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Erschienen in: Peer-to-Peer Networking and Applications 5/2021

11.06.2021

Energy efficiency maximization for beyond 5G NOMA-enabled heterogeneous networks

verfasst von: Wali Ullah Khan, Xingwang Li, Asim Ihsan, Zain Ali, Basem M. Elhalawany, Guftaar Ahmed Sardar Sidhu

Erschienen in: Peer-to-Peer Networking and Applications | Ausgabe 5/2021

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Abstract

Non-orthogonal multiple access (NOMA) is expected to play a critical role in heterogeneous networks (HetNets) for beyond fifth-generation (5G) wireless systems. The unrivaled benefits of NOMA along with the multi-tier architecture of HetNets has the potential to significantly improve the performance of cellular networks. Motivated by such possibilities, this article provides a new resource optimization scheme for efficient cellular device association and optimal power control in NOMA-enabled HetNets. Our objective is to maximize the energy efficiency of the proposed HetNets while guaranteeing the signal decoding and minimum rate of each cellular device. The problem of cellular device association and power control is jointly formulated as a non-convex optimization. Since the problem of energy efficiency is coupled with both devise association and power control, it contains high complexity and, hence, it is very difficult to obtain the joint solution. To obtain an efficient solution and reduce the complexity, we decouple the original problem into two subproblems for efficient device association and optimal power control. For any given power allocation of base stations (BSs), we first adopt dual theory for cellular device association, and then a new sequential quadratic programming (SQP) is employed to calculate the optimal power control. Later, we also present the benchmark suboptimal power control method which is based on Karush-Kuhn-Tucker conditions. Monte Carlo simulation results unveil that the proposed NOMA resource optimization scheme in HetNets can significantly improve the system performance compared to the benchmark NOMA and orthogonal multiple access (OMA) schemes.

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Fußnoten
1
In this paper, we consider a single-carrier for communication in all cells. The multi-carrier communication can certainly further enhance the system performance, but we leave it for the future work to focus on efficient user association and optimal power control.
 
2
Due to novelty and complexity of the considered network setup, it is not straightforward to provide a direct comparison to the other studies in the literature. Thus, we resort to comparing the proposed scheme with the KKT-based scheme.
 
