2019
DOI: 10.1049/iet-stg.2018.0158
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Fault detection in distribution networks in presence of distributed generations using a data mining–driven wavelet transform

Abstract: Here, a data mining-driven scheme based on discrete wavelet transform (DWT) is proposed for high impedance fault (HIF) detection in active distribution networks. Correlation between the phase current signal and the related details of the current wavelet transform is presented as a new index for HIF detection. The proposed HIF detection method is implemented in two subsequent stages. In the first stage, the most important features for HIF detection are extracted using support vector machine (SVM) and decision t… Show more

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Cited by 23 publications
(12 citation statements)
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“…(1) Preparation Phase. In the preparation phase of data mining, the main focus is on understanding the project objectives and business, user needs, and so on and being able to define the problem as well as the initial definition of mining objectives, while data collection needs to be carried out [14]. ere are various ways to collect data, such as questionnaires, user interviews, observations and questions, group discussions, and so on, each of which has more or fewer advantages and disadvantages.…”
Section: Construction Of a Complex System Model For English Translati...mentioning
confidence: 99%
“…(1) Preparation Phase. In the preparation phase of data mining, the main focus is on understanding the project objectives and business, user needs, and so on and being able to define the problem as well as the initial definition of mining objectives, while data collection needs to be carried out [14]. ere are various ways to collect data, such as questionnaires, user interviews, observations and questions, group discussions, and so on, each of which has more or fewer advantages and disadvantages.…”
Section: Construction Of a Complex System Model For English Translati...mentioning
confidence: 99%
“…The test system is modelled in MATLAB, and its diagram is given in Figure 5. Referring to [22][23], the descriptions of the system are as follows:…”
Section: Test Systemmentioning
confidence: 99%
“…Mohammadnian et al . [32] proposed a data mining scheme based on discrete wavelet transform (DWT) for fault detection in distribution networks while Siripanadorn et al . [33] combined DWT with a self‐organising map algorithm to identify abnormal readings in WSN.…”
Section: Literature Reviewmentioning
confidence: 99%