Skip to main content

2017 | OriginalPaper | Buchkapitel

Resource Management in Sustainable Green HetNets with Renewable Energy Sources

verfasst von : Ran Zhang, Miao Wang, Lin X. Cai, Yu Cheng, Xuemin (Sherman) Shen, Liang-Liang Xie

Erschienen in: 5G Mobile Communications

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Green energy has become a promising alternative energy source for powering wireless cellular networks by effectively reducing the network operational expenditure (OPEX) and carbon footprints. However, green energy sources such as solar and wind are harvested from the environment and their availability and capacity are by nature unstable, which poses great challenges to achieve sustainable network operation. In this chapter, we study the energy sustainable performance of a green HetNet where the small cell base stations (SBSs) are powered by green energy sources. Specifically, we first develop an analytical framework to study the energy sustainability of each SBS. The energy buffer at each SBS is modeled as a G/G/1 queue with arbitrary patterns of energy charging and discharging. We apply the diffusion approximation to analyze the transient evolution of the energy buffer, and derive the probability distribution of the queue length and the energy depletion time for a given initial energy level. Based on the energy sustainability analysis, we propose a distributed admission control strategy at SBSs striking a balance between high resource utilization and energy sustainability in the green HetNet. Extensive simulations are conducted to validate the analytical framework and evaluate the sustainability performance of the green HetNets using the proposed distributed admission control scheme. The simulation results demonstrate that relaxing the admission control criteria for the SBSs can improve the resource utilization (i.e, power and spectrum) of the system when the energy is abundant, but can significantly degrade the resource utilization instead when the energy comes short due to poor sustainability performance (i.e., frequent depletion of the SBSs).

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Fußnoten
1
For the MBS, renewable energy source is the first choice. The electricity grid provides supplemental energy source to guarantee the power supply of the MBS at all times.
 
2
FCC opened 100 MHz spectrum in 5 GHz band for unlicensed use in 2014, and plans to open an additional 195 MHz spectrum in the near future. The abundant unlicensed spectrum band provides great potential for cellular operators to deploy high density small cells that operates in unlicensed 5 GHz band.
 
