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A framework for energy-consumption in future hetnets: towards green smart-cities

Published: 22 March 2017 Publication History

Abstract

Cellular systems play an important role in the next generation of mobile Heterogeneous Networks (HetNets). These systems lend themselves as essential infrastructures of smart cities and related smart information systems with mobility support. In recent years, performance evaluation of these systems using numerous analytical/numerical approaches has been of interests to many researchers. Although many studies have been conducted to analyze performance characteristics of HetNets such as throughput, mean queue length, and blocking probability, no one considered a realistic energy consumption model that takes into consideration the white noise and available bandwidth in the evaluation using queuing systems. In this paper, we propose a green framework to model and analyze the energy consumption behaviors in the future HetNets using queuing theory while considering significant parameters in practice. Extensive numerical results are presented and simulations are employed to validate our proposed framework.

References

[1]
2016. 3rd Generation Partnership Project. http://www.3gpp.org. (2016).
[2]
2016. VNI Mobile Forecast Highlights, 2015-2020. http://www.cisco.com/assets/sol/sp/vni/forecast_highlights_mobile/index.html. (2016).
[3]
Patrick Kwadwo Agyapong, Mikio Iwamura, Dirk Staehle, Wolfgang Kiess, and Anass Benjebbour. 2014. Design considerations for a 5G network architecture. IEEE Communications Magazine 52, 11 (2014), 65--75.
[4]
Mohamed A Ahmed, Noureddin M Ibrahim, and HH El-Tamally. 2010. Performance evaluation of handoff queuing schemes. In Communication Software and Networks, 2010. ICCSN'10. Second International Conference on. IEEE, 83--87.
[5]
Gi Ambene and Giov Anni. 2014. Queuing Theory and Telecommunications. (2014).
[6]
Oliver Arnold, Fred Richter, Gerhard Fettweis, and Oliver Blume. 2010. Power consumption modeling of different base station types in heterogeneous cellular networks. In Future Network and Mobile Summit, 2010. IEEE, 1--8.
[7]
Hamid Beigy and Mohammad Reza Meybodi. 2015. A learning automata-based adaptive uniform fractional guard channel algorithm. The Journal of Supercomputing 71, 3 (2015), 871--893.
[8]
Gunter Bolch, Stefan Greiner, Hermann de Meer, and Kishor S Trivedi. 2006. Queueing networks and Markov chains: modeling and performance evaluation with computer science applications. John Wiley & Sons.
[9]
Vladimir Y Borodakiy, Irina A Gudkova, Ekaterina V Markova, and Konstantin E Samouylov. 2014. Modelling and performance analysis of pre-emption based radio admission control scheme for video conferencing over LTE. In ITU Kaleidoscope Academic Conference: Living in a converged world-Impossible without standards?, Proceedings of the 2014. IEEE, 53--59.
[10]
II Carson, David M Nicol, Barry L Nelson, Jerry Banks, and others. 2005. Discrete-event system simulation. (2005).
[11]
Ana Paula Couto Da Silva, Michela Meo, and Marco Ajmone Marsan. 2012. Energy-performance trade-off in dense WLANs: A queuing study. Computer Networks 56, 10 (2012), 2522--2537.
[12]
John N Daigle. 2005. Queueing theory with applications to packet telecommunication. Springer Science & Business Media.
[13]
Imen El Bouabidi, Faouzi Zarai, Mohammad S Obaidat, and Lotfi Kamoun. 2014. Design and analysis of secure host-based mobility protocol for wireless heterogeneous networks. The Journal of Supercomputing 70, 3 (2014), 1036--1050.
[14]
Enver Ever. 2014. Fault-Tolerant Two-Stage Open Queuing Systems With Server Failures at Both Stages. IEEE Communications Letters 18, 9 (2014), 1523--1526.
[15]
Enver Ever, Yonal Kirsal, and Orhan Gemikonakli. 2009. Performability modelling of handoff in wireless cellular networks and the exact solution of system models with service rates dependent on numbers of originating and handoff calls. In Computational Intelligence, Modelling and Simulation, 2009. CSSim'09. International Conference on. IEEE, 282--287.
[16]
Xavier Gelabert, Oriol Sallent, Jordi Pérez-Romero, and Ramon Agustí. 2010. Spectrum sharing in cognitive radio networks with imperfect sensing: a discrete-time Markov model. Computer Networks 54, 14 (2010), 2519--2536.
[17]
Eser Gemikonakli. 2014. Multi-service traffic modelling for wireless communication systems. Ph.D. Dissertation. Middlesex University.
[18]
Antonis G Gotsis, Athanasios S Lioumpas, and Angeliki Alexiou. 2013. Analytical modelling and performance evaluation of realistic time-controlled M2M scheduling over LTE cellular networks. Transactions on Emerging Telecommunications Technologies 24, 4 (2013), 378--388.
[19]
