A survey on deep learning based joint source-channel coding by Tianjie MU, Xiaohui CHEN, Yiyun WANG, Lupeng MA, Dong LIU, Jing ZHOU, Wenyi ZHANG

“…Classical information theory shows that separate source-channel coding is asymptotically optimal over a point-to-point channel.As modern communication systems are becoming more sensitive to delays and bandwidth,it becomes difficult to adopt the assumption that such separate designs have unlimited computing power for encoding and decoding.Compared to joint source-channel coding,separate coding has proven to be sub-optimal when the bandwidth is limited.However,conventional joint source-channel coding schemes require complicated design.In contrast,data-driven deep learning brings new designing ideas into the paradigm.A summary of relevant research results was provided,which will help to clarify the way in which deep learning methods solve the joint source-channel coding problem and to provide an overviewof new research directions.Source compression schemes and end-to-end communication system models were firstly introduced,both based on deep learning,then two kinds of joint coding designs under different types of source,and potential problems of joint source-channel coding based on deep learning and possible future research directions were introduced.…”
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Model studies on groundwater efficiency as a low-grade energy source by V. R. Voloshin, K. V. Belov

“…The feasibility of using groundwater aquifers as a low-grade heat energy source has been quantitatively assessed. The most optimal operational scheme has been selected.…”
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Callus cultures of Thymus vulgaris and Trifolium pratense as a source of geroprotectors by Lyubov S. Dyshlyuk, Anastasiya M. Fedorova, Anna I. Loseva, Natalya I. Eremeeva

“…For instance, Thymus vulgaris and Trifolium pratense are callus cultures with strong geroprotective properties. Study objects and methods. The present research featured T. vulgaris and T. pratense grown in vitro on various nutrient media. …”
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Technological Innovation as a Factor of Demand for Energy Sources in Automotive Industry by Tatiana Mitrova, Vyacheslav Kulagin, Dmitriy Grushevenko, Ekaterina Grushevenko

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Effects of external carbon sources on the quality and volatile components of kiwi wine by HUANG Xiaolan, HE Xufeng, XIONG Shuang, ZHANG Chunyi, ZHENG Rong

“…ObjectiveIn order to optimize the fermentation process of kiwi wine and improve its overall quality, the effects of different exogenous carbon on its quality and volatile components were compared.MethodsSelected sucrose, glucose, maltose, brown sugar, high fructose corn syrup, glutinous rice and rice sacchacation solution as exogenous carbon, and adjusted the initial sugar content of fermentation solution to 23%. …”
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Numerical Simulations and the Design of Magnetic Field-Enhanced Electron Impact Ion Source with Hollow Cylinder Structure by Guochen Qi, Di Tian, Guolun Gao, Guangda Liu, Chunling Qiu, Tao Long

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Application of the project method in foreign language teaching in the training of master’s degree students at a non-linguistic university (exemplified by «foreign language in the f... by Viktoria G. Grigorieva, Natalia Nazarova

“…Introduction of new areas of master’s programs in a non-linguistic university sets challenges for foreign language teachers to optimize the language training of the students. The article describes the experience of using a practical-oriented method in teaching the discipline «Foreign Language in the Professional Sphere» to Master’s Degree students of «Management of Museum and Exhibition Activities» at the Samara State Institute of Culture. …”
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Investigating the Electrochemical Characteristics of Lithium Vanadium Phosphate Cathode Synthesized by the Solution Combustion Method Utilizing Cetyltrimethylammonium Bromide as a... by Mohammad Tahernejad Javazm, Masoud Hasheminiasari, Seyed Morteza Masoudpanah

“…Introduction and Objectives: Optimization of vanadium phosphate compounds through the control of synthesis methods plays a key role in enhancing their performance. …”
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Simultaneous Quantification of Bioactive Triterpene Saponins Calenduloside E and Chikusetsusaponin IVa in Different Plant Parts of Ten Amaranthaceae Species by UPLC-ESI-MS/MS Metho... by Karolina Grabowska, Paweł Żmudzki, Agnieszka Galanty, Irma Podolak

“…A sensitive, specific, and rapid UPLC-MS/MS method was developed and validated for the simultaneous quantification of CE and ChIVa. …”
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Be aware of overfitting by hyperparameter optimization! by Igor V. Tetko, Ruud van Deursen, Guillaume Godin