Literatur
1.
Zurück zum Zitat Cisco White Paper, Cisco Visual Networking Index: Global Mobile Data Traffic Forecast Update 2014–2019 (2015) Cisco White Paper, Cisco Visual Networking Index: Global Mobile Data Traffic Forecast Update 2014–2019 (2015)
2.
Zurück zum Zitat R. Zhang, M. Wang, L.X. Cai, Z. Zheng, X. Shen, L.L. Xie, LTE-unlicensed: The future of spectrum aggregation for cellular networks. IEEE Wirel. Commun. Mag., 22 (3), 150–159 (2015).CrossRef R. Zhang, M. Wang, L.X. Cai, Z. Zheng, X. Shen, L.L. Xie, LTE-unlicensed: The future of spectrum aggregation for cellular networks. IEEE Wirel. Commun. Mag., 22 (3), 150–159 (2015).CrossRef
5.
Zurück zum Zitat L.X. Cai, L. Cai, X. Shen, J.W. Mark, Resource management and QoS provisioning for IPTV over mmWave-based WPANs with directional antenna. Mob. Netw. Appl. 14 (2), 210–219 (2009)CrossRef L.X. Cai, L. Cai, X. Shen, J.W. Mark, Resource management and QoS provisioning for IPTV over mmWave-based WPANs with directional antenna. Mob. Netw. Appl. 14 (2), 210–219 (2009)CrossRef
6.
Zurück zum Zitat P. Grant, S. Fletcher, Mobile basestations: reducing energy. Eng. Technol. Mag. 6 (2), (2011) x P. Grant, S. Fletcher, Mobile basestations: reducing energy. Eng. Technol. Mag. 6 (2), (2011) x
7.
Zurück zum Zitat S. Navaratnarajah, A. Saeed, M. Dianati, M.A. Imran, Energy efficiency in heterogeneous wireless access networks. IEEE Wirel. Commun. Mag. 20 (5), 37–43 (2013)CrossRef S. Navaratnarajah, A. Saeed, M. Dianati, M.A. Imran, Energy efficiency in heterogeneous wireless access networks. IEEE Wirel. Commun. Mag. 20 (5), 37–43 (2013)CrossRef
8.
Zurück zum Zitat J.B. Rao, A.O. Fapojuwo, A survey of energy efficient resource management techniques for multicell cellular networks. IEEE Commun. Surv. Tutorials 16 (1), First Quarter (2014) J.B. Rao, A.O. Fapojuwo, A survey of energy efficient resource management techniques for multicell cellular networks. IEEE Commun. Surv. Tutorials 16 (1), First Quarter (2014)
9.
Zurück zum Zitat R. Zhang, M. Wang, Z. Zheng, X. Shen, L.L. Xie, Cross-layer carrier selection and power control for LTE-A uplink with carrier aggregation, in Proceedings of IEEE Globecom’13 (2013) R. Zhang, M. Wang, Z. Zheng, X. Shen, L.L. Xie, Cross-layer carrier selection and power control for LTE-A uplink with carrier aggregation, in Proceedings of IEEE Globecom’13 (2013)
10.
Zurück zum Zitat S. Mclaughlin, P.M. Grant, J.S. Thompson, H. Haas, D.I. Laurenson, C. Khirallah, Y. Hou, R. Wang, Techniques for improving cellular radio base station energy efficiency. IEEE Wirel. Commun. Mag. 18 (5), 10–17 (2011)CrossRef S. Mclaughlin, P.M. Grant, J.S. Thompson, H. Haas, D.I. Laurenson, C. Khirallah, Y. Hou, R. Wang, Techniques for improving cellular radio base station energy efficiency. IEEE Wirel. Commun. Mag. 18 (5), 10–17 (2011)CrossRef
11.
Zurück zum Zitat X. Xiao, X. Tao, Y. Jia, J. Lu, An energy-efficient hybrid structure with resource allocation in OFDMA networks, in Proceedings of IEEE WCNC’11 (2011) X. Xiao, X. Tao, Y. Jia, J. Lu, An energy-efficient hybrid structure with resource allocation in OFDMA networks, in Proceedings of IEEE WCNC’11 (2011)
12.
Zurück zum Zitat R. Xie, F.R. Yu, H. Ji, Y. Li, Energy-efficient resource allocation for heterogeneous cognitive radio networks with femtocells. IEEE Trans. Wirel. Commun. 11 (11), 3910–3920 (2012)CrossRef R. Xie, F.R. Yu, H. Ji, Y. Li, Energy-efficient resource allocation for heterogeneous cognitive radio networks with femtocells. IEEE Trans. Wirel. Commun. 11 (11), 3910–3920 (2012)CrossRef
13.
Zurück zum Zitat G. Piro, M. Miozzo, G. Forte, N. Baldo, L.A. Grieco, G. Boggia, P. Dini, HetNets powered by renewable energy sources: sustainable next-generation cellular networks. IEEE Internet Comput. 17 (1), 32–39 (2013)CrossRef G. Piro, M. Miozzo, G. Forte, N. Baldo, L.A. Grieco, G. Boggia, P. Dini, HetNets powered by renewable energy sources: sustainable next-generation cellular networks. IEEE Internet Comput. 17 (1), 32–39 (2013)CrossRef
