[PDF][PDF] 基于数据驱动的微小故障诊断方法综述

文成林, 吕菲亚, 包哲静, 刘妹琴 - 自动化学报, 2016 - aas.net.cn
摘要能否及时诊断出微小故障是保障系统安全运行并抑制故障恶化的关键,
本文针对微小故障幅值低, 易被系统扰动和噪声掩盖等特点, 从数据驱动的角度对现有研究进行 …

Optimal dissolved gas ratios selected by genetic algorithm for power transformer fault diagnosis based on support vector machine

J Li, Q Zhang, K Wang, J Wang… - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
Dissolved gas analysis (DGA) of oil is used to detect the incipient fault of power
transformers. This paper presents a new approach for transformer fault diagnosis based on …

Integrated ANN-based proactive fault diagnostic scheme for power transformers using dissolved gas analysis

SSM Ghoneim, IBM Taha… - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
This paper focuses on a Smart Fault Diagnostic Approach (SFDA) based on the integration
among the output results of recognized dissolved gas analysis (DGA) techniques. These …

Analysis of energy management in micro grid–A hybrid BFOA and ANN approach

K Roy, KK Mandal, AC Mandal, SN Patra - Renewable and Sustainable …, 2018 - Elsevier
This paper introduces a hybrid strategy for an ideal operation programming of electrical
frameworks through minimization of production cost and in addition better usage of …

Assessment of computational intelligence and conventional dissolved gas analysis methods for transformer fault diagnosis

J Faiz, M Soleimani - IEEE Transactions on Dielectrics and …, 2018 - ieeexplore.ieee.org
Transformers are vital components of power systems as they are situated between energy
generation and consumers and their failure disrupts the use of electrical energy. Therefore …

An integrated method of ANFIS and Dempster-Shafer theory for fault diagnosis of power transformer

T Kari, W Gao, D Zhao, Z Zhang, W Mo… - … on Dielectrics and …, 2018 - ieeexplore.ieee.org
Dissolved gas analysis (DGA) approach is extensively applied to detect incipient faults of
power transformers. This paper presents a novel DGA method for power transformer …

Differentiated warning rule of power transformer health status based on big data mining

B Qi, P Zhang, Z Rong, C Li - International Journal of Electrical Power & …, 2020 - Elsevier
Accurate on-line monitoring of transformer operation status is essential to ensure the
reliability of power system. The dissolved gas analysis (DGA) method, which compares the …

Identification of transformer fault based on dissolved gas analysis using hybrid support vector machine-modified evolutionary particle swarm optimisation

HA Illias, W Zhao Liang - PLoS One, 2018 - journals.plos.org
Early detection of power transformer fault is important because it can reduce the
maintenance cost of the transformer and it can ensure continuous electricity supply in power …

A transformer fault diagnosis model using an optimal hybrid dissolved gas analysis features subset with improved social group optimization-support vector machine …

J Fang, H Zheng, J Liu, J Zhao, Y Zhang, K Wang - Energies, 2018 - mdpi.com
Dissolved gas analysis (DGA) is widely used to detect the incipient fault of power
transformers. However, the accuracy is greatly limited by selection of DGA features and …

Hybrid feature selection–artificial intelligence–gravitational search algorithm technique for automated transformer fault determination based on dissolved gas analysis

HA Illias, KC Chan, H Mokhlis - IET Generation, Transmission & …, 2020 - Wiley Online Library
Dissolved gas analysis (DGA) is commonly used to identify the fault type in power
transformers. However, the available DGA methods have certain limitations because every …