Outdoor location scheme with fingerprinting based on machine learning of mobile cellular network by Zhichao ZHOU, Yi FENG, Xiaohan XIA, Yuyao FENG, Chao CAI, Jiahui QIU, Lihui YANG, Yunxiao WU

“…The positioning scheme based on mobile cellular network technology is one of the important technical approaches to provide network optimization, emergency rescue, police patrol and location services.The traditional positioning scheme based on cell base station location information has low positioning accuracy and large positioning error, so it cannot meet the requirements of some positioning applications.The scheme based on fingerprint location can greatly improve the location accuracy, save computational cost and enhance the usability based on the coarse location scheme of the cell and become the hotspot of the research.Rasterization and non-rasterization of outdoor fingerprint location scheme based on machine learning were studied and analyzed to meet the business requirements of outdoor fingerprint location.By means of parameter weighting, data fitting and other methods, large-scale fingerprint data were cleaned to improve the effectiveness of data sources.Through the realization of sub-modules such as demarcating research area, rasterizing, constructing fingerprint database, training model, correcting model, non-rasterizing, rough positioning coupling, matching parameter and training parameter, the operation efficiency and positioning accuracy of the algorithm were analyzed and optimized, and the key indexes affecting the algorithm performance were determined.Then, the performance of two fingerprint-based localization schemewas analyzed based on the simulation results.Finally, the typical scenarios of the fingerprint location scheme based on machine learning in practical application were presented.…”
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AI-driven demand forecasting for enhanced energy management in renewable microgrids: A hybrid LSTM-CNN approach by Bashiru olalekan ariyo, mutalub adesina lambe, olalekan ogunbiyi, musa abdulwaheed, bilkisu jimada ojuolape, monsurat omolara balogun

“…Aim/Background: The increasing integration of renewable energy sources into microgrids underscores the need for accurate demand forecasting to ensure stable and efficient microgrid operation. …”
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Groundwater treatment by combining the electrokinetic process with permeable reactive barriers containing granular activated carbon by M. Rokneddin, N. Mokhtarani

“…Nitrate and sulfate in water sources cannot be easily separated due to their high solubility, so their separation methods are costly. …”
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Simulation and Numerical Analysis of Energy-and-Ecological Compatibility of Indoor Plant Lighting by S. A. Rakutko, E. N. Rakutko

“…(Research purpose) Development of a simulation and analysis technique of energy-and-ecological compatibility of indoor plant lighting. (Materials and methods) The authors experimentally verifi ed the proposed technique for the indoor plant lighting of tomato seedlings grown under laboratory conditions with controlled environmental parameters. …”
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大型可展开网状天线反枕效应研究进展 by 贺乃馨, 宋燕平, 李团结, 张大羽, 黄鹏飞, 李怡晨, 曾家琛

“…At first, a group of traction cables are added in the rib thickness direction of the single-layer mesh antenna to achieve the equivalent of the distributed load, but the tension provided by this method is limited. Therefore, on the basis of the double-layer mesh, the circumferential cables are arranged in pairs along the front and back sides of the radial ribs to further improve the applied tension. …”
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Risk-communication issues in radiation safety: еvaluation of public awareness in St. Petersburg and the Leningrad region on the activities of the nuclear industry and public unders... by G. V. Arkhangelskaya, S. A. Zelentsova, N. M. Vishnyakova, E. V. Khramtsov, K. V. Varfolomeeva, N. V. Sokolov, V. S. Repin

“…According to the results of the study, it can be concluded that the population of the studied region is poorly informed about the existing radiation situation and the nuclear industry projects. It requires an optimization of the choice of methods for risk communication.…”
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Coupling regulation of water and fertilizer in cold farmland of Harbin, Heilongjiang, China, based on resource-benefit-environment synergy by Yingshan Chen, Yaowen Xu, Aizheng Yang, Qiang Fu, Dong Liu, Mo Li

“…This study combines field experiments, process simulation, and optimization modeling to develop a sustainable method for regulating water and fertilizers in cold farmland. …”
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Effect of Different Papain Concentrations on Yield and Quality of Tuna Eye Oil by Wini Trilaksani, Tati Nurhayati, Joko Santoso, Bambang Riyanto, Silva Fauziah, Fahri Sinulingga

“… • Enhanced Extraction Methodology: Enzymatic extraction using papain at optimal concentrations significantly improves the yield and quality of tuna eye oil, achieving up to six times higher yield compared to other methods…”
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Epidemic Outbreak of Catheter-Associated Bloodstream Infections among Patients Receiving Renal Replacement Therapy by D. V. Kvashnina, O. V. Kovalishena, O. M. Sutyrina, I. V. Solov’yeva, I. V. Belova, A. G. Tochilina, I. Yu. Shirokova

