Research and Design of a Decentralized Edge-Computing-Assisted LoRa Gateway
As a narrowband communication technology, long-range (LoRa) contributes to the long development of Internet of Things (IoT) applications. The LoRa gateway plays an important role in the IoT transport layer, and security and efficiency are the key issues of the current research. In the centralized wo...
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Format: | Article |
Language: | English |
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MDPI AG
2023-05-01
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Series: | Future Internet |
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Online Access: | https://www.mdpi.com/1999-5903/15/6/194 |
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author | Han Gao Zhangqin Huang Xiaobo Zhang Huapeng Yang |
author_facet | Han Gao Zhangqin Huang Xiaobo Zhang Huapeng Yang |
author_sort | Han Gao |
collection | DOAJ |
description | As a narrowband communication technology, long-range (LoRa) contributes to the long development of Internet of Things (IoT) applications. The LoRa gateway plays an important role in the IoT transport layer, and security and efficiency are the key issues of the current research. In the centralized working model of IoT systems built by traditional LoRa gateways, all the data generated and reported by end devices are processed and stored in cloud servers, which are susceptible to security issues such as data loss and data falsification. Edge computing (EC), as an innovative approach that brings data processing and storage closer to the endpoints, can create a decentralized security infrastructure for LoRa gateway systems, resulting in an EC-assisted IoT working model. Although this paradigm delivers unique features and an improved quality of service (QoS), installing IoT applications at LoRa gateways with limited computing and memory capabilities presents considerable obstacles. This article proposes the design and implementation of an “EC-assisted LoRa gateway” using edge computing. Our proposed latency-aware algorithm (LAA) can greatly improve the reliability of the network system by using a distributed edge computing network technology that can achieve maintenance operations, such as detection, repair, and replacement of failures of edge nodes in the network. Then, an EC-assisted LoRa gateway prototype was developed on an embedded hardware system. Finally, experiments were conducted to evaluate the performance of the proposed EC-assisted LoRa gateway. Compared with the conventional LoRa gateway, the proposed edge intelligent LoRa gateway had 41.1% lower bandwidth utilization and handled more end devices, ensuring system availability and IoT network reliability more effectively. |
first_indexed | 2024-03-11T02:26:29Z |
format | Article |
id | doaj.art-82bf552d5f0b4bd8b2ebe34cd8d0d959 |
institution | Directory Open Access Journal |
issn | 1999-5903 |
language | English |
last_indexed | 2024-03-11T02:26:29Z |
publishDate | 2023-05-01 |
publisher | MDPI AG |
record_format | Article |
series | Future Internet |
spelling | doaj.art-82bf552d5f0b4bd8b2ebe34cd8d0d9592023-11-18T10:30:14ZengMDPI AGFuture Internet1999-59032023-05-0115619410.3390/fi15060194Research and Design of a Decentralized Edge-Computing-Assisted LoRa GatewayHan Gao0Zhangqin Huang1Xiaobo Zhang2Huapeng Yang3Beijing Engineering Research Center for IoT Software and Systems, Beijing University of Technology, 100 Pingleyuan, Chaoyang District, Beijing 100124, ChinaBeijing Engineering Research Center for IoT Software and Systems, Beijing University of Technology, 100 Pingleyuan, Chaoyang District, Beijing 100124, ChinaBeijing Engineering Research Center for IoT Software and Systems, Beijing University of Technology, 100 Pingleyuan, Chaoyang District, Beijing 100124, ChinaBeijing Engineering Research Center for IoT Software and Systems, Beijing University of Technology, 100 Pingleyuan, Chaoyang District, Beijing 100124, ChinaAs a narrowband communication technology, long-range (LoRa) contributes to the long development of Internet of Things (IoT) applications. The LoRa gateway plays an important role in the IoT transport layer, and security and efficiency are the key issues of the current research. In the centralized working model of IoT systems built by traditional LoRa gateways, all the data generated and reported by end devices are processed and stored in cloud servers, which are susceptible to security issues such as data loss and data falsification. Edge computing (EC), as an innovative approach that brings data processing and storage closer to the endpoints, can create a decentralized security infrastructure for LoRa gateway systems, resulting in an EC-assisted IoT working model. Although this paradigm delivers unique features and an improved quality of service (QoS), installing IoT applications at LoRa gateways with limited computing and memory capabilities presents considerable obstacles. This article proposes the design and implementation of an “EC-assisted LoRa gateway” using edge computing. Our proposed latency-aware algorithm (LAA) can greatly improve the reliability of the network system by using a distributed edge computing network technology that can achieve maintenance operations, such as detection, repair, and replacement of failures of edge nodes in the network. Then, an EC-assisted LoRa gateway prototype was developed on an embedded hardware system. Finally, experiments were conducted to evaluate the performance of the proposed EC-assisted LoRa gateway. Compared with the conventional LoRa gateway, the proposed edge intelligent LoRa gateway had 41.1% lower bandwidth utilization and handled more end devices, ensuring system availability and IoT network reliability more effectively.https://www.mdpi.com/1999-5903/15/6/194LoRa gatewayedge computing networkinternet of thingsembedded systemdistributed computing |
spellingShingle | Han Gao Zhangqin Huang Xiaobo Zhang Huapeng Yang Research and Design of a Decentralized Edge-Computing-Assisted LoRa Gateway Future Internet LoRa gateway edge computing network internet of things embedded system distributed computing |
title | Research and Design of a Decentralized Edge-Computing-Assisted LoRa Gateway |
title_full | Research and Design of a Decentralized Edge-Computing-Assisted LoRa Gateway |
title_fullStr | Research and Design of a Decentralized Edge-Computing-Assisted LoRa Gateway |
title_full_unstemmed | Research and Design of a Decentralized Edge-Computing-Assisted LoRa Gateway |
title_short | Research and Design of a Decentralized Edge-Computing-Assisted LoRa Gateway |
title_sort | research and design of a decentralized edge computing assisted lora gateway |
topic | LoRa gateway edge computing network internet of things embedded system distributed computing |
url | https://www.mdpi.com/1999-5903/15/6/194 |
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