학술논문
Implementation of an AI-based Compression Method for Current Waveforms of Partial Discharges in AC and DC High Voltage Systems
Document Type
Conference
Author
Source
2024 IEEE International Conference on High Voltage Engineering and Applications (ICHVE) High Voltage Engineering and Applications (ICHVE), 2024 IEEE International Conference on. :1-4 Aug, 2024
Subject
Language
ISSN
2474-3852
Abstract
In order to improve automated AI-based partial discharge (PD) analysis, it will be investigated whether the use of the entire PD current waveform has advantages over using only the apparent charge and phase reference. As a part of the research, this paper investigates the use of compression algorithms to reduce the amount of data when transmitting, storing and analyzing high-resolution PD current waveforms. For this purpose, traditional compression methods are extended by an AI-based approach. This leads to significantly higher compression rates, which makes it possible to reduce the complexity of AI based analysis systems.