학술논문

Interdigital Capacitor Sensor-Based Cable Health Monitoring
Document Type
Periodical
Source
IEEE Transactions on Industrial Electronics IEEE Trans. Ind. Electron. Industrial Electronics, IEEE Transactions on. 70(7):7301-7309 Jul, 2023
Subject
Power, Energy and Industry Applications
Signal Processing and Analysis
Communication, Networking and Broadcast Technologies
Electrodes
Power cables
Cable shielding
Sensitivity
Degradation
Capacitors
Monitoring
Accelerated aging
cable insulation
capacitor sensors
extended Kalman filter (EKF)
fault diagnosis and prognosis (FDP)
Language
ISSN
0278-0046
1557-9948
Abstract
This article proposes a novel diagnostic and prognostic approach that combines interdigital capacitor (IDC) sensors with extended Kalman filter (EKF) to estimate the insulation degradation and predict the remaining useful life of cables. In the proposed approach, the degradation process of cable jackets is monitored by an external surface IDC sensor. The design of highly sensitive IDC sensors for thin cables is challenging because of cable's limited circumference. A new design method is used to optimize IDC sensors for thin cables, which can achieve high sensitivity with fewer but longer electrodes. The sensors are fabricated on flexible substrate and conformed on thin cables that are undergone accelerated aging tests. The capacitances at different aging levels are measured, and from there a degradation model is established for diagnosis and prognosis. With this degradation model, an EKF-based fault diagnostic and prognostic approach is developed. A series of experiments is conducted to demonstrate the effectiveness of the proposed method.