Research on secure Internet of things gateway technology based on multi-communication methods
The Internet of Things, as an important part of important data aggregation, forwarding and control, often leads to objectivity errors due to the huge and complex received data. Based on this, this paper introduces GRU, LSTM, SRU deep learning to optimize the data received by the Internet of Things,...
| Main Authors: | , , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Sciendo
2023-07-01
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| Series: | Applied Mathematics and Nonlinear Sciences |
| Subjects: | |
| Online Access: | https://doi.org/10.2478/amns.2023.1.00043 |
| _version_ | 1797266162032050176 |
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| author | Fan Ying Chen Yang Shi Zhenyu Peng Mingyang Zhang Ziying |
| author_facet | Fan Ying Chen Yang Shi Zhenyu Peng Mingyang Zhang Ziying |
| author_sort | Fan Ying |
| collection | DOAJ |
| description | The Internet of Things, as an important part of important data aggregation, forwarding and control, often leads to objectivity errors due to the huge and complex received data. Based on this, this paper introduces GRU, LSTM, SRU deep learning to optimize the data received by the Internet of Things, and selects the most suitable communication mode optimization algorithm. The experimental results show that the accuracy errors of GRU, LSTM, and SRU algorithms show a downward trend, from 0.024 to 0.010%; the training time is reduced by 254 minutes, and the training speed is increased to 86%, indicating the excellent performance of SRU deep learning in IoT gateways. |
| first_indexed | 2024-03-07T16:19:56Z |
| format | Article |
| id | doaj.art-a314bbc92214449abad7fcb3a19dce9d |
| institution | Directory Open Access Journal |
| issn | 2444-8656 |
| language | English |
| last_indexed | 2024-04-25T00:56:18Z |
| publishDate | 2023-07-01 |
| publisher | Sciendo |
| record_format | Article |
| series | Applied Mathematics and Nonlinear Sciences |
| spelling | doaj.art-a314bbc92214449abad7fcb3a19dce9d2024-03-11T10:05:45ZengSciendoApplied Mathematics and Nonlinear Sciences2444-86562023-07-01821401141410.2478/amns.2023.1.00043Research on secure Internet of things gateway technology based on multi-communication methodsFan Ying0Chen Yang1Shi Zhenyu2Peng Mingyang3Zhang Ziying41Electric Power Research Institute of Electrical Guangdong Power Grid Co., Ltd. Guangzhou, Guangdong, 510080, China1Electric Power Research Institute of Electrical Guangdong Power Grid Co., Ltd. Guangzhou, Guangdong, 510080, China1Electric Power Research Institute of Electrical Guangdong Power Grid Co., Ltd. Guangzhou, Guangdong, 510080, China1Electric Power Research Institute of Electrical Guangdong Power Grid Co., Ltd. Guangzhou, Guangdong, 510080, China1Electric Power Research Institute of Electrical Guangdong Power Grid Co., Ltd. Guangzhou, Guangdong, 510080, ChinaThe Internet of Things, as an important part of important data aggregation, forwarding and control, often leads to objectivity errors due to the huge and complex received data. Based on this, this paper introduces GRU, LSTM, SRU deep learning to optimize the data received by the Internet of Things, and selects the most suitable communication mode optimization algorithm. The experimental results show that the accuracy errors of GRU, LSTM, and SRU algorithms show a downward trend, from 0.024 to 0.010%; the training time is reduced by 254 minutes, and the training speed is increased to 86%, indicating the excellent performance of SRU deep learning in IoT gateways.https://doi.org/10.2478/amns.2023.1.00043multiple communication methodsiot gatewaygrulstmsru68m10 |
| spellingShingle | Fan Ying Chen Yang Shi Zhenyu Peng Mingyang Zhang Ziying Research on secure Internet of things gateway technology based on multi-communication methods Applied Mathematics and Nonlinear Sciences multiple communication methods iot gateway gru lstm sru 68m10 |
| title | Research on secure Internet of things gateway technology based on multi-communication methods |
| title_full | Research on secure Internet of things gateway technology based on multi-communication methods |
| title_fullStr | Research on secure Internet of things gateway technology based on multi-communication methods |
| title_full_unstemmed | Research on secure Internet of things gateway technology based on multi-communication methods |
| title_short | Research on secure Internet of things gateway technology based on multi-communication methods |
| title_sort | research on secure internet of things gateway technology based on multi communication methods |
| topic | multiple communication methods iot gateway gru lstm sru 68m10 |
| url | https://doi.org/10.2478/amns.2023.1.00043 |
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