Conceptual Approach to Permanent Magnet Synchronous Motor Turn-to-Turn Short Circuit and Uniform Demagnetization Fault Diagnosis by Yinquan Yu, Chun Yuan, Dequan Zeng, Giuseppe Carbone, Yiming Hu, Jinwen Yang

“…Permanent magnet synchronous motors (PMSMs) play a crucial role in industrial production, and in response to the problem of PMSM turn-to-turn short-circuit and demagnetization faults affecting production safety, this paper proposes a PMSM turn-to-turn short-circuit and demagnetization fault diagnostic method based on a convolutional neural network and bidirectional long and short-term memory neural network (CNN-BiLSTM). …”
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A multiobjective continuation method to compute the regularization path of deep neural networks by Augustina Chidinma Amakor, Konstantin Sonntag, Sebastian Peitz

“…Sparsity is a highly desired feature in deep neural networks (DNNs) since it ensures numerical efficiency, improves the interpretability (due to the smaller number of relevant features), and robustness. …”
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A Lightweight Load Identification Model Update Method Based on Channel Attention by Yong Gao, Junwei Zhang, Mian Wang, Zhukui Tan, Minhang Liang

“…In this study, a load identification method based on the channel attention mechanism is proposed for the lightweight model update problem in the electrical load identification task. …”
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Cost-aware cloud workflow scheduling using DRL and simulated annealing by Yan Gu, Feng Cheng, Lijie Yang, Junhui Xu, Xiaomin Chen, Long Cheng

“…Cloud workloads are highly dynamic and complex, making task scheduling in cloud computing a challenging problem. While several scheduling algorithms have been proposed in recent years, they are mainly designed to handle batch tasks and not well-suited for real-time workloads. …”
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Human Similar Activity Recognition Using Millimeter-Wave Radar Based on CNN-BiLSTM and Class Activation Mapping by Xiaochuan Wu, Zengyi Ling, Xin Zhang, Zhanchao Ma, Weibo Deng

“…The high-dimensional features are extracted by CNN, and then the corresponding feature vectors are fed into the BiLSTM to obtain the recognition results. …”
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DSCW-YOLO: Vehicle Detection from Low-Altitude UAV Perspective via Coordinate Awareness and Collaborative Module Optimization by Qingqi Zhang, Hao Wang, Xinbo Wang, Jiapeng Shang, Xiaoli Wang, Jie Li, Yan Wang

“…This paper proposes an optimized algorithm based on YOLOv11s to address the problem of insufficient detection accuracy of vehicle targets from a drone perspective due to certain scenes involving complex backgrounds, dense vehicle targets, and/or large variations in vehicle target scales due to oblique imaging. …”
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Active Power Oscillation Property Classification of Electric Power Systems Based on SVM by Ju Liu, Wei Yao, Jinyu Wen, Haibo He, Xueyang Zheng

“…Nowadays, low frequency oscillation has become a major problem threatening the security of large-scale interconnected power systems. …”
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Automated Planning for Urban Traffic Control with LLM-Generated Configurations by Francesco Percassi, Mauro Vallati

“… Automated planning approaches have proven effective in performing traffic signal optimisation, and their deployability has been demonstrated by their ability to incorporate constraints and features of the real-world infrastructure on which they will operate. …”
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Summary Authoritarialism as Political Regime: Analysis of Historical and Empirical Studies by O. D. Grossman

“…This article is devoted to the problems of existence of authoritarian regimes. The ambiguity of the resulting data determines the importance of the considered research. …”
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CLASSIFICATION OF SPECIALTIES AND QUALIFICATIONS IN REPUBLIC OF BELARUS: TENDENCIES AND PROSPECTS by O. A. Oleks

“…In the present publication short data on the system of specialties and qualifications functioning in Republic of Belarus, her features, scope of application are given. The purpose and problems of the revision of the National classifier of the Republic of Belarus «Specialties and qualifications», its orientation to reduce the gap between the content of education and content of activity of graduates of establishments of education are described. …”
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A Hybrid Vision-Map Method for Urban Road Detection by Carlos Fernández, David Fernández-Llorca, Miguel A. Sotelo

“…A hybrid vision-map system is presented to solve the road detection problem in urban scenarios. The standardized use of machine learning techniques in classification problems has been merged with digital navigation map information to increase system robustness. …”
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ANALYSIS OF THE DYNAMICS OF EMPLOYMENT AND ECONOMIC ACTIVITY OF THE RURAL POPULATION: A CASE STUDY OF UKRAINE by Tetiana SHMATKOVSKA, Valentyn TALAKH, Tetiana TALAKH, Lidiіa AVRAMCHUK, Oksana AGRES, Iryna SADOVSKA, Andriy KOLODIY, Iryna KOLODII

“…The article is devoted to the study of the problems of the formation of the economic activity of the rural population of Ukraine in the conditions of systemic market transformations. …”
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Goal-setting and digital competencies as key elements of company development management system based on information and communication technologies by A. V. Veretyokhin

“…The article is devoted to justifying the relevance of managerial goal-setting and the need to form digital competencies of employees, as well as their features and provision in the management system of company development based on information and communication technologies. …”
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Finance: The concept and legal regulation by V.F. Popondopulo

“…The aim of this research was to explore the basic features of legal regulation of finance as a type of financial assets. …”
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Réflexions sur la typologie des tombes à inhumation : restitution des dispositifs et interprétations chrono-culturelles by Frédérique Blaizot

“…Methods of analysis in physical anthropology fieldwork constitute fundamental tools for reconstituting funerary architecture (grave pit features, modes of construction, body positioning and possible coffin arrangements). …”
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Dynamic Knowledge Network Modeling Orient to Intelligent Search by Jian Liu, Hongbo Xu, Yantao Jia, Xueqi Cheng

“…Finally, the main problems and challenges in the future were explained.…”
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Daily life travel in the cult of tourism by Lamm Maria Andreevna

“…The author characterizes main narrative features of the story, and makes a conclusion about the genre allusion to the utopias of the 18th century, but the external similarity is more aesthetic than philosophical – the problems raised by the author are much more modern. …”
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On the concept of university competitiveness management by E. V. Pirogova

“…The article is devoted to identifying the features and clarifying the content of this concept. …”
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Noise as music by A. RAKOWSKI

“…It cannot be denied that music and noise have some common features. Since sounds of nature and sounds of acoustic environment are sometimes perceived in an aesthetic mode like music, the fundamental questions arise: What is music? …”
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Comunidade aprendente: a escola como locus de formação e desenvolvimento do professor by Ana Maria Vellenich, Adriano Marcius Ferreira, Nilsen Aparecida Vieira Marcondes, Maria Aparecida Campos Diniz de Castro

“…However, in Brazil, for many years, school education has been facing different problems directly affects its quality. In this direction, this critical review of the literature proposes a ref lection on the educational institution as a system of relations, with obvious interactive features. …”
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