14.
Zurück zum Zitat H.S. Dhillon, Y. Li, P. Nuggehalli, Z. Pi, J.G. Andrews, Fundamentals of heterogeneous cellular networks with energy harvesting. IEEE Trans. Wirel. Commun. 13 (5), 2782–2797 (2014)CrossRef H.S. Dhillon, Y. Li, P. Nuggehalli, Z. Pi, J.G. Andrews, Fundamentals of heterogeneous cellular networks with energy harvesting. IEEE Trans. Wirel. Commun. 13 (5), 2782–2797 (2014)CrossRef
15.
Zurück zum Zitat Z. Zheng, X. Zhang, L.X. Cai, R. Zhang, X. Shen, Sustainable communication and networking in two-tier green cellular networks. IEEE Wirel. Commun. Mag. 21 (4), 47–53 (2014)CrossRef Z. Zheng, X. Zhang, L.X. Cai, R. Zhang, X. Shen, Sustainable communication and networking in two-tier green cellular networks. IEEE Wirel. Commun. Mag. 21 (4), 47–53 (2014)CrossRef
17.
Zurück zum Zitat X. Zhang, Z. Su, Z. Yan, W. Wang, Energy-efficiency study for two-tier heterogeneous networks (HetNets) under coverage performance constraints. Mob. Netw. Appl. 18 (4), 567–577 (2013) X. Zhang, Z. Su, Z. Yan, W. Wang, Energy-efficiency study for two-tier heterogeneous networks (HetNets) under coverage performance constraints. Mob. Netw. Appl. 18 (4), 567–577 (2013)
18.
Zurück zum Zitat H. Klessig, A.J. Fehske, G.P. Fettweis, Energy efficiency gains in interference-limited heterogeneous cellular mobile radio networks with random micro site deployment, in IEEE 34th Sarnoff Symposium (2011), pp. 1–6 H. Klessig, A.J. Fehske, G.P. Fettweis, Energy efficiency gains in interference-limited heterogeneous cellular mobile radio networks with random micro site deployment, in IEEE 34th Sarnoff Symposium (2011), pp. 1–6
19.
Zurück zum Zitat L. Saker, S.E. Elayoubi, R. Combes, T. Chahed, Optimal control of wake up mechanisms of femtocells in heterogeneous networks. IEEE J. Sel. Areas Commun. 30 (3), 664–672 (2012)CrossRef L. Saker, S.E. Elayoubi, R. Combes, T. Chahed, Optimal control of wake up mechanisms of femtocells in heterogeneous networks. IEEE J. Sel. Areas Commun. 30 (3), 664–672 (2012)CrossRef
20.
Zurück zum Zitat W. Zheng, W. Li, Y. Xie, X. Wen, Hybrid BS-cooperative power management scheme with self-organized sleep mode in virtual cell-based femto networks. Int. J. Distrib. Sens. Netw. 2012, 12 pp. (2012) W. Zheng, W. Li, Y. Xie, X. Wen, Hybrid BS-cooperative power management scheme with self-organized sleep mode in virtual cell-based femto networks. Int. J. Distrib. Sens. Netw. 2012, 12 pp. (2012)
21.
Zurück zum Zitat D. Cao, S. Zhou, Z. Niu, Improving the energy efficiency of two-tier heterogeneous cellular networks through partial spectrum reuse. IEEE Trans. Wirel. Commun. 12 (8), 4129–4141 (2013)CrossRef D. Cao, S. Zhou, Z. Niu, Improving the energy efficiency of two-tier heterogeneous cellular networks through partial spectrum reuse. IEEE Trans. Wirel. Commun. 12 (8), 4129–4141 (2013)CrossRef
22.
Zurück zum Zitat R. Zhang, M. Wang, Z. Zheng, X. Shen, L.L. Xie, Stochastic geometric performance analysis for carrier aggregation in LTE-A systems, in Proceedings of IEEE ICC’14 (2014) R. Zhang, M. Wang, Z. Zheng, X. Shen, L.L. Xie, Stochastic geometric performance analysis for carrier aggregation in LTE-A systems, in Proceedings of IEEE ICC’14 (2014)
23.
Zurück zum Zitat M. Lauridsen, H. Wang, P. Mogensen, LTE UE energy saving by applying carrier aggregation in a HetNet scenario, in Proceedings of IEEE VTC Spring’13 (2013) M. Lauridsen, H. Wang, P. Mogensen, LTE UE energy saving by applying carrier aggregation in a HetNet scenario, in Proceedings of IEEE VTC Spring’13 (2013)
24.
Zurück zum Zitat A. Mesodiakaki, F. Adelantado, L. Alonso, C. Verikoukis, Energy-efficient user association in cognitive heterogeneous networks. IEEE Commun. Mag. 52 (7), 22–29 (2014)CrossRef A. Mesodiakaki, F. Adelantado, L. Alonso, C. Verikoukis, Energy-efficient user association in cognitive heterogeneous networks. IEEE Commun. Mag. 52 (7), 22–29 (2014)CrossRef