“…In recent studies on solubility prediction the authors collected seven thermodynamic and kinetic solubility datasets from different data sources. They used state-of-the-art graph-based methods and compared models developed for each dataset using different data cleaning protocols and hyperparameter optimization. …”
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Improved grey wolf optimizer for optimal reactive power dispatch with integration of wind and solar energy by F. Laouafi

“…It is a nonlinear multivariable problem of optimization, with multiconstraints. The purpose is to minimize real power losses and improve the voltage profile of a given electric system by adjusting control variables, such as generator voltages, tap ratios of a transformer, switching VAr sources, without violating technical constraints that are presented as equalities and inequalities. …”
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An interpretable framework for risk management in TBM excavation using expert elicitation integrated with fuzzy set theory by Kibeom Kwon, Minkyu Kang, Young Jin Shin, Byoungcheol Ahn, Hangseok Choi

“…This study proposes an interpretable risk management method that effectively addresses these uncertainties and concurrent sources. …”
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New anchovy burgers: a sustainable and nutritious alternative to red meat in fast food by Giovanni Luca Russo, Antonio L. Langellotti, Rossella Di Monaco, Gabriele Buonocunto, Francesca Colonna, Nunzio Velleca, Anna Ilaria Di Paola, Lucia Avella, Silvana Cavella, Paolo Masi

“…Abstract This study presents an innovative anchovy burger formulation optimized using response surface methodology and Ideal Profile method. …”
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Optimized Construction of Highly Efficient P-Bi₂MoO₆/g-C₃N₄ Photocatalytic Bactericide: Based on Source Material and Synthesis Process by Leilei Xue, Jie Zhang, Mengmeng Sun, Hui Zhang, Ke Wang, Debao Wang, Ruiyong Zhang

“…In this study, Bi₂MoO₆ nanoflowers with different molybdenum sources were in situ grown on the surface of g-C₃N₄ nanosheets (OCN) by a simple one-step solvothermal method. …”
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AC Optimal Power Flow Problem Considering Wind Energy by an Improved Particle Swarm Optimization by Mohammad Reza Ansari, Hossein Ramzaninezhad

“…This paper presents an AC Optimal Power ï¬ow (AC-OPF) problem of a power system, considering wind energy. …”
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Computational Fluid Dynamics–Discrete Element Method Numerical Simulation of Hydrothermal Liquefaction of Sewage Sludge in a Tube Reactor as a Linear Fresnel Solar Collector by Artur Wodołażski

“…The reactor’s receiver, a copper absorber tube, has a total length of 20 m and is designed in a coiled configuration from the base to enhance heat absorption efficiency. To optimize the thermal performance of biomass conversion in the HTL process, a Computational Fluid Dynamics–Discrete Element Method (CFD-DEM) coupling numerical method approach was employed to investigate improved thermal performance by obtaining a heat source solely through solar energy. …”
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Multipotent Mesenchymal Stromal Stem Cell Expansion by Plating Whole Bone Marrow at a Low Cellular Density: A More Advantageous Method for Clinical Use by Katia Mareschi, Deborah Rustichelli, Roberto Calabrese, Monica Gunetti, Fiorella Sanavio, Sara Castiglia, Alessandra Risso, Ivana Ferrero, Corrado Tarella, Franca Fagioli

“…Mesenchymal stem cells (MSCs) are a promising source for cell therapy due to their pluripotency and immunomodulant proprieties. …”
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Patient-focused drug development and real-world study by Haiyin Hu, Hui Wang, Lin Ang, Menglong Shi, Xiaolei Wu, Chenyao Zhang, Mei Han, Shigang Liu, Kai Li, Junhua Zhang, Zhaochen Ji

“…The aim of this review was to promote research method innovation and optimize clinical research design and implementation. …”
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Optimal design of laminated composite and nanocomposite structures using evolutionary optimization techniques: a survey by Ranganai T. Moyo, Pavel Y. Tabakov

“…A strict selection method was employed to come up with this review paper, and only reputable literary sources were used. …”
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Gibbs-BERTopic: A Hybrid Approach for Short Text Topic Modeling by Yan Zhu, Yueying Liu

“…As a rich source of direct user needs, online reviews can be effectively analyzed through topic modeling to uncover user preferences and requirements. …”
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