“…Background:  Hemodialysis is the most common method of renal replacement therapy (RRT), however, its use is associated with risk of catheter-associated bloodstream infections (CABSI). …”
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Analysis of the Efficiency of Technologies for Extraction Carbon Dioxide from Combustion Products by V. A. Sednin, R. S. Ignatovich

“…Therefore, for practical use in the deep utilization of combustion products of mini-CHP plants operating on local fuels, to obtain carbon dioxide with a low content of impurities, it is necessary to apply the method of chemical absorption. The use of physical absorption technology in a fixed bed can be used to reduce energy source emissions or in cases where the degree of purity of carbon dioxide does not matter.…”
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Construction and Application of a Real-time Grid Interpolation Station Service Based on Platform Tianqing by He Lin, Zhang Yabin, Xiao Weiqing, Huo Qing, Ji Qing, Feng Jieqiong

“…Through calling the location based services interface built on high-resolution multi-source fusion grid real-time analysis products, 3 methods of data interpolation services are proposed, including interpolation service based on national-provincial collaborative method, MDOS (Meteorological Data Operational System) correction, and special topics database. …”
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Surgical treatment of hammertoe deformity (a literature review) by D. V. Prozorovskyi

“…Material and methods. Publications from Google search, electronic databases PubMed, Google Scholar, archives of specialized journals and other relevant sources of scientific and medical information were analyzed. …”
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Characterization of Red Dragon Fruit Wine Fermented with a Newly Identified Yeast Strain Saccharomyces cerevisiae M7 by Tran Thanh Quynh Anh, Nguyen Tien An, Do Thi Bich Thuy

“…The most potent candidate was identified by the DNA sequencing method and subjected to an optimization study using a one-factor-at-a-time approach to optimize the conditions for red dragon fruit wine fermentation. …”
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Weak peak identification of gamma spectrum based on singular value decomposition by CHEN Feng, ZHOU Jianbin, LIU Yi

“…Finally, the γ spectrum of the radioactive source 152Eu was used as the experimental object, the peak finding performance of proposed method was compared with that of first-order derivative peak finding, symmetric zero-area peak finding, and singular value decomposition peak finding.ResultsComparison result show that the bidirectional circular matrix SVD peaking method has higher recall rate, precision rate, and F1 value, achieving 100%, 87% and 0.94, respectively.ConclusionsThe approach of this study can optimize weak peak detection and offer additional options for peak finding methods.…”
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Control system of an electric heater using a thyristor switch by O.M. Yevseienko, A.I. Gapon

“…This paper analyzes the advantages and disadvantages of different control strategies for managing both low- and high-power heaters. A review of sources highlights the widespread use of electric heaters in many fields to ensure optimal temperature conditions – in heating systems, production and technological processes, as well as to enhance comfort and safety in both domestic and industrial settings. …”
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VIOS-Net: A Multi-Task Fusion System for Maritime Surveillance Through Visible and Infrared Imaging by Junquan Zhan, Jiawen Li, Langtao Wu, Jiahua Sun, Hui Yin

“…Automatic ship monitoring models leveraging image recognition have become integral to regulatory applications within maritime management, with multi-source image co-monitoring serving as the primary method for achieving comprehensive, round-the-clock surveillance. …”
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Translatological features of online publications on evaluating the BTL technologies effectiveness in the aspect of marketing communications by E. V. Pivanova

“…Linguistic methods of the study included definition method to clarify the content of basic concepts; comparative analysis method to compare the terminological systems of the Russian and English languages; linguistic analysis to determine the parameters of a scientific text; translatological analysis to identify ways to translate units of the source text, comparative analysis and a method of generalization and induction to highlight marketing aspects of evaluating the effectiveness of BTL technologies. …”
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Mannitol Production from Fructose by Using Resting Cells of Methylotrophic Yeasts by Nisa Yulianti Suprahman, Khairul Basyar, Herman Suryadi

“…Objectives: This research aimed to optimize bioconversion condition by using resting cells of methylotrophic yeasts with methanol and fructose as carbon source and substrate, respectively. …”
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Fourier–Bessel Series Expansion and Empirical Wavelet Transform-Based Technique for Discriminating Between PV Array and Line Faults to Enhance Resiliency of Protection in DC Microg... by Laxman Solankee, Avinash Rai, Mukesh Kirar

“…PV-based microgrids have numerous significant advantages over other distributed energy resources; however, creating a dependable protection scheme for the DC microgrid is difficult due to the closely resembling current and voltage profiles of PV array faults and line faults in the DC network. The conventional methods fail to clearly discriminate between them. …”
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Advancing lakes algal chlorophyll estimation in the contiguous USA: A comparative study of machine learning models and satellite data by Md Mamun, Xiao Yang

“…We assess the performance of four ML algorithms (random forest, extra tree regressor, bagging regressor, and xgboost model), discern the most influential spectral bands and indices, and compare these methods to established remote sensing techniques for CHL-a prediction. …”
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