25.
Zurück zum Zitat R. Zhang, Z. Zheng, M. Wang, X. Shen, L.L. Xie, Equivalent capacity in carrier aggregation-based LTE-A systems: a probabilistic analysis. IEEE Trans. Wirel. Commun. 13 (11), 6444–6460 (2014)CrossRef R. Zhang, Z. Zheng, M. Wang, X. Shen, L.L. Xie, Equivalent capacity in carrier aggregation-based LTE-A systems: a probabilistic analysis. IEEE Trans. Wirel. Commun. 13 (11), 6444–6460 (2014)CrossRef
26.
Zurück zum Zitat Z. Xu, C. Yang, G.Y. Li, Y. Liu, S. Xu, Energy-efficient CoMP precoding in heterogeneous networks. IEEE Trans. Signal Process. 62 (4), 1005–1017 (2014)MathSciNetCrossRef Z. Xu, C. Yang, G.Y. Li, Y. Liu, S. Xu, Energy-efficient CoMP precoding in heterogeneous networks. IEEE Trans. Signal Process. 62 (4), 1005–1017 (2014)MathSciNetCrossRef
27.
Zurück zum Zitat K.M.S. Huq, S. Mumtaz, J. Bachmatiuk, J. Rodriguez, X. Wang, R.L. Aguiar, Green HetNet CoMP: energy efficiency analysis and optimization. IEEE Trans. Veh. Technol. 64, 4670–4683 (2014)CrossRef K.M.S. Huq, S. Mumtaz, J. Bachmatiuk, J. Rodriguez, X. Wang, R.L. Aguiar, Green HetNet CoMP: energy efficiency analysis and optimization. IEEE Trans. Veh. Technol. 64, 4670–4683 (2014)CrossRef
28.
Zurück zum Zitat J. Yang, S. Ulukus, Optimal packet scheduling in an energy harvesting communication systems. IEEE Trans. Commun. 60 (1), 220–230 (2012)CrossRef J. Yang, S. Ulukus, Optimal packet scheduling in an energy harvesting communication systems. IEEE Trans. Commun. 60 (1), 220–230 (2012)CrossRef
29.
Zurück zum Zitat K. Tutuncuoglu, A. Yener, Optimum transmission policies for battery limited energy harvesting nodes. IEEE Trans. Wirel. Commun. 11 (3), 1180–1189 (2012)CrossRef K. Tutuncuoglu, A. Yener, Optimum transmission policies for battery limited energy harvesting nodes. IEEE Trans. Wirel. Commun. 11 (3), 1180–1189 (2012)CrossRef
30.
Zurück zum Zitat O. Ozel, K. Tutuncuoglu, J. Yang, S. Ulukus, A. Yener, Transmission with energy harvesting nodes in fading wireless channels: optimal policies. IEEE J. Sel. Areas Commun. 29 (8), 1732–1743 (2011)CrossRef O. Ozel, K. Tutuncuoglu, J. Yang, S. Ulukus, A. Yener, Transmission with energy harvesting nodes in fading wireless channels: optimal policies. IEEE J. Sel. Areas Commun. 29 (8), 1732–1743 (2011)CrossRef
31.
Zurück zum Zitat X. Zhang, X. Shen, L.L. Xie, Joint subcarrier and power allocation for cooperative communications in LTE-advanced networks. IEEE Trans. Wirel. Commun. 13 (2), 658–668 (2014)CrossRef X. Zhang, X. Shen, L.L. Xie, Joint subcarrier and power allocation for cooperative communications in LTE-advanced networks. IEEE Trans. Wirel. Commun. 13 (2), 658–668 (2014)CrossRef
32.
Zurück zum Zitat J. Taneja, J. Jeong, D. Culler, Design, modeling, and capacity planning for micro-solar power sensor networks, Proceedings of IEEE ICPN’08 (2008) J. Taneja, J. Jeong, D. Culler, Design, modeling, and capacity planning for micro-solar power sensor networks, Proceedings of IEEE ICPN’08 (2008)
33.
Zurück zum Zitat A. Sayegh, T.D. Todd, M.N. Smadi, Resource allocation and cost in hybrid solar/wind powered WLAN mesh nodes, in Wireless Mesh Networks: Architectures and Protocols (Springer, New York, 2008), pp. 167–189 A. Sayegh, T.D. Todd, M.N. Smadi, Resource allocation and cost in hybrid solar/wind powered WLAN mesh nodes, in Wireless Mesh Networks: Architectures and Protocols (Springer, New York, 2008), pp. 167–189
34.
Zurück zum Zitat A. Farbod, T.D. Todd, Resource Allocation and Outage Control for Solar-Powered WLAN Mesh Networks. IEEE Trans. Mob. Comput. 6 (8), 960–970 (2007)CrossRef A. Farbod, T.D. Todd, Resource Allocation and Outage Control for Solar-Powered WLAN Mesh Networks. IEEE Trans. Mob. Comput. 6 (8), 960–970 (2007)CrossRef
35.
