DocumentCode :
740821
Title :
Relay logic for islanding detection in active distribution systems
Author :
Vatani, Mehrnoosh ; Amraee, Turaj ; Ranjbar, Ali Mohammad ; Mozafari, Babak
Author_Institution :
Dept. of Electr. Eng., Islamic Azad Univ., Tehran, Iran
Volume :
9
Issue :
12
fYear :
2015
Firstpage :
1254
Lastpage :
1263
Abstract :
This study presents a passive model to detect islanding conditions of synchronous distributed generation resources in a distribution network or a microgrid. The proposed approach uses the classification and regression tree algorithm for distinguishing between islanding and non-islanding situations. It utilises the rate of change of frequency (ROCOF) and harmonic content of the equivalent reactance seen at the location of distributed generation as input features for decision tree construction. Indeed the thresholds of the proposed input features are extracted by the decision tree algorithm. The output if-then rules of the decision tree algorithm are then utilised to make a new relay logic for islanding detection. The proposed scheme successfully classifies the input data with approximately zero non-detection zone and prevent false operation of traditional scheme. The performance of the proposed protective algorithm is compared with the traditional ROCOF relay, artificial neural network and support vector machine techniques. The proposed method is implemented in a typical microgrid, which is connected to the transmission network of the dynamic WSCC three-machine, 9bus test system with considering electric faults at upstream transmission and sub-transmission networks.
Keywords :
distributed power generation; neural nets; power distribution protection; power engineering computing; power transmission faults; power transmission reliability; relay protection; support vector machines; active distribution systems; artificial neural network; classification-regression tree algorithm; decision tree construction; distributed generation location; distribution network; dynamic WSCC three-machine 9-bus test system; electric faults; equivalent reactance; false operation prevention; feature extraction; harmonic content; islanding condition detection; output if-then rules; passive model; protective algorithm; rate-of-change-of-frequency; relay logic; subtransmission network; support vector machine technique; synchronous distributed generation resources; traditional ROCOF relay; typical microgrid; upstream transmission network; zero-nondetection zone;
fLanguage :
English
Journal_Title :
Generation, Transmission & Distribution, IET
Publisher :
iet
ISSN :
1751-8687
Type :
jour
DOI :
10.1049/iet-gtd.2014.0373
Filename :
7224097
Link To Document :
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