Advanced Engineering Informatics, Год журнала: 2025, Номер 66, С. 103494 - 103494
Опубликована: Май 26, 2025
Язык: Английский
Advanced Engineering Informatics, Год журнала: 2025, Номер 66, С. 103494 - 103494
Опубликована: Май 26, 2025
Язык: Английский
Sensors, Год журнала: 2025, Номер 25(4), С. 1271 - 1271
Опубликована: Фев. 19, 2025
In the process of diagnosing inter-turn short circuit fault joint permanent magnet synchronous motor an industrial robot, due to small and sparse sample data, it is easy misdiagnose, difficult quickly accurately evaluate degree, lock location, track causes. A multi-task causal knowledge diagnosis method for circuits motors based on meta-learning proposed. Firstly, variation parameters under motor’s thoroughly investigated, characteristic quantity selected. Comprehensive simulations are conducted using Simulink, Simplorer, Maxwell generate data different states; meanwhile, labeled. Secondly, introduced into learning network training, degree position between turns realized. Finally, Neo4j database causality constructed. Experiments show that this can diagnose cause with voltage unbalanced degrees. The accuracy 99.75 ± 0.25%, location 99.45 0.21%.
Язык: Английский
Процитировано
0Measuring Equipment and Metrology, Год журнала: 2025, Номер 86(1), С. 5 - 12
Опубликована: Янв. 1, 2025
This article examines the theoretical foundations of dual control algorithm in context machine learning, focusing on its application for intelligent agents multi-agent information-measuring systems. A proposed combines anomaly detection data with telemetry-based sensor calibration, opening new possibilities improving accuracy and reliability complex dynamic environments. The advantages are analyzed concerning adaptability, forecasting, integration, comparing it other learning algorithms. scheme software acquisition module is presented. model developed compared isolation forest model, highlighting applying building
Язык: Английский
Процитировано
0Journal of Manufacturing Systems, Год журнала: 2025, Номер 80, С. 662 - 672
Опубликована: Апрель 14, 2025
Язык: Английский
Процитировано
0International Journal of Production Research, Год журнала: 2025, Номер unknown, С. 1 - 22
Опубликована: Апрель 26, 2025
Язык: Английский
Процитировано
0Computers & Operations Research, Год журнала: 2025, Номер unknown, С. 107120 - 107120
Опубликована: Май 1, 2025
Язык: Английский
Процитировано
0Advanced Engineering Informatics, Год журнала: 2025, Номер 66, С. 103494 - 103494
Опубликована: Май 26, 2025
Язык: Английский
Процитировано
0