Literatur
1.
Zurück zum Zitat Al-Eryani Y, Hossain E (2019) The d-OMA method for massive multiple access in 6G: performance, security, and challenges. IEEE Veh Technol Mag 14(3):92–99CrossRef Al-Eryani Y, Hossain E (2019) The d-OMA method for massive multiple access in 6G: performance, security, and challenges. IEEE Veh Technol Mag 14(3):92–99CrossRef
2.
Zurück zum Zitat Ali A, Baig A, Awan G M, Khan W U, Ali Z, Sidhu G A S (2019) Efficient resource management for sum capacity maximization in 5G NOMA systems. Appl Syst Innov 2(3):27CrossRef Ali A, Baig A, Awan G M, Khan W U, Ali Z, Sidhu G A S (2019) Efficient resource management for sum capacity maximization in 5G NOMA systems. Appl Syst Innov 2(3):27CrossRef
3.
Zurück zum Zitat Ali Z, Farooq W, Khan U L, Qureshi M, Sidhu G A S (2021) Artificial intelligence techniques for rate maximization in interference channels. Phys Commun 47:101294CrossRef Ali Z, Farooq W, Khan U L, Qureshi M, Sidhu G A S (2021) Artificial intelligence techniques for rate maximization in interference channels. Phys Commun 47:101294CrossRef
4.
Zurück zum Zitat Ali Z, Sidhu G A S, Waqas M, Gao F (2018) On fair power optimization in nonorthogonal multiple access multiuser networks. Trans Emerg Telecommun Technol 29(12):e3540CrossRef Ali Z, Sidhu G A S, Waqas M, Gao F (2018) On fair power optimization in nonorthogonal multiple access multiuser networks. Trans Emerg Telecommun Technol 29(12):e3540CrossRef
5.
Zurück zum Zitat Jameel F, Khan W U, Chang Z, Ristaniemi T, Liu J (2019) Secrecy analysis and learning-based optimization of cooperative NOMA SWIPT systems. In: 2019 IEEE International Conference on Communications Workshops (ICC Workshops). IEEE, pp 1–6 Jameel F, Khan W U, Chang Z, Ristaniemi T, Liu J (2019) Secrecy analysis and learning-based optimization of cooperative NOMA SWIPT systems. In: 2019 IEEE International Conference on Communications Workshops (ICC Workshops). IEEE, pp 1–6
6.
Zurück zum Zitat Attar A, Nakhai M R, Aghvami A H (2009) Cognitive radio game for secondary spectrum access problem. IEEE Trans Wirel Commun 8(4):2121–2131CrossRef Attar A, Nakhai M R, Aghvami A H (2009) Cognitive radio game for secondary spectrum access problem. IEEE Trans Wirel Commun 8(4):2121–2131CrossRef
7.
Zurück zum Zitat Baidas MW, Al-Mubarak M, Alsusa E, Awad MK (2019) Joint subcarrier assignment and global energy-efficient power allocation for energy-harvesting two-tier downlink NOMA HetNets. IEEE Access 7:163556–163577 Baidas MW, Al-Mubarak M, Alsusa E, Awad MK (2019) Joint subcarrier assignment and global energy-efficient power allocation for energy-harvesting two-tier downlink NOMA HetNets. IEEE Access 7:163556–163577
8.
Zurück zum Zitat Bakht K, Jameel F, Ali Z, Khan W U, Khan I, Sidhu S, Ahmad G, Lee J W (2019) Power allocation and user assignment scheme for beyond 5G heterogeneous networks. Wirel Commun Mob Comput Bakht K, Jameel F, Ali Z, Khan W U, Khan I, Sidhu S, Ahmad G, Lee J W (2019) Power allocation and user assignment scheme for beyond 5G heterogeneous networks. Wirel Commun Mob Comput
9.
Zurück zum Zitat Boggs P T, Tolle J W (2000) Sequential quadratic programming for large-scale nonlinear optimization. J Comput Appl Math 124(1–2):123–137MathSciNetCrossRef Boggs P T, Tolle J W (2000) Sequential quadratic programming for large-scale nonlinear optimization. J Comput Appl Math 124(1–2):123–137MathSciNetCrossRef
10.
Zurück zum Zitat Boyd S, Vandenberghe L (2004) Convex optimization. Cambridge University Press Boyd S, Vandenberghe L (2004) Convex optimization. Cambridge University Press
11.
Zurück zum Zitat Celik A, Tsai M C, Radaydeh R M, Al-Qahtani F S, Alouini M S (2019) Distributed cluster formation and power-bandwidth allocation for imperfect NOMA in DL-hetnets. IEEE Trans Commun 67(2):1677–1692CrossRef Celik A, Tsai M C, Radaydeh R M, Al-Qahtani F S, Alouini M S (2019) Distributed cluster formation and power-bandwidth allocation for imperfect NOMA in DL-hetnets. IEEE Trans Commun 67(2):1677–1692CrossRef
13.
Zurück zum Zitat Ding Z, Dai H, Poor H V (2016) Relay selection for cooperative NOMA. IEEE Wirel Commun Lett 5(4):416–419CrossRef Ding Z, Dai H, Poor H V (2016) Relay selection for cooperative NOMA. IEEE Wirel Commun Lett 5(4):416–419CrossRef
