TY - JOUR
T1 - Fuzzy Logic-based Management of Hybrid Distribution Transformers Using LoRa Technology
AU - Zhang, Lishi
AU - Liang, Deliang
AU - Liu, Hua
AU - Liu, Yibin
AU - Li, Dawei
AU - Yang, Chuankai
N1 - Publisher Copyright:
© 2015 CSEE.
PY - 2023/5/1
Y1 - 2023/5/1
N2 - Hybrid distribution transformers (HDTs) have better performance than traditional distribution transformers in improving power quality through reducing harmonics, unbalance, voltage fluctuations and low power factors in future smart power distribution systems. In order to increase the service life and reliability of hybrid distribution transformers, this paper proposes a remote management system using LoRa technology based on fuzzy logic. HDT based on a fuzzy logic judgment system (FLJS) replaces the Boolean logic with fuzzy logic and several power quality problems including power factors, load-side current harmonics and voltage unbalance are considered, as well as grid-side voltage deviation and unbalance. This management system can dynamically adjust the working states of HDT according to the output results of the FLJS to reduce the use time of power electronic devices. Due to the application of LoRa, this management system can remotely adjust the parameters of the FLJS in real time for different distribution network nodes to avoid frequent switching of HDT working states. In addition, it is able to remotely monitor the real-time working states and fault states of HDT to reduce recovery time and maintenance costs in case of HDT failure. Finally, simulation and experimental results are presented to verify the effectiveness of the proposed management system for HDT.
AB - Hybrid distribution transformers (HDTs) have better performance than traditional distribution transformers in improving power quality through reducing harmonics, unbalance, voltage fluctuations and low power factors in future smart power distribution systems. In order to increase the service life and reliability of hybrid distribution transformers, this paper proposes a remote management system using LoRa technology based on fuzzy logic. HDT based on a fuzzy logic judgment system (FLJS) replaces the Boolean logic with fuzzy logic and several power quality problems including power factors, load-side current harmonics and voltage unbalance are considered, as well as grid-side voltage deviation and unbalance. This management system can dynamically adjust the working states of HDT according to the output results of the FLJS to reduce the use time of power electronic devices. Due to the application of LoRa, this management system can remotely adjust the parameters of the FLJS in real time for different distribution network nodes to avoid frequent switching of HDT working states. In addition, it is able to remotely monitor the real-time working states and fault states of HDT to reduce recovery time and maintenance costs in case of HDT failure. Finally, simulation and experimental results are presented to verify the effectiveness of the proposed management system for HDT.
KW - Fuzzy logic judgment system
KW - LoRa
KW - Remote management
KW - hybrid distribution transformer
UR - https://www.scopus.com/pages/publications/85162158403
U2 - 10.17775/CSEEJPES.2020.06440
DO - 10.17775/CSEEJPES.2020.06440
M3 - 文章
AN - SCOPUS:85162158403
SN - 2096-0042
VL - 9
SP - 1129
EP - 1138
JO - CSEE Journal of Power and Energy Systems
JF - CSEE Journal of Power and Energy Systems
IS - 3
ER -