A D2D-Based Solution for MTC Connectivity Problem in NOMA-Based Cellular IoT Networks: Dynamic User Grouping and Resource Allocation
In a cellular network (CN), cellular users (CUs) located nearby machine type communications (MTC) devices (MTC-Ds) may act as uplink gateways to relay data to the base station (BS). We consider non-orthogonal multiple access (NOMA) and successive interference cancellation (SIC) at the receiver to in...
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| Published in: | Mobile networks and applications Vol. 25; no. 5; pp. 1998 - 2011 |
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| Abstract | In a cellular network (CN), cellular users (CUs) located nearby machine type communications (MTC) devices (MTC-Ds) may act as uplink gateways to relay data to the base station (BS). We consider non-orthogonal multiple access (NOMA) and successive interference cancellation (SIC) at the receiver to increase the number of connected devices and the spectrum efficiency. Both underlay and overlay spectrum access modes (SAMs) are considered. We introduce a dynamic user grouping (UG) concept as a practical constraint for SIC, in order to decrease the receiver complexity. Moreover, SIC constraints are introduced based on a minimum signal-to-noise-plus-interference ratio (SINR) at the receiver. We formulate a joint dynamic UG, power allocation, and resource block (RB) assignment problem, aiming at maximizing the total sum-rate of both CUs and MTC-Ds. We transform the obtained non-convex mixed-integer programming problem into a convex problem by using a quadratic fractional programming (FP). A heuristic method is also proposed to reduce complexity. Simulation results demonstrate that the proposed solution outperforms the conventional CN (C-CN) method and the results of the proposed optimization methods are close to optimal solution obtained by the exhaustive search (ES) algorithm in terms of total average sum-rate and network connectivity, while requiring less transmit power. The heuristic method decrease the computational complexity of the FP method at the expense of a small reduction in spectrum efficiency. |
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| AbstractList | In a cellular network (CN), cellular users (CUs) located nearby machine type communications (MTC) devices (MTC-Ds) may act as uplink gateways to relay data to the base station (BS). We consider non-orthogonal multiple access (NOMA) and successive interference cancellation (SIC) at the receiver to increase the number of connected devices and the spectrum efficiency. Both underlay and overlay spectrum access modes (SAMs) are considered. We introduce a dynamic user grouping (UG) concept as a practical constraint for SIC, in order to decrease the receiver complexity. Moreover, SIC constraints are introduced based on a minimum signal-to-noise-plus-interference ratio (SINR) at the receiver. We formulate a joint dynamic UG, power allocation, and resource block (RB) assignment problem, aiming at maximizing the total sum-rate of both CUs and MTC-Ds. We transform the obtained non-convex mixed-integer programming problem into a convex problem by using a quadratic fractional programming (FP). A heuristic method is also proposed to reduce complexity. Simulation results demonstrate that the proposed solution outperforms the conventional CN (C-CN) method and the results of the proposed optimization methods are close to optimal solution obtained by the exhaustive search (ES) algorithm in terms of total average sum-rate and network connectivity, while requiring less transmit power. The heuristic method decrease the computational complexity of the FP method at the expense of a small reduction in spectrum efficiency. |
| Author | Mehrjoo, Mehri Kazeminia, Mahdi Tomasin, Stefano |
| Author_xml | – sequence: 1 givenname: Mahdi surname: Kazeminia fullname: Kazeminia, Mahdi organization: University of Sistan and Baluchestan – sequence: 2 givenname: Mehri surname: Mehrjoo fullname: Mehrjoo, Mehri email: mehrjoo@ece.usb.ac.ir organization: University of Sistan and Baluchestan – sequence: 3 givenname: Stefano surname: Tomasin fullname: Tomasin, Stefano organization: University of Padova |
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| CitedBy_id | crossref_primary_10_1016_j_phycom_2022_101901 crossref_primary_10_1007_s11277_022_10153_x crossref_primary_10_1109_ACCESS_2023_3238799 crossref_primary_10_1007_s42452_024_05648_0 |
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| Keywords | User grouping Device to device communication Nonorthogonal multiple access Successive interference cancellation Machine type communication Resource allocation |
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| References | Do, Da Costa, Duong, An (CR7) 2018; 66 Yang, Xu, Pan, Pan, Chen (CR20) 2018; 5 CR2 Nguyen, Tuan, Duong, Poor, Shin (CR11) 2017; 35 Kazmi, Tran, Ho, Manzoor, Niyato, Hong (CR14) 2018; 6 CR4 Bertsekas (CR22) 2014 CR3 Shen, Yu (CR21) 2018; 66 CR6 Shao, Yang, Chen, Zhao, Yu (CR10) 2018; 14 CR5 CR19 Brighente, Tomasin (CR9) 2019; 18 Ali, Tabassum, Hossain (CR8) 2016; 4 Li, Huang (CR16) 2017; 6 Zhao, Liu, Chai, Chen, Elkashlan (CR17) 2017; 65 Pan, Pan, Yang, Chen (CR13) 2018; 7 Cao, Jiang, Han (CR1) 2016; 3 Kazeminia, Mehrjoo, Tomasin (CR12) 2019; 139 Madani, Sodagari (CR15) 2018; 6 Yoon, Nguyen, Nguyen, Yoo, Jang (CR18) 2018; 6 M Kazeminia (1546_CR12) 2019; 139 Y Cao (1546_CR1) 2016; 3 K Shen (1546_CR21) 2018; 66 DP Bertsekas (1546_CR22) 2014 Y Pan (1546_CR13) 2018; 7 SA Kazmi (1546_CR14) 2018; 6 V-D Nguyen (1546_CR11) 2017; 35 Z Yang (1546_CR20) 2018; 5 1546_CR5 1546_CR4 1546_CR6 1546_CR19 1546_CR3 MS Ali (1546_CR8) 2016; 4 1546_CR2 A Brighente (1546_CR9) 2019; 18 TN Do (1546_CR7) 2018; 66 J Zhao (1546_CR17) 2017; 65 X Shao (1546_CR10) 2018; 14 J Li (1546_CR16) 2017; 6 N Madani (1546_CR15) 2018; 6 T Yoon (1546_CR18) 2018; 6 |
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| SubjectTerms | Algorithms Cellular communication Communications Engineering Complexity Computer Communication Networks Computer networks Electrical Engineering Engineering Gateways Heuristic methods Integer programming Interference IT in Business Mathematical programming Mixed integer Networks Nonorthogonal multiple access Operations research Optimization Power management Resource allocation |
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| Title | A D2D-Based Solution for MTC Connectivity Problem in NOMA-Based Cellular IoT Networks: Dynamic User Grouping and Resource Allocation |
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