14.
Zurück zum Zitat Fang F, Cheng J, Ding Z (2018) Joint energy efficient subchannel and power optimization for a downlink NOMA heterogeneous network. IEEE Trans Veh Technol 68(2):1351–1364CrossRef Fang F, Cheng J, Ding Z (2018) Joint energy efficient subchannel and power optimization for a downlink NOMA heterogeneous network. IEEE Trans Veh Technol 68(2):1351–1364CrossRef
16.
Zurück zum Zitat Jabeen T, Ali Z, Khan W U, Jameel F, Khan I, Sidhu G A S, Choi B J (2019) Joint power allocation and link selection for multi-carrier buffer aided relay network. Electronics 8(6):686CrossRef Jabeen T, Ali Z, Khan W U, Jameel F, Khan I, Sidhu G A S, Choi B J (2019) Joint power allocation and link selection for multi-carrier buffer aided relay network. Electronics 8(6):686CrossRef
19.
Zurück zum Zitat Khan W U (2019) Maximizing physical layer security in relay-assisted multicarrier nonorthogonal multiple access transmission. Internet Technol Lett 2(2):e76CrossRef Khan W U (2019) Maximizing physical layer security in relay-assisted multicarrier nonorthogonal multiple access transmission. Internet Technol Lett 2(2):e76CrossRef
20.
Zurück zum Zitat Khan W U, Ali Z, Waqas M, Sidhu G A S (2019a) Efficient power allocation with individual QoS guarantees in future small-cell networks. AEU-Int J Electron Commun 105:36–41CrossRef Khan W U, Ali Z, Waqas M, Sidhu G A S (2019a) Efficient power allocation with individual QoS guarantees in future small-cell networks. AEU-Int J Electron Commun 105:36–41CrossRef
21.
Zurück zum Zitat Khan WU, Jameel F, Ristaniemi T, Elhalawany BM, Liu J (2019b) Efficient power allocation for multi-cell uplink NOMA network. In: 2019 IEEE 89th Vehicular Technology Conference (VTC2019-Spring), IEEE, pp 1–5 Khan WU, Jameel F, Ristaniemi T, Elhalawany BM, Liu J (2019b) Efficient power allocation for multi-cell uplink NOMA network. In: 2019 IEEE 89th Vehicular Technology Conference (VTC2019-Spring), IEEE, pp 1–5
22.
Zurück zum Zitat Khan W U, Jameel F, Ristaniemi T, Khan S, Sidhu G A S, Liu J (2019c) Joint spectral and energy efficiency optimization for downlink NOMA networks. IEEE Trans Cogn Commun Netw 6(2):645–656CrossRef Khan W U, Jameel F, Ristaniemi T, Khan S, Sidhu G A S, Liu J (2019c) Joint spectral and energy efficiency optimization for downlink NOMA networks. IEEE Trans Cogn Commun Netw 6(2):645–656CrossRef
23.
Zurück zum Zitat Khan W U, Yu 565 Z, Yu S, Sidhu G A S, Liu J (2019d) Efficient power allocation in downlink multi-cell multi-user NOMA networks. IET Commun 567 13(4):396–402 Khan W U, Yu 565 Z, Yu S, Sidhu G A S, Liu J (2019d) Efficient power allocation in downlink multi-cell multi-user NOMA networks. IET Commun 567 13(4):396–402
24.
Zurück zum Zitat Khan W U, Liu J, Jameel F, Sharma V, Jantti R, Han Z (2020) Spectral efficiency optimization for next generation NOMA-enabled IoT networks. IEEE Trans Veh Technol 69(12):15284–15297CrossRef Khan W U, Liu J, Jameel F, Sharma V, Jantti R, Han Z (2020) Spectral efficiency optimization for next generation NOMA-enabled IoT networks. IEEE Trans Veh Technol 69(12):15284–15297CrossRef
25.
Zurück zum Zitat Khan W U, Jameel F, Kumar N, Riku J, Mohsen G (2021) Backscatter-enabled efficient V2X communication with non-orthogonal multiple access. IEEE Trans Veh Technol:1–1 Khan W U, Jameel F, Kumar N, Riku J, Mohsen G (2021) Backscatter-enabled efficient V2X communication with non-orthogonal multiple access. IEEE Trans Veh Technol:1–1
30.
Zurück zum Zitat Liu Y, Qin Z, Elkashlanm NA, McCann JA (2017) Non-orthogonal multiple access in large-scale heterogeneous networks. IEEE J Sel Areas Commun 35(12):2667–2680CrossRef Liu Y, Qin Z, Elkashlanm NA, McCann JA (2017) Non-orthogonal multiple access in large-scale heterogeneous networks. IEEE J Sel Areas Commun 35(12):2667–2680CrossRef
31.
Zurück zum Zitat Liu Y, Chen Y, Yang M, Liu Z (2019) Ratio fairness-based power allocation and user scheduling for downlink NOMA heterogeneous networks. In: Proceedings of the ACM Turing Celebration Conference-China. ACM, pp 155 Liu Y, Chen Y, Yang M, Liu Z (2019) Ratio fairness-based power allocation and user scheduling for downlink NOMA heterogeneous networks. In: Proceedings of the ACM Turing Celebration Conference-China. ACM, pp 155
