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ANN ensemble and output encoding scheme for improved transformer tap-changer operation

หน่วยงาน Central Queensland University, Australia

รายละเอียด

ชื่อเรื่อง : ANN ensemble and output encoding scheme for improved transformer tap-changer operation
นักวิจัย : Islam, Fakhrul. , Kamruzzaman, Joarder.
คำค้น : Voltage regulators. , Experimental development. , 861403 Industrial Machinery and Equipment. , 090699 Electrical and Electronic Engineering not elsewhere classified. , Electric controllers. , Electric power distribution. , Electric power transmission. , Electric transformers , Transformers -- ANN ensembles -- Tap-changer -- Voltage control
หน่วยงาน : Central Queensland University, Australia
ผู้ร่วมงาน : -
ปีพิมพ์ : 2549
อ้างอิง : http://hdl.cqu.edu.au/10018/61507
ที่มา : Islam, MF & Kamruzzaman, J 2006, 'ANN ensemble and output encoding scheme for improved transformer tap-changer operation' in 2006 IEEE PES Power Systems Conference and Exposition Proceedings, Oct. 29 2006-Nov. 1 2006, Atlanta, GA, IEEE, Piscataway, NJ.http://dx.doi.org/10.1109/PSCE.2006.296457
ความเชี่ยวชาญ : -
ความสัมพันธ์ : 2006 IEEE PES Power Systems Conference and Exposition Proceedings, Oct. 29 2006-Nov. 1 2006, Atlanta, GA. Piscataway, NJ. : IEEE, 2006. p. 1063-1068 6 pages Refereed 1424401771 , ACQUIRE [electronic resource] : Central Queensland University Institutional Repository.
ขอบเขตของเนื้อหา : -
บทคัดย่อ/คำอธิบาย :

Voltage control of power transmission and distribution system using artificial neural network (ANN) based tap-changer control has a number of potential advantages when the parallel transformers are connected across the power network. Previous development of ANN based tap-changer control were made using modified cascade correlation learning algorithm incorporating the Bayesian framework and produced above 99% correct tap-changer operation in average. This paper investigates and exploits a suitable output coding and ensemble principle in the design of ANN based tap-changer control to further enhance its performance producing more than 99.95% correct tap-changer operation. Ultimately, the ensemble design makes the ANN based control more reliable. Performances of ANN ensembles for tap-changer control are analyzed and results are presented.

บรรณานุกรม :
Islam, Fakhrul. , Kamruzzaman, Joarder. . (2549). ANN ensemble and output encoding scheme for improved transformer tap-changer operation.
    กรุงเทพมหานคร : Central Queensland University, Australia.
Islam, Fakhrul. , Kamruzzaman, Joarder. . 2549. "ANN ensemble and output encoding scheme for improved transformer tap-changer operation".
    กรุงเทพมหานคร : Central Queensland University, Australia.
Islam, Fakhrul. , Kamruzzaman, Joarder. . "ANN ensemble and output encoding scheme for improved transformer tap-changer operation."
    กรุงเทพมหานคร : Central Queensland University, Australia, 2549. Print.
Islam, Fakhrul. , Kamruzzaman, Joarder. . ANN ensemble and output encoding scheme for improved transformer tap-changer operation. กรุงเทพมหานคร : Central Queensland University, Australia; 2549.