Unsupervised Classification and Remaining Useful Life Prediction for Turbofan Engines Using Autoencoders and Gaussian Mixture Models: A Comprehensive Framework for Predictive Maint... by Tomasz Lodygowski, Slawomir Szrama

“…The methodology addresses critical gaps in predictive maintenance by overcoming the reliance on labeled data, commonly a bottleneck in industrial applications, and effectively capturing subtle, high-dimensional degradation patterns to enable both robust unsupervised health state classification and accurate RUL estimation. …”
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Gaussian Process Regression-Based Fixed-Time Trajectory Tracking Control for Uncertain Euler–Lagrange Systems by Tong Li, Tianqi Chen, Liang Sun

“…Gaussian process regression is employed to establish an offline data-driven model, which is utilized for compensating parametric uncertainties and external disturbances. …”
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A review of deep learning-based few sample fault diagnosis method for rotating machinery by Ke WU, Jun WU, Qiming SHU, Weiming SHEN, Wenbin SONG

“…However, in practical engineering applications, acquiring sufficient training data is particularly difficult, resulting in poor generalization capability and low diagnostic accuracy. …”
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Attack Reconstruction and Attack-Resilient Consensus Control for Fuzzy Markovian Jump Multi-Agent Systems by Yunji Li, Yajun Wu, Yi Gao, Meng Wei, Ziyan Hua, Junjie Chen

“…However, the performance of MASs can be easily compromised by malicious false data injection attacks (FDIAs) due to the inherent vulnerability of the cyber layer. …”
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Effect of condenser spray cooling on the performance of refrigerant pump heat pipe composite air conditioners by HUANG Xiang, WANG Xin, CHU Junjie, SU Lin, YAN Libo, YANG Liu, HU Jian

“…To reduce the energy consumption of the refrigeration system of the data center and solve the problem of high power consumption of refrigerant pump heat pipe composite air conditioner in summer, the energy efficiency of the unit was improved by installing a spray cooling device on the outside of the condenser, and the performance research and applicability analysis were carried out under different working conditions and in various cities. …”
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Towards Safer Cities: AI-Powered Infrastructure Fault Detection Based on YOLOv11 by Raiyen Z. Rakin, Mahmudur Rahman, Kanij F. Borsa, Fahmid Al Farid, Shakila Rahman, Jia Uddin, Hezerul Abdul Karim

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Fastosh: a software for the treatment of XAFS datasets of environmental relevance or acquired in operando conditions by Gautier Landrot, Emiliano Fonda

“…Fastosh is a freeware dedicated to the treatment of X-ray absorption fine-structure (XAFS) spectroscopy data. The program features functions that are particularly suitable for geochemical and environmental applications and treatment of XAFS datasets acquired in operando conditions. …”
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Event-Type Identification in Power Grids Using a Spectral Correlation Function-Aided Convolutional Neural Network by Ozgur Alaca, Ali Riza Ekti, Jhi-Young Joo, Nils Stenvig

“…The proposed method employs a six-stage cascaded structure consisting of: (1) data collection, (2) clipping, (3) augmentation, (4) feature extraction (FE), (5) training, and (6) testing. …”
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Improved Correction of Extreme Precipitation Through Explicit and Continuous Nonstationarity Treatment and the Metastatistical Approach by Cuauhtémoc Tonatiuh Vidrio‐Sahagún, Jianxun He, Alain Pietroniro

“…NS‐QM and CNS‐QM reflect nonstationarity more realistically but may encounter challenges due to data limitations like estimation errors and uncertainty, particularly for the most extreme events. …”
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Coupling and Coordination Relationship Between Carbon Emissions from Land Use and High-Quality Economic Development in Inner Mongolia, China by Min Gao, Zhifeng Shao, Lei Zhang, Zhi Qiao, Yongkui Yang, Lin Zhao

“…The aim is to provide empirical support and policy inspiration for archiving the “dual carbon” goal and HQED strategy in border areas. Panel data from 12 cities in Inner Mongolia from 2000 to 2020 were selected. …”
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Optimized Machine Learning-Augmented Hybrid Empirical Models for AlGaN/GaN HEMTs: A Comprehensive Analysis by Ahmad Khusro, Saddam Husain, Mohammad Hashmi

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Application of Surface Complexation Modeling to Investigate the Mechanism of Cu²⁺ Adsorption on TiO₂, Al₂O₃, and SiO₂ Under H... by Wojciech Piasecki, Karolina Lament

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TRIZ AS A TOOL THAT INCORPORATES ART FOR THE EVOLUTION OF INNOVATIVE PROJECTS by ELENA COJOCARI, STANISLAV CȘEMINSCHI

“…The research focused on identifying the successful traits of TRIZ in the new product development cycle. Extensive data collection enabled a comparative study on TRIZ application over time, highlighting its recent use and effectiveness. …”
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Software and Resources of Modern Programming Languages for Bioinformatics and Computational Vaccinology Research of the New Coronavirus Infection by M. V. Sprindzuk, A. S. Vladyko, L. P. Titov, A. P. Konchits

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Application of Traditional Chinese Medicine ointment rubbing technique in a patient undergoing hip replacement for necrosis of the femoral head (中药膏摩技术在1例股骨头坏死行髋关节置换术患者中的应用)... by YANG Ruxin (杨如心), WU Benmeng (吴本蒙), KONG Hua (孔华), XING Liang (邢亮)

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Survey on key technologies for protective DNS service by MA Yongzheng, LI Hongtao, MA Zhongsheng, HU Weihong, ZHANG Zhongxian

“…It serves as the entry point for users to access Internet applications and is also the key point for client-side security threat perception and mitigation. …”
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Method for coal mine safety risk management based on knowledge graph by DUAN Ruiwei

“…Dynamic hazard extraction: Multimodal data collected from different data sources were associated in real time with risk point instances in the knowledge graph, and the status of risk points was updated according to preset algorithms and rules. …”
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A computational approach and software package RNAexploreR for grouping RNA molecules of human genes by exon features by M. M. Yatskou, V. V. Skakun, V. V. Grinev

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Reading Assessment Tool “LexiMetr” for Russian-Speaking Primary School Students by Nina S. Zdorova, Vladislava N. Staroverova, Anastasiya A. Lopukhina, Diana B. Dzhonboboeva, Evgenia A. Pareshina, Ekaterina R. Shestakova, Varvara A. Gmyrina, Elizaveta P. Dmitrova, Olga V. Dragoy

“…The test is created in a user-oriented digital application for tablets. Analysis of reading data from 281 children revealed that texts differed in their difficulty despite their comparable linguistic complexity. …”
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Integrating generative adversarial networks with IoT for adaptive AI-powered personalized elderly care in smart homes by Fawad Naseer, Abdullah Addas, Abdullah Addas, Muhammad Tahir, Muhammad Nasir Khan, Noreen Sattar

“…The reason for the application of GANs is to generate synthetic health data, which in turn addresses the scarcity of data, especially of some rare but critical conditions, and helps enhance the predictive accuracy of the system. …”
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