensor for Seniors Living Alone by Yun Seop Yu, Seongjo Wie, Hojin Lee, Jeongwoo Lee, Nam Ho Kim

“…The attention mechanism further enhanced model performance by focusing on relevant input features. The Raw-LSTM model processed raw mmWave radar images through LSTM layers and dense layers for classification. …”
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Late Neanderthal subsistence and foraging mobility at Lapa do Picareiro: a zooarchaeological and taphonomic analysis of Level JJ by Milena Carvalho, Jonathan A. Haws, Jonathan A. Haws, Emily Lena Jones

“…In contrast, the lithic record shows a shift in raw material procurement before and after the climatic event, suggesting adaptive technological responses. …”
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Ranking economic and environmental performance of feedstocks used in bio-based production systems by Dania Muhieddine Orfali, Samir Meramo, Sumesh Sukumara

“…With the need to reduce greenhouse gas emissions and enhance circularity, new raw materials termed the next-generation feedstocks (NGFs), such as carbon dioxide, methane, methanol, formic acid, and acetic acid, have emerged as potential feedstocks for bio-based processes. …”
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