An XGB-Based Reliable Transmission Method in the mMTC Scenarios

Author:

Zheng Tongyi12ORCID,Ning Lei1ORCID,Ye Qingsong1,Jin Fan3ORCID

Affiliation:

1. College of Big Data and Internet, Shenzhen Technology University, Shenzhen, China

2. College of Applied Technology, Shenzhen University, Shenzhen, China

3. Shenzhen Winoble Technology Co., Ltd, Shenzhen, China

Abstract

Massive machine-type communications (mMTCs) for Internet of things are being developed thanks to the fifth-generation (5G) wireless systems. Narrowband Internet of things (NB-IoT) is an important communication technology for machine-type communications. It supports many different protocols for communication. The reliability and performance of application layer communication protocols are greatly affected by the retransmission time-out (RTO) algorithm. In order to improve the reliability and performance of machine-type communications, this study proposes a novel RTO algorithm UDP-XGB based on the user datagram protocol (UDP) and NB-IoT. It combines traditional algorithms with machine learning. The simulation results show that real round-trip time (RTT) is close to the RTO, which is obtained by this algorithm, and the reliability and performance of machine-type communications have improved.

Funder

Project of Cooperation between SZTU and Enterprise

Publisher

Hindawi Limited

Subject

Computer Networks and Communications,Information Systems

Cited by 1 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Retracted: An XGB-Based Reliable Transmission Method in the mMTC Scenarios;Security and Communication Networks;2023-12-29

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