33.
Zurück zum Zitat Nasser A, Muta O, Elsabrouty M, Gacanin H (2019a) Compressive sensing based spectrum allocation and power control for NOMA HetNets. IEEE Access 7:98495–98506CrossRef Nasser A, Muta O, Elsabrouty M, Gacanin H (2019a) Compressive sensing based spectrum allocation and power control for NOMA HetNets. IEEE Access 7:98495–98506CrossRef
34.
Zurück zum Zitat Nasser A, Muta O, Elsabrouty M, Gacanin H (2019b) Interference mitigation and power allocation scheme for downlink MIMO-NOMA HetNet. IEEE Trans Veh Technol 68(7):6805–6816CrossRef Nasser A, Muta O, Elsabrouty M, Gacanin H (2019b) Interference mitigation and power allocation scheme for downlink MIMO-NOMA HetNet. IEEE Trans Veh Technol 68(7):6805–6816CrossRef
35.
Zurück zum Zitat Ni D, Hao L, Tran Q T, Qian X (2018) Power allocation for downlink NOMA heterogeneous networks. IEEE Access 6:26742–26752CrossRef Ni D, Hao L, Tran Q T, Qian X (2018) Power allocation for downlink NOMA heterogeneous networks. IEEE Access 6:26742–26752CrossRef
36.
Zurück zum Zitat Nocedal J, Wright S (2006) Numerical optimization. Springer Science & Business Media Nocedal J, Wright S (2006) Numerical optimization. Springer Science & Business Media
39.
Zurück zum Zitat Song Z, Ni Q, Sun X (2018) Distributed power allocation for nonorthogonal multiple access heterogeneous networks. IEEE Commun Lett 22(3):622–625CrossRef Song Z, Ni Q, Sun X (2018) Distributed power allocation for nonorthogonal multiple access heterogeneous networks. IEEE Commun Lett 22(3):622–625CrossRef
40.
Zurück zum Zitat Xu B, Chen Y, Carrión J R, Zhang T (2017) Resource allocation in energy-cooperation enabled two-tier NOMA HetNets toward green 5G. IEEE J Sel Areas Commun 35(12):2758–2770CrossRef Xu B, Chen Y, Carrión J R, Zhang T (2017) Resource allocation in energy-cooperation enabled two-tier NOMA HetNets toward green 5G. IEEE J Sel Areas Commun 35(12):2758–2770CrossRef
41.
Zurück zum Zitat Xu W, Qiu R, Jiang X Q (2019) Resource allocation in heterogeneous cognitive radio network with non-orthogonal multiple access. IEEE Access 7:57488–57499CrossRef Xu W, Qiu R, Jiang X Q (2019) Resource allocation in heterogeneous cognitive radio network with non-orthogonal multiple access. IEEE Access 7:57488–57499CrossRef
42.
Zurück zum Zitat Ye N, Li X, Yu H, Wang A, Liu W, Hou X (2019) Deep learning aided grant-free NOMA toward reliable low-latency access in tactile internet of things. IEEE Trans Ind Inf 15(5):2995–3005CrossRef Ye N, Li X, Yu H, Wang A, Liu W, Hou X (2019) Deep learning aided grant-free NOMA toward reliable low-latency access in tactile internet of things. IEEE Trans Ind Inf 15(5):2995–3005CrossRef
43.
Zurück zum Zitat Zhang H, Fang F, Cheng J, Long K, Wang W, Leung V C (2018a) Energy-efficient resource allocation in NOMA heterogeneous networks. IEEE Wirel Commun 25(2):48–53CrossRef Zhang H, Fang F, Cheng J, Long K, Wang W, Leung V C (2018a) Energy-efficient resource allocation in NOMA heterogeneous networks. IEEE Wirel Commun 25(2):48–53CrossRef
44.
Zurück zum Zitat Zhang S, Zhang N, Kang G, Liu Z (2018b) Energy and spectrum efficient power allocation with NOMA in downlink HetNets. Phys Commun 31:121–132CrossRef Zhang S, Zhang N, Kang G, Liu Z (2018b) Energy and spectrum efficient power allocation with NOMA in downlink HetNets. Phys Commun 31:121–132CrossRef
45.
Zurück zum Zitat Zhao J, Liu Y, Chai K K, Nallanathan A, Chen Y, Han Z (2017) Spectrum allocation and power control for non-orthogonal multiple access in HetNets. IEEE Trans Wirel Commun 16(9):5825–5837CrossRef Zhao J, Liu Y, Chai K K, Nallanathan A, Chen Y, Han Z (2017) Spectrum allocation and power control for non-orthogonal multiple access in HetNets. IEEE Trans Wirel Commun 16(9):5825–5837CrossRef
Metadaten
Titel
Energy efficiency maximization for beyond 5G NOMA-enabled heterogeneous networks
verfasst von
Wali Ullah Khan
Xingwang Li
Asim Ihsan
Zain Ali
Basem M. Elhalawany
Guftaar Ahmed Sardar Sidhu
Publikationsdatum
11.06.2021
Verlag
Springer US
Erschienen in
Peer-to-Peer Networking and Applications / Ausgabe 5/2021
Print ISSN: 1936-6442
Elektronische ISSN: 1936-6450
DOI
https://doi.org/10.1007/s12083-021-01176-5

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