Litcius/Paper detail

Toothwise Health Monitoring of Planetary Gearbox Under Time-Varying Speed Condition Based on Rotating Encoder Signal

Kaixuan Liang, Ming Zhao, Jing Lin, Jinyang Jiao, Chuancang Ding

2021IEEE Transactions on Industrial Electronics23 citationsDOI

Abstract

To meet industrial demand, plenty of research works have been dedicated to monitoring the health status of planetary gearboxes. For the same purpose, a new path is explored based on rotating encoder signal (RES) by considering time-varying speed condition. In proposed method, generalized demodulation is firstly applied on second-order derivative of RES to eliminate the frequency variability caused by time-varying speed, and a combined comb filter is performed in this process to improve the signal-to-noise ratio of demodulated signal. The toothwise meshing information is then integrated as individual samples for the detection of local anomalies induced by gear defect. After reducing the dimensionality of these toothwise samples by reordered kernel principal component analysis, a normalized robust statistical distance is constructed to indicate the anomalies contained in RES. Simulation and experimental cases are provided to reveal the efficacy of the proposed method.

Topics & Concepts

SIGNAL (programming language)DemodulationEncoderNoise (video)Principal component analysisFilter (signal processing)Computer scienceKernel principal component analysisKernel (algebra)Rotational speedSignal processingControl theory (sociology)Curse of dimensionalitySignal-to-noise ratio (imaging)EngineeringElectronic engineeringArtificial intelligenceMathematicsDigital signal processingComputer visionTelecommunicationsSupport vector machineKernel methodChannel (broadcasting)Programming languageImage (mathematics)CombinatoricsOperating systemControl (management)Mechanical engineeringMachine Fault Diagnosis TechniquesGear and Bearing Dynamics AnalysisAdvanced machining processes and optimization