MQTT-CB: Cloud Based Intelligent MQTT Protocol

Muhammed Raşit Erol*, Tuğçe Bilen, Mehmet Özdem, Berk Canberk

*Bu çalışma için yazışmadan sorumlu yazar

Araştırma sonucu: Kitap/Rapor/Konferans Bildirisinde BölümKonferans katkısıbilirkişi

Özet

The MQTT protocol, which stands for Message Queuing Telemetry Transport, is widely recognized within the IoT community as one of the most frequently utilized communication protocols. Conventional MQTT protocols described in the literature could improve their capacity to support distributed environments and scalability. In this manner, MQTT-ST is an advanced MQTT protocol that provides bridging capabilities within a distributed environment, making it a preferred option for IoT systems. In this study, we introduce a new, intelligent, scalable, and distributed MQTT-ST-based protocol named MQTT-CB. Our approach leverages containers to improve portability, and our protocol is designed with a cloud-based architecture that streamlines deployment. The primary contribution of our research is the integration of intelligent capabilities into the MQTT-ST protocol, utilizing an LSTM (Long Short-Term Memory) network, which is the leading deep learning model. Specifically, our protocol employs predictive algorithms to foresee retransmitted packets, dynamically adjusts the number of brokers in real-time, and reduces the number of brokers when clients are inactive. Our experiments demonstrate that our protocol significantly outperforms conventional MQTT-ST protocol regarding latency between subscribers and publishers. Furthermore, our protocol adapts seamlessly to changes in the publication rate. In summary, we present a cloud-based intelligent MQTT protocol that offers significant advantages over traditional MQTT-ST protocol.

Orijinal dilİngilizce
Ana bilgisayar yayını başlığıIndustrial Networks and Intelligent Systems - 9th EAI International Conference, INISCOM 2023, Proceedings
EditörlerNguyen-Son Vo, Hoai-An Tran
YayınlayanSpringer Science and Business Media Deutschland GmbH
Sayfalar236-254
Sayfa sayısı19
ISBN (Basılı)9783031473586
DOI'lar
Yayın durumuYayınlandı - 2023
Etkinlik9th EAI International Conference on Industrial Networks and Intelligent Systems, INISCOM 2023 - Ho Chi Minh City, Viet Nam
Süre: 2 Ağu 20233 Ağu 2023

Yayın serisi

AdıLecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST
Hacim531
ISSN (Basılı)1867-8211
ISSN (Elektronik)1867-822X

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???event.eventtypes.event.conference???9th EAI International Conference on Industrial Networks and Intelligent Systems, INISCOM 2023
Ülke/BölgeViet Nam
ŞehirHo Chi Minh City
Periyot2/08/233/08/23

Bibliyografik not

Publisher Copyright:
© 2023, © ICST Institute for Computer Sciences, Social Informatics and Telecommunications Engineering.

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