TY - JOUR
T1 - DC-Link voltage regulation using RPFNN-AMF for Three-Phase active power filter
AU - Tan, Kuang Hsiung
AU - Lin, Faa Jeng
AU - Chen, Jun Hao
N1 - Publisher Copyright:
© 2013 IEEE.
PY - 2018/6/28
Y1 - 2018/6/28
N2 - Due to the instantaneous power following into or out of the DC-link capacitor in a three-phase shunt active power filter (APF), the DC-link voltage regulation control plays an important role in the shunt APF especially under nonlinear load change. In this paper, for the purpose of improving the DC-link voltage regulation control in the shunt APF under nonlinear load variation and reducing the total harmonic distortion of the current effectively, a novel recurrent probabilistic fuzzy neural network with an asymmetric membership function (RPFNN-AMF) controller is developed to substitute for the conventional proportional-integral controller. Moreover, the network structure, the online learning algorithm, and the convergence analysis of the proposed RPFNN-AMF are detailedly introduced. Finally, the effectiveness and feasibility of the shunt APF using the proposed RPFNN-AMF controller for the DC-link voltage regulation control and the compensation of harmonic current are verified by some experimental results.
AB - Due to the instantaneous power following into or out of the DC-link capacitor in a three-phase shunt active power filter (APF), the DC-link voltage regulation control plays an important role in the shunt APF especially under nonlinear load change. In this paper, for the purpose of improving the DC-link voltage regulation control in the shunt APF under nonlinear load variation and reducing the total harmonic distortion of the current effectively, a novel recurrent probabilistic fuzzy neural network with an asymmetric membership function (RPFNN-AMF) controller is developed to substitute for the conventional proportional-integral controller. Moreover, the network structure, the online learning algorithm, and the convergence analysis of the proposed RPFNN-AMF are detailedly introduced. Finally, the effectiveness and feasibility of the shunt APF using the proposed RPFNN-AMF controller for the DC-link voltage regulation control and the compensation of harmonic current are verified by some experimental results.
KW - Shunt active power filter
KW - asymmetric membership function
KW - recurrent probabilistic fuzzy neural network
KW - total harmonic distortion
UR - http://www.scopus.com/inward/record.url?scp=85049331208&partnerID=8YFLogxK
U2 - 10.1109/ACCESS.2018.2851250
DO - 10.1109/ACCESS.2018.2851250
M3 - 期刊論文
AN - SCOPUS:85049331208
SN - 2169-3536
VL - 6
SP - 37454
EP - 37463
JO - IEEE Access
JF - IEEE Access
ER -