[PDF][PDF] 基于域对抗迁移卷积神经网络的小样本GIS 绝缘缺陷智能诊断方法

王艳新, 闫静, 王建华, 耿英三, 刘志远 - 电工技术学报, 2022 - dgjsxb.ces-transaction.com
摘要近年来, 数据驱动的人工智能模型在气体绝缘组合电器(GIS) 绝缘缺陷诊断上取得了一定
突破. 然而, 这些以海量实验数据构建的模型难以部署到现场复杂工况和小样本条件下 …

A domain adaptive deep transfer learning method for gas-insulated switchgear partial discharge diagnosis

Y Wang, J Yan, Z Yang, Q Jing, Z Qi… - … on Power Delivery, 2021 - ieeexplore.ieee.org
Intelligent fault diagnosis methods, especially convolutional neural network (CNN), have
made significant progress in gas-insulated switchgear (GIS) partial discharge (PD) …

GAN and CNN for imbalanced partial discharge pattern recognition in GIS

Y Wang, J Yan, Z Yang, Q Jing, J Wang, Y Geng - High Voltage, 2022 - Wiley Online Library
The convolutional neural network (CNN) achieves excellent performance in pattern
recognition owing to its powerful automatic feature extraction capability and outstanding …

A novel adversarial transfer learning in deep convolutional neural network for intelligent diagnosis of gas‐insulated switchgear insulation defect: A DATCNN for GIS …

Y Wang, J Yan, Q Jing, Z Qi, J Wang… - IET generation …, 2021 - Wiley Online Library
Recently, numerous data‐driven fault diagnosis methods have been developed, and the
tasks involving the same distribution of training and test data have been well solved …

An ultrawideband conical monopole with radome for detection of partial discharges

YR Yadam, S Ramanujam… - IEEE Sensors …, 2021 - ieeexplore.ieee.org
Localized electric field strength in high-voltage (HV) equipment results in electrical
discharges which radiate electromagnetic waves in ultrahigh frequency (UHF) range of 0.3-3 …

Design and characterization of a magnetic loop antenna for partial discharge measurements in gas insulated substations

C Mier, AR Mor, P Vaessen - IEEE sensors Journal, 2021 - ieeexplore.ieee.org
A recent investigation explored a new measuring concept used in partial discharges (PD)
measurements in gas insulated substations (GIS), consisting of a magnetic loop antenna …

[HTML][HTML] Magnetic and electric antennas calibration for partial discharge charge estimation in gas-insulated substations

C Mier, AR Mor, L Castro, P Vaessen - … Journal of Electrical Power & Energy …, 2022 - Elsevier
There are no accepted procedures that quantify the apparent charge of partial discharge
(PD) in gas-insulated substations (GIS). This paper proposes a calibration method for PD …

[HTML][HTML] A directional coupler for partial discharge measurements in gas-insulated substations

C Mier, AR Mor, P Vaessen - Measurement, 2024 - Elsevier
This paper introduces a directional coupler for partial discharge (PD) measurements in gas-
insulated substations (GIS). The sensor comprises a combination of magnetic and electric …

[HTML][HTML] Magnetic and electric antennas synergy for partial discharge measurements in gas-insulated substations: Power flow and reflection suppression

C Mier, AR Mor, P Vaessen, A Lathouwers - International Journal of …, 2023 - Elsevier
One of the main difficulties in measuring partial discharges (PD) in gas-insulated substations
(GIS) is the overlapping of pulses at the sensor's location, which distorts the pulse resolution …

PD signal propagation in GIS: Ultra-high frequency detection-based modeling

A Darwish, SS Refaat, H Abu-Rub… - IEEE Sensors …, 2020 - ieeexplore.ieee.org
Gas-insulated switchgears (GIS) have become essential parts of electrical power
substations due to the associated merits of these capital assets. Although such resilient …