Monitoring System of Transmission Line in Mountainous Area Based on LPWAN
In light of the difficulty of the inspection and maintenance of a transmission line condition monitoring system in remote mountainous areas, this paper proposes a long-term online monitoring scheme based on a low power wide area network (LPWAN). Considering different failure rates, three monitoring...
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doaj-1953fbdd80d248ca99f1581e0044f4792020-11-25T03:56:37ZengMDPI AGEnergies1996-10732020-09-01134898489810.3390/en13184898Monitoring System of Transmission Line in Mountainous Area Based on LPWANHan Zeng0Pengqi Zuo1Fangming Deng2Pei Zhang3School of Electrical and Automation Engineering, East China Jiaotong University, Nanchang 330013, ChinaSchool of Electrical and Automation Engineering, East China Jiaotong University, Nanchang 330013, ChinaSchool of Electrical and Automation Engineering, East China Jiaotong University, Nanchang 330013, ChinaSchool of Electrical Engineering, Beijing Jiaotong University, Beijing 100044, ChinaIn light of the difficulty of the inspection and maintenance of a transmission line condition monitoring system in remote mountainous areas, this paper proposes a long-term online monitoring scheme based on a low power wide area network (LPWAN). Considering different failure rates, three monitoring periods of transmission lines in mountainous areas are proposed. An online monitoring framework of transmission lines in mountainous areas was designed based on long range radio (LoRa) and a cellular mobile network, and a dynamic group network model of LoRa was established. The multi-objective particle swarm optimization algorithm can be used to optimize the energy and delay of the system, and then the suitable working mode for the three monitoring periods can be obtained. The simulation results showed that the minimum packet loss rate of the system could be less than 1%, the energy consumption of the system was 80% lower than the existing monitoring system, and the service life of the system can reach 15.13 years under the normal failure rate. Compared with the existing schemes, the proposed work shows the advantages of high reliability transmission, low cost and long-term monitoring, which is especially for transmission line monitoring in mountainous areas.https://www.mdpi.com/1996-1073/13/18/4898transmission line monitoringLPWANdynamic groupinglong term online monitoringmulti-objective optimization |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Han Zeng Pengqi Zuo Fangming Deng Pei Zhang |
spellingShingle |
Han Zeng Pengqi Zuo Fangming Deng Pei Zhang Monitoring System of Transmission Line in Mountainous Area Based on LPWAN Energies transmission line monitoring LPWAN dynamic grouping long term online monitoring multi-objective optimization |
author_facet |
Han Zeng Pengqi Zuo Fangming Deng Pei Zhang |
author_sort |
Han Zeng |
title |
Monitoring System of Transmission Line in Mountainous Area Based on LPWAN |
title_short |
Monitoring System of Transmission Line in Mountainous Area Based on LPWAN |
title_full |
Monitoring System of Transmission Line in Mountainous Area Based on LPWAN |
title_fullStr |
Monitoring System of Transmission Line in Mountainous Area Based on LPWAN |
title_full_unstemmed |
Monitoring System of Transmission Line in Mountainous Area Based on LPWAN |
title_sort |
monitoring system of transmission line in mountainous area based on lpwan |
publisher |
MDPI AG |
series |
Energies |
issn |
1996-1073 |
publishDate |
2020-09-01 |
description |
In light of the difficulty of the inspection and maintenance of a transmission line condition monitoring system in remote mountainous areas, this paper proposes a long-term online monitoring scheme based on a low power wide area network (LPWAN). Considering different failure rates, three monitoring periods of transmission lines in mountainous areas are proposed. An online monitoring framework of transmission lines in mountainous areas was designed based on long range radio (LoRa) and a cellular mobile network, and a dynamic group network model of LoRa was established. The multi-objective particle swarm optimization algorithm can be used to optimize the energy and delay of the system, and then the suitable working mode for the three monitoring periods can be obtained. The simulation results showed that the minimum packet loss rate of the system could be less than 1%, the energy consumption of the system was 80% lower than the existing monitoring system, and the service life of the system can reach 15.13 years under the normal failure rate. Compared with the existing schemes, the proposed work shows the advantages of high reliability transmission, low cost and long-term monitoring, which is especially for transmission line monitoring in mountainous areas. |
topic |
transmission line monitoring LPWAN dynamic grouping long term online monitoring multi-objective optimization |
url |
https://www.mdpi.com/1996-1073/13/18/4898 |
work_keys_str_mv |
AT hanzeng monitoringsystemoftransmissionlineinmountainousareabasedonlpwan AT pengqizuo monitoringsystemoftransmissionlineinmountainousareabasedonlpwan AT fangmingdeng monitoringsystemoftransmissionlineinmountainousareabasedonlpwan AT peizhang monitoringsystemoftransmissionlineinmountainousareabasedonlpwan |
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