Lightweight Multi-Task Learning Method for System Log Anomaly Detection by Tuan-Anh Pham, Jong-Hoon Lee

“…In terms of efficiency, our proposed model is 50 times smaller while the F1-Scores are maintained compared to the original model. In terms of effectiveness, the proposed model outperforms baseline methods and achieves performance comparable to supervised learning models.…”
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Interactive map «Patient Enquiry» as a teaching method for medical students by I. A. Koroleva, N. V. Efremova, N. I. Slashcheva, L. A. Fedotova

“…The problem of the research is to substantiate the interactive map “Patient Enquiry” as a method of teaching medical students.The purpose of the research is to create interactive infographics aimed at systematizing and consolidating the knowledge of medical students in the «Patient Enquiry» section.The research methods. …”
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A Chebyshev–Halley Method with Gradient Regularization and an Improved Convergence Rate by Jianyu Xiao, Haibin Zhang, Huan Gao

“…In this paper, we propose a Chebyshev–Halley method with gradient regularization, which retains the convergence advantages of high-order methods while effectively addressing computational challenges in polynomial model solving. …”
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Binary program taint analysis optimization method based on function summary by Pan YANG, Fei KANG, Hui SHU, Yuyao HUANG, Xiaoshao LYU

“…Taint analysis is a popular software analysis method, which has been widely used in the field of information security.Most of the existing binary program dynamic taint analysis frameworks use instruction-level instrumentation analysis methods, which usually generate huge performance overhead and reduce the program execution efficiency by several times or even dozens of times.This limits taint analysis technology’s wide usage in complex malicious samples and commercial software analysis.An optimization method of taint analysis based on function summary was proposed, to improve the efficiency of taint analysis, reduce the performance loss caused by instruction-level instrumentation analysis, and make taint analysis to be more widely used in software analysis.The taint analysis method based on function summary used function taint propagation rules instead of instruction taint propagation rules to reduce the number of data stream propagation analysis and effectively improve the efficiency of taint analysis.For function summary, the definition of function summary was proposed.And the summary generation algorithms of different function structures were studied.Inside the function, a path-sensitive analysis method was designed for acyclic structures.For cyclic structures, a finite iteration method was designed.Moreover, the two analysis methods were combined to solve the function summary generation of mixed structure functions.Based on this research, a general taint analysis framework called FSTaint was designed and implemented, consisting of a function summary generation module, a data flow recording module, and a taint analysis module.The efficiency of FSTaint was evaluated in the analysis of real APT malicious samples, where the taint analysis efficiency of FSTaint was found to be 7.75 times that of libdft, and the analysis efficiency was higher.In terms of accuracy, FSTaint has more accurate and complete propagation rules than libdft.…”
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Material and method selection for increasing the wear resistance of construction machines components by A. P. Scherbakov

“…The article examines the problem of choosing a material and method for increasing the wear resistance of construction machines elements. …”
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An arbitrary segmentation method for loss allocation in power grids with distributed generation by Wenqiang Tao, Hongkun Chen, Lei Chen, Shengbin Chen

“…The proposed framework is validated on two distinct network structures, the IEEE 14-bus transmission system and an NC-10 kV distribution network, demonstrating its effectiveness and applicability. Numerical results indicate that this method can be successfully applied to any type of power grid with distributed generation integration.…”
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New Heuristics Method for Malicious URLs Detection Using Machine Learning by Maher Kassem Hasan

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INFLUENCE OF THE METERING METHOD ON THE CHARACTERISTICS OF A DIESEL DISTRIBUTOR FUEL PUMP by К. M. Godzhaev

“…The results of a study of the effect of a new metering method on the characteristics of a distributor fuel pump are presented. …”
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Enhanced Calibration Method for Robotic Flexible 3D Scanning System by Zhilong Zhou, Jinyong Shangguan, Xuemei Sun, Yunlong Liu, Xu Zhang, Dengbo Zhang, Haoran Liu

“…Finally, calibration and validation experiments were carried out, and the results indicate that the maximum and average measurement errors were reduced from 1.053 mm and 0.814 mm to 0.421 mm and 0.373 mm, respectively, thereby confirming the effectiveness of the proposed method.…”
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Transmission Lines Insulator State Detection Method Based on Deep Learning by Xu Tan, Shiying Hou, Fan Yang, Zhimin Li

