TY - JOUR
T1 - Fault Diagnosis Method for Marine Electric Propulsion Systems Based on Zero-Crossing Tacholess Order Tracking
AU - Zou, Zhexiang
AU - Chen, Muquan
AU - Yang, Chao
AU - Li, Chun
AU - Li, Dongqin
AU - Gu, Fengshou
AU - Ball, Andrew D.
N1 - Funding Information:
This research was supported in part by the 2024 Guangdong Province Science and Technology Innovation Strategy (Climbing Plan Project) Special Fund (No. pdih2024a437), in part by the Special Projects in Key Areas in Fundamental and Foundational Applied Research of Guangdong Provincial Education Department (No. 2023ZDZX3047), and in part by the Guangdong Basic and Applied Basic Research Fund Offshore Wind Power Scheme\u2014General Project under Grant 2022A1515240042.
Publisher Copyright:
© 2024 by the authors.
PY - 2024/11/1
Y1 - 2024/11/1
N2 - In marine electric propulsion systems (MEPS) driven by variable-frequency drives, motor current signals often exhibit complex modulation components, ambiguous spectra, and severe noise interference, rendering it challenging to extract fault-related modulation components. To address this issue, we propose a zero-crossing tacholess order tracking method based on motor current signals. This method utilizes zero-crossing estimation of the instantaneous frequency to perform angular resampling of stator current signals and demodulates the envelope spectrum to extract fault characteristic spectra, enabling the diagnosis of mechanical faults in MEPS. Given the synchronization of the synchronous motor speed with the inverter fundamental frequency, this method estimates instantaneous frequencies in the time domain without requiring integration or time–frequency representation, which is simple and computationally efficient. Data validation on a small-scale marine electric propulsion test platform demonstrates that the proposed method exhibits good robustness under variable-speed conditions and effectively detects imbalance faults caused by propeller breakages and gear faults resulting from bevel gear tooth defects. Therefore, the proposed method can be applied to diagnose faults in downstream mechanical equipment driven by motors.
AB - In marine electric propulsion systems (MEPS) driven by variable-frequency drives, motor current signals often exhibit complex modulation components, ambiguous spectra, and severe noise interference, rendering it challenging to extract fault-related modulation components. To address this issue, we propose a zero-crossing tacholess order tracking method based on motor current signals. This method utilizes zero-crossing estimation of the instantaneous frequency to perform angular resampling of stator current signals and demodulates the envelope spectrum to extract fault characteristic spectra, enabling the diagnosis of mechanical faults in MEPS. Given the synchronization of the synchronous motor speed with the inverter fundamental frequency, this method estimates instantaneous frequencies in the time domain without requiring integration or time–frequency representation, which is simple and computationally efficient. Data validation on a small-scale marine electric propulsion test platform demonstrates that the proposed method exhibits good robustness under variable-speed conditions and effectively detects imbalance faults caused by propeller breakages and gear faults resulting from bevel gear tooth defects. Therefore, the proposed method can be applied to diagnose faults in downstream mechanical equipment driven by motors.
KW - marine electric propulsion system
KW - sensorless order tracking
KW - zero-crossing
KW - instantaneous speed estimation
KW - envelope spectrum analysis
UR - http://www.scopus.com/inward/record.url?scp=85210287758&partnerID=8YFLogxK
U2 - 10.3390/jmse12111899
DO - 10.3390/jmse12111899
M3 - Article
VL - 12
JO - Journal of Marine Science and Engineering
JF - Journal of Marine Science and Engineering
SN - 2077-1312
IS - 11
M1 - 1899
ER -