Yonal Kirsal, Enver Ever, Altan Kocyigit, Orhan Gemikonakli, and Glenford Mapp. 2014. A Generic Analytical Modelling Approach for Performance Evaluation of the Handover Schemes in Heterogeneous Environments. Wireless personal communications 79, 2 (2014), 1247--1276.
[20]
Yonal Kirsal, Enver Ever, Altan Kocyigit, Orhan Gemikonakli, and Glenford Mapp. 2015. Modelling and analysis of vertical handover in highly mobile environments. The Journal of Supercomputing 71, 12 (2015), 4352--4380.
[21]
Yoney Kirsal, Eser Gemikonakli, Enver Ever, Glenford E Mapp, and Orhan Gemikonakli. 2010. An analytical approach for performance analysis of handoffs in the next generation integrated cellular networks and WLANs. (2010).
[22]
Yonal Kirsal and Orhan Gemikonakli. 2009. Performability modelling of handoff in wireless cellular networks with channel failures and recovery. In Computer Modelling and Simulation, 2009. UKSIM'09. 11th International Conference on. IEEE, 544--547.
[23]
Anna Larmo, Magnus Lindström, Michael Meyer, Ghyslain Pelletier, Johan Torsner, and Henning Wiemann. 2009. The LTE link-layer design. IEEE Communications magazine 47, 4 (2009).
[24]
Averill M Law. 2007. Statistical analysis of simulation output data: the practical state of the art. In Simulation Conference. IEEE Press, 77--83.
[25]
Chun-Cheng Lin, Der-Jiunn Deng, and Shun-Yu Jhong. 2017. Energy-efficient placement and sleep control of relay nodes in heterogeneous small cell networks. Wireless Networks (2017), 1--16.
[26]
Josip Lorincz and Toncica Matijevic. 2014. Energy-efficiency analyses of heterogeneous macro and micro base station sites. Computers & Electrical Engineering 40, 2 (2014), 330--349.
[27]
Marco Ajmone Marsan and Michela Meo. 2014. Queueing systems to study the energy consumption of a campus WLAN. Computer networks 66 (2014), 82--93.
[28]
Sudip Misra, Isaac Zhang, and Subhas Chandra Misra. 2009. Guide to wireless ad hoc networks. Springer Science & Business Media.
[29]
P Popovski, V Braun, HP Mayer, P Fertl, Z Ren, D Gonzales-Serrano, E Ström, T Svensson, H Taoka, P Agyapong, and others. 2013. Scenarios requirements and KPIs for 5G mobile and wireless system. ICT-317669-METIS/D1. 1, ICT-317669 METIS project (2013).
[30]
Mahmoud H Qutqut, Fadi M Al-Turjman, and Hossam S Hassanein. 2013. MFW: Mobile femtocells utilizing WiFi: A data offloading framework for cellular networks using mobile femtocells. In Communications (ICC), 2013 IEEE International Conference on. IEEE, 6427--6431.
[31]
Raj Kumar Samanta, Partha Bhattacharjee, and Gautam Sanyal. 2009. Performance analysis of cellular wireless network by queuing priority handoff calls. International Journal of Electrical and Electronics Engineering 3, 8 (2009), 472--477.
[32]
Yong Sheng Soh, Tony QS Quek, Marios Kountouris, and Hyundong Shin. 2013. Energy efficient heterogeneous cellular networks. IEEE Journal on Selected Areas in Communications 31, 5 (2013), 840--850.
[33]
Guozhi Song, Laurie Cuthbert, and John Schormans. 2008. Modelling cellular/wireless LAN integrated systems with multi-rate traffic using queueing network. In Wireless Communications, Networking and Mobile Computing, 2008. WiCOM'08. 4th International Conference on. IEEE, 1--4.
[34]
William J Stewart. 2009. Probability, Markov chains, queues, and simulation: the mathematical basis of performance modeling. Princeton University Press.
[35]
Kishor S Trivedi, Selvamuthu Dharmaraja, and Xiaomin Ma. 2002. Analytic modeling of handoffs in wireless cellular networks. Information sciences 148, 1 (2002), 155--166.
[36]
Wei Wang and Gang Shen. 2010. Energy efficiency of heterogeneous cellular network. In Vehicular Technology Conference Fall (VTC 2010-Fall), 2010 IEEE 72nd. IEEE, 1--5.
[37]
Zhe Wang, Xiaodong Wang, Motasem Aldiab, and Tareq Jaber. 2015. User association for energy harvesting relay stations in cellular networks. EURASIP Journal on Wireless Communications and Networking 2015, 1 (2015), 264.
[38]
Tiankui Zhang, Jiaojiao Zhao, Lu An, and Dantong Liu. 2016. Energy efficiency of base station deployment in ultra dense HetNets: A stochastic geometry analysis. IEEE Wireless Communications Letters 5, 2 (2016), 184--187.

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    cover image ACM Other conferences
    ICC '17: Proceedings of the Second International Conference on Internet of things, Data and Cloud Computing
    March 2017
    1349 pages
    ISBN:9781450347747
    DOI:10.1145/3018896
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    Publication History

    Published: 22 March 2017

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    Author Tags

    1. LTE networks
    2. cellular networks
    3. energy efficiency
    4. performance analysis
    5. queuing theory

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    ICC '17 Paper Acceptance Rate 213 of 590 submissions, 36%;
    Overall Acceptance Rate 213 of 590 submissions, 36%

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