A review: Condition based techniques and predictive maintenance for motor

AA Manjare, BG Patil - 2021 International Conference on …, 2021 - ieeexplore.ieee.org
In today's world, without an electric motor, it will be hard for us to survive. If you take an
industry, every individual machine has an electric motor. A very significant portion of …

Remote monitoring and diagnostics of pitch-bearing defects in an MW-scale wind turbine using pitch symmetrical-component analysis

L He, L Hao, W Qiao - IEEE Transactions on Industry …, 2021 - ieeexplore.ieee.org
Recently, multiple wind turbine failure databases have reviewed that the pitch system is one
of the subassemblies with the highest failure rates and largest contributors to the overall …

Multi-signal fusion diagnosis of gearbox based on minimum Bayesian risk reclassification and adaptive weighting

L Tao, L Sun, Y Wu, C Lu, J Ma, Y Cheng, M Suo - Measurement, 2022 - Elsevier
Gearbox mainly including gears and bearings plays a significant role in adjusting the speed
and torque in the rotating machinery, whose failure will seriously affect the production safety …

[PDF][PDF] A deep learning framework for health anomaly detection of multi-component systems in evolving environments: a case study in PHM

S Siahpour, A Ainapure, X Li, J Lee - 30th European Safety and …, 2020 - researchgate.net
Deep learning has been emerging as a highly effective method for data-driven prognostic
and health management (PHM) studies in the past years. Many machinery condition …

Machine Learning for Multi-Fault Classification in Park's Vector Trajectories of PMSMs

A Zsuga, A Dineva - 2024 IEEE 22nd Mediterranean …, 2024 - ieeexplore.ieee.org
Space Vector Theory, also known as Park's Vector Method, is a frequently utilized technique
for analyzing, modeling, and controlling electrical machines and drives. In motor diagnostics …

Diagnostics of stator winding failures in wind turbine pitch motors using Vold-Kalman filter

ST Kandukuri, KG Robbersmyr - IECON 2019-45th Annual …, 2019 - ieeexplore.ieee.org
Pitch systems are among the most failure-prone components in wind turbines. Winding
failures in pitch motors are common due to high start-up loads and poor ventilation. This …

Fault Diagnosis of Gearbox Based Pitch Drives in Wind Turbines: Fault Detection by Support Vector Machine Using Motor Current Signal Analysis

J Vollstad, VS Åsvestad - 2020 - uia.brage.unit.no
The growing dependence on wind power in recent years has increased the demand for
reliantwind turbines. The pitch system of a wind turbine is one of the components with the …