Comprehensive review of federated learning challenges: a data preparation viewpoint by Nawraz Saeed, Mohamed Ashour, Maggie Mashaly

“…In federated learning (FL), the learning process is collaborative and conducted across decentralized and locally private data nodes. …”
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Intensification of the process of extraction of sucrose from sugar beet of different technological advantage by Kulneva Nadezhda, Korobova Lyudmila, Matytsina Irina, Matvienko Natalia, Chernyaeva Svetlana

“…Unfavorable climatic conditions have a negative impact on the storage and processing of sugar beets. Low quality of the raw material during storage causes intensive development of microbiological processes, which leads to high losses of sucrose. …”
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Anomaly Detection in Nuclear Power Production Based on Neural Normal Stochastic Process by Linyu Liu, Shiqiao Liu, Shuan He, Kui Xu, Yang Lan, Huajian Fang

“…This approach avoids additional “processing” of the raw data. Moreover, the continuity of these representations allows the decoder to specify supervisory signals at time points where data is missing or at future time points, thereby training the model to learn latent anomaly patterns in incomplete nuclear power monitoring data. …”
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Inward Processing Regime Promotion System in Vegetable Oil Industry: A Case Study of Turkey by Sinan Duru, Dilşat Bozdoğan Konuşkan, Oğuz Parlakay

“…The data was obtained from 26 vegetable oil producer and exporter enterprises by using survey method. …”
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Management of the Interrelationship between Surface Water Quality and Drinking Water Production Process by Mohamed Hamed

“…The rapid growth of the population in Egypt has made an impact on the portable water demand, which requires exploration of raw water sources, developing treatment and distribution systems. …”
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Exploring relative instances of exposure in equilibrium of migration processes based on population characteristics by László Pitlik, Péter Kollár, Zsolt Fülöp, Imre Madarász

“…The outlined methodology can be seen as a sort of automated SWOT analysis where each conclusion will be derived from the raw statistics in a direct way – without the risk of human subjectivity intervening in the process. …”
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Integration of data sets for modelling gender violence and perception of insecurityZenodo by Sandra Lucía Hernández Zetina, Ana Belén Anquela Julián, Ángel Esteban Martín Furones, Carlos Martinez Montes, Santos Fernández Noguerol

“…The collection includes quantitative and qualitative variables obtained and processed from open data, georeferenced publications from a social media platform, and points located through participatory mapping sessions.The data is structured in raw format, organized by country and city, and categorized according to the data source used while processing, which allows unrestricted access with most data analysis software and it does not depend on specific licenses. …”
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Developing of Tomato Distribution Process Monitoring System Using Internet of Things (IoT) by Ida Bagus Suryaningrat, Adam Hegi Darmawan, Winda Amilia, Bertung Suryadharma

“…Product quality assurance, could be supported from raw materials, processes to distribution. This condition requires a tool that is able to control or monitor agricultural products by utilizing technology, namely the Internet of Things (IoT) using temperature, humidity, vibration, carbon dioxide (CO2) sensors and GPS that is able to show the location when the distribution process takes place in real time. …”
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Electronic medical records as a source of real-world clinical data by A. V. Gusev, B. V. Zingerman, D. S. Tyufilin, V. V. Zinchenko

“…The basis of the proposed methodology is the centralized collection of information from EMR in the so-called data lakes, where as much as possible of raw data on the patient is accumulated and subsequent extraction of data from unstructured records through natural language processing (NLP) models. …”
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An SDR-Based GNSS-R CubeSat Payload: Hardware Development and Optimization of the Onboard Processing by Shah Zahid Khan, Yasir M. O. Abbas, Edwar Edwar, Abdul-Halim Jallad, Adriano Camps

“…This way the payload selectively processes the raw data, significantly reducing the computational load. …”
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SuperTac - tactile data super-resolution via dimensionality reduction by Neel Patel, Rwik Rana, Deepesh Kumar, Nitish V. Thakor

“…Experimental results demonstrate that texture classification accuracy improves by 17% when using super-resolved tactile data compared to raw sensor data. This significant enhancement in classification accuracy highlights the potential of SuperTac for applications in robotic manipulation, object recognition, and haptic exploration. …”
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Dataset of 37-subject EEG recordings using a low-cost mobile EEG headset during a semantic relatedness judgment taskOpen Science Framework by Hannah Begue Hayes, Cyrille Louis Magne

“…This data article presents electroencephalography (EEG) data and behavioral responses from a study examining the efficacy of a consumer-grade EEG headset (InteraXon Muse 2) in measuring the N400 component, a neural marker of semantic processing. …”
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Dataset Gambar Wajah untuk Analisis Personal Identification by Syefrida Yulina, Hoky Nawa

“…Currently the face dataset for personal identification at the Caltex Riau Polytechnic in particular is still in the form of raw data, namely in the form of a collection of images that have not been pre-processed. …”
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The Effect of Using Processed Potato Waste with Rumen Contents in the Diet of Fattening Lambs by Saeed Narimani Karajeh, Jamal Seifdavati, Hossein Abdi Benemar, Reza SeyedSharifi, Hamed Samadi Khadem

“…Potato waste is a suitable raw material that can be used as a valuable protein by-product during the simple fermentation process by using rumen liquid obtained from slaughterhouse waste and adding various non-protein nitrogen (NPN) sources. …”
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Optimization of food compositions according to the ideal protein profile by S. V. Zverev, V. I. Karpov, M. A. Nikitina

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Enhancement Processing of High-Resolution Spaceborne SAR Wake Based on Equivalent Multi-Channel Technology by Lei Yu, Yuting Liu, Xiaofei Xi, Pengbo Wang

“…Through a combination of principle analysis, enhancement processing, and both subjective and objective evaluations, we conducted experiments using real data from the AS01 SAR satellite and compared our method with traditional wake enhancement techniques. …”
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ANALISIS KEUNTUNGAN USAHA PENGOLAHAN MINYAK NILAM DI NAGARI RABI JONGGOR KECAMATAN GUNUNG TULEH KABUPATEN PASAMAN BARAT SUMATERA BARAT by Fibrasia Fibrasia, Sriyoto Sriyoto, Nyayu Neti Arianti

“…The results showed that the average processing profit of patchouli oil were Rp. 439,815.00 for each refinery and the factors affected negatively to the processing profit of patchouli oil were all input price variables like the price of raw materials, kerosene, firewood, and labor. …”
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Preparation of Noodles with High Mung Bean Content and Selection of Suitable Mung Bean Cultivars for Processing by LI Ruo-ning, LIU Xing-hao, LI Chun-hong, HOU Dian-zhi, ZHOU Su-mei

“…Then, we screened suitable mung bean raw material varieties for processing based on principal component analysis (PCA). …”
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Evaluating Vegetable Oil Epoxidation Efficiency on Properties of Eucalyptus Wood: Thermal and Thermo-chemical Processing by Seyed Javad Hejazi, Raoufeh Abedini, Maryam Ghorbani, Foroogh Dastoorian

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Investigating Data Risk Considerations in Emergent Cyber Physical Production Systems by Gerard Ward, Lech Janczewski

“…The resulting models put forward in this research are informed by a transdisciplinary panel of experts drawn from disciplines including information and operational technology to bring greater specificity to the definition of business-critical data in supporting IIoT. Based on these expert views, a conceptual hierarchical automation architecture that may characterize many future state production processes is presented.…”
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