“…Analysis results demonstrate that the proposed method can effectively realize insulator status detection.…”
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Method for Obtaining High-Energy Feed Protein and Fat from Insects by Tatyana Maltseva, Viktor Pakhomov, Dmitry Rudoy, Anastasiya Olshevskaya, Arkady Babajanyan

“…The aim of this study was to substantiate the technological parameters of the process of obtaining fat from the <i>Hermetia illucens</i> larvae by a mechanical method on a screw press. A laboratory screw press was used for this research. …”
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Inversion method for tire impact load characteristics based on Green's function by Guijie SHI, Qiang LI, Deyu WANG

“…The load distribution characteristics for three typical wheel load distribution forms—convex, saddle, and concave—are inverted by equivalently dividing the force application area and applying unit impulse loads.ResultsThe proposed method effectively identifies the time history and distribution characteristics of tire impact loads, with a relative error of less than 5%. …”
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Using Different Angles of Rotating Blades Using the Finite Element Method by Hassan Ali Hassan, Ahmad Soheili Mehdizadeh

“…Effects of blade angle change and design method on stress distribution, maximum displacement, maximum energy absorbed in the blade, reliability and under 400 N checked out. …”
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Methodological challenges in the analysis of agrifood systems: a mixed-method approach  by Mario Fernández-Zarza, Carmen Lozano-Cabedo, Santiago Amaya-Corchuelo, Encarnación Aguilar Criado

“…Results: Results allow us to verify that the employment of mixed methods is an excellent means for leveraging resources effectively and efficiently. …”
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IMPACT OF THE ANESTHETIC METHOD ON LIPID PEROXIDATION ACTIVITY DURING CAROTID ENDARTERECTOMY by M. I. Neymark, V. V. Shmelev, A. A. Shaydurov, B. A. Shadymov

“…The objective of the study: to assess the effect of two types of general anesthesia on lipid peroxidation and to establish a correlation between the degree of its activation and the number of post-operative neurological disorders.Subjects and methods. 130 patients (84 men and 46 women) at the age from 48 to 68 years were examined, they all were admitted to hospital for carotid endarterectomy due to atherosclerosis of internal carotid artery. …”
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Research on Current Compensation Method for Wavelength Jumping in MG-Y Laser by WANG Di, ZHUANG Wei, ZHANG Xu, WANG Le, LIU Wanquan

“…This method involves precise adjustment of the three-channel currents at the channel switching point to effectively compensate for wavelength errors and resolve the wavelength hopping issue.…”
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Risk Assessment Method of Railway Engineering Technology Innovation in Complex Areas by Yuefeng Shi, Shiyu Tian, Yongjun Chen, Chaoxun Cai, Honghao Guan, Xiaojian Li

“…The “combination weighting-cloud model” framework adopted in this study effectively overcomes the problem of insufficient representation of traditional single weighting method by integrating subjective and objective weight optimization and dynamic risk coupling analysis and significantly improves the multidimensional adaptability and dynamic evaluation accuracy.…”
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Skip-based combined prediction method for distributed photovoltaic power generation by WU Minglang, PANG Zhenjiang, HONG Haimin, ZHAN Zhaowu, JIN Fei, TANG Yuanyang, YE Xuan

“…The feature extraction method based on multi-meteorological factors and the photovoltaic power generation prediction model based on residual connections for multi-model fusion effectively improve the accuracy and stability of distributed PV power generation forecasting.…”
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A New Evaluation Method for Slope Stability Based on TOPSIS and MCS by Wenqiang Chen, Yufei Zhao, Lipeng Liu, Xiaogang Wang

“…Traditional evaluation methods of slope stability ignore the effect of this index uncertainty. …”
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Damage Detection Method for Road Ancillary Facilities Integrating Attention Mechanism by Shuang Yang, Huiqin Wang, Ke Wang, Nan Guo

“…However, existing detection methods often suffer from low accuracy, high computational complexity, and large model sizes when dealing with complex backgrounds, small targets, and long-distance conditions. …”
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