Aging Law and Life Evaluation Model of Cable Insulation Based on WOA-SVR
Cables are mainly composed of wires and are used to transmit signals or electrical energy. It can be seen everywhere in real life. However, due to the changeable environment in which it is located, it often leads to the problem of insulation aging. Therefore, it is particularly important to study th...
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crwiley:10.1155/2022/7610380 2024-09-30T14:36:19+00:00 Aging Law and Life Evaluation Model of Cable Insulation Based on WOA-SVR Li, Lei Ma, Xianmin Guo, Wei Khan, Mohammad Ayoub 2022 http://dx.doi.org/10.1155/2022/7610380 http://downloads.hindawi.com/journals/scn/2022/7610380.pdf http://downloads.hindawi.com/journals/scn/2022/7610380.xml en eng Wiley https://creativecommons.org/licenses/by/4.0/ Security and Communication Networks volume 2022, page 1-12 ISSN 1939-0122 1939-0114 journal-article 2022 crwiley https://doi.org/10.1155/2022/7610380 2024-09-17T04:50:50Z Cables are mainly composed of wires and are used to transmit signals or electrical energy. It can be seen everywhere in real life. However, due to the changeable environment in which it is located, it often leads to the problem of insulation aging. Therefore, it is particularly important to study the law of cable insulation aging and to evaluate its life. Humpback whale hunting behavior is simulated by WOA, a swarming intelligence algorithm. It can intelligently identify the relationship between various data. SVR is a linear regression model with a special computational loss. The aim of this paper is to investigate a WOA-SVR model to evaluate the aging law and life of cable insulation. This paper analyzes a variety of detection models. Finally, the partial discharge detection model and the depolarization detection model are selected for comparative testing with the WOA-SVR model studied in this paper. The test method is to count the aging of cable insulation under different temperature, humidity, and electric field strength environments. The test results show that the evaluation accuracy of the WOA-SVR model in this paper is 92%, 97%, and 98%, respectively, under different temperatures, humidity, and electric field strengths. The average accuracy of its evaluation is higher than the other two models. Therefore, the WOA-SVR model is more accurate and reliable for the cable insulation aging law and life evaluation. Article in Journal/Newspaper Humpback Whale Wiley Online Library Security and Communication Networks 2022 1 12 |
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English |
description |
Cables are mainly composed of wires and are used to transmit signals or electrical energy. It can be seen everywhere in real life. However, due to the changeable environment in which it is located, it often leads to the problem of insulation aging. Therefore, it is particularly important to study the law of cable insulation aging and to evaluate its life. Humpback whale hunting behavior is simulated by WOA, a swarming intelligence algorithm. It can intelligently identify the relationship between various data. SVR is a linear regression model with a special computational loss. The aim of this paper is to investigate a WOA-SVR model to evaluate the aging law and life of cable insulation. This paper analyzes a variety of detection models. Finally, the partial discharge detection model and the depolarization detection model are selected for comparative testing with the WOA-SVR model studied in this paper. The test method is to count the aging of cable insulation under different temperature, humidity, and electric field strength environments. The test results show that the evaluation accuracy of the WOA-SVR model in this paper is 92%, 97%, and 98%, respectively, under different temperatures, humidity, and electric field strengths. The average accuracy of its evaluation is higher than the other two models. Therefore, the WOA-SVR model is more accurate and reliable for the cable insulation aging law and life evaluation. |
author2 |
Khan, Mohammad Ayoub |
format |
Article in Journal/Newspaper |
author |
Li, Lei Ma, Xianmin Guo, Wei |
spellingShingle |
Li, Lei Ma, Xianmin Guo, Wei Aging Law and Life Evaluation Model of Cable Insulation Based on WOA-SVR |
author_facet |
Li, Lei Ma, Xianmin Guo, Wei |
author_sort |
Li, Lei |
title |
Aging Law and Life Evaluation Model of Cable Insulation Based on WOA-SVR |
title_short |
Aging Law and Life Evaluation Model of Cable Insulation Based on WOA-SVR |
title_full |
Aging Law and Life Evaluation Model of Cable Insulation Based on WOA-SVR |
title_fullStr |
Aging Law and Life Evaluation Model of Cable Insulation Based on WOA-SVR |
title_full_unstemmed |
Aging Law and Life Evaluation Model of Cable Insulation Based on WOA-SVR |
title_sort |
aging law and life evaluation model of cable insulation based on woa-svr |
publisher |
Wiley |
publishDate |
2022 |
url |
http://dx.doi.org/10.1155/2022/7610380 http://downloads.hindawi.com/journals/scn/2022/7610380.pdf http://downloads.hindawi.com/journals/scn/2022/7610380.xml |
genre |
Humpback Whale |
genre_facet |
Humpback Whale |
op_source |
Security and Communication Networks volume 2022, page 1-12 ISSN 1939-0122 1939-0114 |
op_rights |
https://creativecommons.org/licenses/by/4.0/ |
op_doi |
https://doi.org/10.1155/2022/7610380 |
container_title |
Security and Communication Networks |
container_volume |
2022 |
container_start_page |
1 |
op_container_end_page |
12 |
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1811639410250219520 |