Creating Collision-Free Communication in IoT with 6G Using Multiple Machine Access Learning Collision Avoidance Protocol
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Creating Collision-Free Communication in IoT with 6G Using Multiple Machine Access Learning Collision Avoidance Protocol P. Mohamed Shakeel 1 & S. Baskar 2 & Hassan Fouad 3,4 & Gunasekaran Manogaran 5,6 & Vijayalakshmi Saravanan 7 & Qin Xin 8 Accepted: 23 September 2020 # Springer Science+Business Media, LLC, part of Springer Nature 2020
Abstract Cloud computing is an important technology to offer consumer appliances a wide pool of elastic resources. The heterogeneous network faces collision while making communication, which reduces the entire network performance. The future cloud-edge networks will deal with a vast amount of clients and servers, such as the Internet of Things (IoT) and the 6G networks, which require flexible solutions. From these points, Multiple Machine Access Learning with Collision Carrier Avoidance (MMALCCA) protocol is proposed in the environment of 6G Internet of Things for creating an effective communication process. This protocol employs the Media Access Control (MAC) protocol for the sync of high-speed wireless communication networks in the Terahertz (THz) band. MMALCCA performs multiple machine access and collision control for improving the resource utilization and latency-less services of the users. The decisions of the protocol are made using the output of the classification and regression learning method for improving the efficiency of MAC sync. The performance of the proposed protocol is verified using the metrics latency, collision probability, service failure, and resource utilization by varying channels and user equipment density. Keywords Multiple machine access learning with collision carrier avoidance . Edge cloud computing Higher resource utilization
1 Introduction Nowadays, most of the applications such as e-commerce, health sector, education system, etc. require effective and non-interrupted communication services to improve their performance. Due to the importance the communication, the wireless communication process is
created in several applications. For meeting the application demands and User Equipment (UE) services, 6th generation information, and communication technology has been developed [1]. The design goal of 6th generation communication technologies is aimed to support terahertz and Machine Type Communications (MTC). Different from the 5G communication technology, this
Findings The proposed MMALCCA achieves 20.09% less latency, 6.77% less collision probability, 13.32% fewer service failures, and improves resource utilization by 8.34% for the varying UEs. For the varying channels, the proposed protocol achieves 7.49% high resource utilization and reduces latency, collision probability, and service failure by 25.21%, 8.57%, and 13.7%, respectively. * Gunasekaran Manogaran [email protected] 1
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Biomedical Engineering Department, Faculty of Engineering, Helwan University , Cairo, Egypt
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University of California, Davis, CA, USA
Faculty of Information and Communication Technology, Universiti Teknikal Malaysia Melaka, Melaka, Malaysia
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College of In
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