학술논문

A Wireless Sensor Network-Based Monitoring System for Transformer Fault Detection and Diagnosis
Document Type
Conference
Source
2023 International Conference on Emerging Research in Computational Science (ICERCS) Emerging Research in Computational Science (ICERCS), 2023 International Conference on. :1-6 Dec, 2023
Subject
Bioengineering
Communication, Networking and Broadcast Technologies
Computing and Processing
Power, Energy and Industry Applications
Robotics and Control Systems
Signal Processing and Analysis
Temperature sensors
Wireless sensor networks
Oil insulation
Real-time systems
Sensors
Power transformers
Monitoring
Wireless sensor network
transformer monitoring
fault detection
fault diagnosis
proactive maintenance
Language
Abstract
This paper presents a new technique for monitoring and diagnosing faults in power transformers using a Wireless Sensor Network (WSN). The study addresses the necessity for an effective and dependable system to detect and diagnose transformer faults in real time, facilitating proactive maintenance and reducing costly downtime. The proposed methodology involves deploying wireless sensors on the transformer to gather data on temperature, oil level, vibration, and electrical parameters. This data is transmitted wirelessly to a central monitoring unit for analysis, where advanced signal processing techniques and machine learning algorithms are used to detect and diagnose transformer faults based on sensor data. Experimental tests were conducted to validate the effectiveness of the proposed system, demonstrating its ability to successfully detect and diagnose various types of transformer faults with high accuracy and reliability while providing real-time alerts for proactive maintenance actions. The significance of this study lies in its contribution to enhancing power distribution systems' reliability and efficiency by enabling early fault detection and diagnosis in transformers. The proposed WSN-based monitoring system offers a practical solution that can be implemented in existing power grids without significant infrastructure modifications.