Zurück zum Zitat Z. Zheng, L.X. Cai, M. Dong, X. Shen, H.V. Poor, Constrained AP placement with rate adaptation in green WLAN mesh networks, in Proceedings of IEEE GLOBECOM’11 (2011) Z. Zheng, L.X. Cai, M. Dong, X. Shen, H.V. Poor, Constrained AP placement with rate adaptation in green WLAN mesh networks, in Proceedings of IEEE GLOBECOM’11 (2011)
36.
Zurück zum Zitat T. Yang, Z. Zheng, H. Liang, R. Deng, N. Cheng, X. Shen, Green energy and content aware data transmission in maritime wireless communication network. IEEE Trans. Intell. Transp. Syst. 16 (2), 751–762 (2015) T. Yang, Z. Zheng, H. Liang, R. Deng, N. Cheng, X. Shen, Green energy and content aware data transmission in maritime wireless communication network. IEEE Trans. Intell. Transp. Syst. 16 (2), 751–762 (2015)
37.
Zurück zum Zitat L.X. Cai, Y. Liu, T.H. Luan, X. Shen, J.W. Mark, H.V. Poor, Dimensioning network deployment and resource management in green mesh networks. IEEE Wirel. Commun. Mag. 18 (5), 58–65 (2011)CrossRef L.X. Cai, Y. Liu, T.H. Luan, X. Shen, J.W. Mark, H.V. Poor, Dimensioning network deployment and resource management in green mesh networks. IEEE Wirel. Commun. Mag. 18 (5), 58–65 (2011)CrossRef
39.
Zurück zum Zitat L.X. Cai, Y. Liu, T.H. Luan, X. Shen, J.W. Mark, H.V. Poor, Sustainability analysis and resource management for wireless mesh networks with renewable energy supplies. IEEE J. Sel. Areas Commun. 32 (2), 345–355 (2014)CrossRef L.X. Cai, Y. Liu, T.H. Luan, X. Shen, J.W. Mark, H.V. Poor, Sustainability analysis and resource management for wireless mesh networks with renewable energy supplies. IEEE J. Sel. Areas Commun. 32 (2), 345–355 (2014)CrossRef
40.
Zurück zum Zitat K. Huang, V.K.N. Lau, Enabling wireless power transfer in cellular networks: architecture, modelling and deployment. IEEE Trans. Wirel. Commun. 13, 902–912 (2014)CrossRef K. Huang, V.K.N. Lau, Enabling wireless power transfer in cellular networks: architecture, modelling and deployment. IEEE Trans. Wirel. Commun. 13, 902–912 (2014)CrossRef
41.
Zurück zum Zitat K. Huang, V.O.K. Li, Renewables powered cellular networks: energy field and network coverage. IEEE Trans. Wirel. Commun., to appear K. Huang, V.O.K. Li, Renewables powered cellular networks: energy field and network coverage. IEEE Trans. Wirel. Commun., to appear
42.
Zurück zum Zitat Z. Zheng, L.X. Cai, R. Zhang, X. Shen, H.V. Poor, RNP-SA: joint relay placement and sub-carrier allocation in wireless communication networks with sustainable energy. IEEE Trans. Wirel. Commun. 11 (10), 3818–3828 (2012)CrossRef Z. Zheng, L.X. Cai, R. Zhang, X. Shen, H.V. Poor, RNP-SA: joint relay placement and sub-carrier allocation in wireless communication networks with sustainable energy. IEEE Trans. Wirel. Commun. 11 (10), 3818–3828 (2012)CrossRef
43.
Zurück zum Zitat S. Wang, W. Guo, M.D. McDonnell, Downlink interference estimation without feedback for heterogeneous network interference avoidance, in Proc. IEEE ICT’14 (2014) S. Wang, W. Guo, M.D. McDonnell, Downlink interference estimation without feedback for heterogeneous network interference avoidance, in Proc. IEEE ICT’14 (2014)
44.
Zurück zum Zitat D.R. Cox, H.D. Miller, The Theory of Stochastic Processes (Chapman and Hall, London, 1965)MATH D.R. Cox, H.D. Miller, The Theory of Stochastic Processes (Chapman and Hall, London, 1965)MATH
45.
Zurück zum Zitat H. Kobayashi, Application of the diffusion approximation to queueing networks I: equilibrium queue distributions. J. ACM 21 (2), 316–328 (1974)MathSciNetCrossRefMATH H. Kobayashi, Application of the diffusion approximation to queueing networks I: equilibrium queue distributions. J. ACM 21 (2), 316–328 (1974)MathSciNetCrossRefMATH
Metadaten
Titel
Resource Management in Sustainable Green HetNets with Renewable Energy Sources
verfasst von
Ran Zhang
Miao Wang
Lin X. Cai
Yu Cheng
Xuemin (Sherman) Shen
Liang-Liang Xie
Copyright-Jahr
2017
DOI
https://doi.org/10.1007/978-3-319-34208-5_19

Neuer Inhalt