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QoE-aware Energy Efficiency Maximization Based Joint User Access Selection and Power Allocation for Heterogeneous Network

  • Ji, Shiyu (State Key Laboratory of Alternate Electrical Power System, North China Electric Power University) ;
  • Tang, Liangrui (State Key Laboratory of Alternate Electrical Power System, North China Electric Power University) ;
  • Xu, Chen (State Key Laboratory of Alternate Electrical Power System, North China Electric Power University) ;
  • Du, Shimo (China Mobile Company) ;
  • Zhu, Jiajia (State Key Laboratory of Alternate Electrical Power System, North China Electric Power University) ;
  • Hu, Hailin (State Key Laboratory of Alternate Electrical Power System, North China Electric Power University)
  • Received : 2017.03.11
  • Accepted : 2017.06.17
  • Published : 2017.10.31

Abstract

In future, since the user experience plays a more and more important role in the development of today's communication systems, quality of experience (QoE) becomes a widely used metric, which reflects the subjective experience of end users for wireless service. In addition, the energy efficiency is an increasingly important problem with the explosive growth in the amount of wireless terminals and nodes. Hence, a QoE-aware energy efficiency maximization based joint user access selection and power allocation approach is proposed to solve the problem. We transform the joint allocation process to an optimization of energy efficiency by establishing an energy efficiency model, and then the optimization problem is solved by chaotic clone immune algorithm (CCIA). Numerical simulation results indicate that the proposed algorithm can efficiently and reliably improve the QoE and ensure high energy efficiency of networks.

Keywords

References

  1. A. Damnjanovic, J. Montojo, Y. Wei, T. Ji, T. Luo, M. Vajapeyam, T. Yoo, O. Song and D. Malladi, "A survey on 3GPP heterogeneous networks," IEEE Wireless Communications, vol. 18, no. 3, pp. 10-21, June, 2011. https://doi.org/10.1109/MWC.2011.5876496
  2. H. Zhang, C. Jiang, N. C. Beaulieu, X. Chu, X. Wen and M. Tao, "Resource Allocation in Spectrum-Sharing OFDMA Femtocells with Heterogeneous Services," IEEE Transactions on Communications, vol. 62, no. 7, pp. 2366-2377, June, 2014. https://doi.org/10.1109/TCOMM.2014.2328574
  3. J. Dai and S. Wang, "QoE-driven resource allocation method for cognitive radio networks," in Proc. of 2016 in IEEE International Conference on Communications (ICC), Kuala Lumpur, pp. 1-6, July, 2016.
  4. H. Shao et al., "Joint Optimization of Quality of Experience and Power Consumption in OFDMA Multicell Networks," IEEE Communications Letters, vol. 20, no. 2, pp. 380-383, Feb. 2016. https://doi.org/10.1109/LCOMM.2015.2508924
  5. Y. S. Soh, T. Q. S. Quek, M. Kountouris and H. Shin, "Energy Efficient Heterogeneous Cellular Networks," IEEE Journal on Selected Areas in Communications, vol. 31, no. 5, pp. 840-850, May, 2013. https://doi.org/10.1109/JSAC.2013.130503
  6. B. S. Rong, F. R. Yu, and G. Senarath. "Interference-Aware Energy-Efficient Resource Allocation for OFDMA-Based Heterogeneous Networks with Incomplete Channel State Information," in IEEE Transactions on Vehicular Technology, vol. 64, no. 3, pp. 6081-6085, Mar. 2014.
  7. C. Han, T. Harrold, S. Armour, J. Krikidis, S. Videv, P. M. Grant, H. Haas, J. S. Thompson, I. Ku, C. X. Wang, T. A. Le, M. K. Nakhai, J. Zhang and L. Hanzo, "Green radio: radio techniques to enable energy-efficient wireless networks," in IEEE Communications Magazine, vol. 49, no. 6, pp. 46-54, June 2011. https://doi.org/10.1109/MCOM.2011.5783984
  8. T. Chen, Y. Yang, H. Zhang, H. Kim and K. Horneman, "Network energy saving technologies for green wireless access networks," in IEEE Wireless Communications, vol. 18, no. 5, pp: 30-38, May. 2011. https://doi.org/10.1109/MWC.2011.6056690
  9. A. Kiran, B. Singh, and R. Khanna, "Particle swarm optimization based network selection in heterogeneous wireless environment," in Optik-International Journal for Light and Electron Optics, vol. 125, no.1,pp:214-129, Jan.2014. https://doi.org/10.1016/j.ijleo.2013.06.011
  10. K. Pavlos, A. Rouskas, and M. Anagnostou. "Utility-based RAT selection optimization in heterogeneous wireless networks," in Pervasive & Mobile Computing, vol.12, no.10, pp. 92-111, June 2014. https://doi.org/10.1016/j.pmcj.2013.03.007
  11. Y. Kwon, T. Hwang and X. Wang, "Energy-Efficient Transmit Power Control for Multi-tier MIMO HetNets," in IEEE Journal on Selected Areas in Communications, vol. 33, no. 10, pp. 2070-2086, Oct. 2015. https://doi.org/10.1109/JSAC.2015.2435311
  12. T. Mao, G. Feng, L. Liang, S. Qin and B. Wu, "Distributed Energy-Efficient Power Control for Macro-Femto Networks," in IEEE Transactions on Vehicular Technology, vol. 65, no. 2, pp. 718-731, Feb. 2016. https://doi.org/10.1109/TVT.2015.2402618
  13. C. Jiang, Y. Chen, K. J. R. Liu and Y. Ren, "Renewal-theoretical dynamic spectrum access in cognitive radio network with unknown primary behavior," in IEEE Journal on Selected Areas in Communications, vol. 31, no. 3, pp. 406-416, Mar. 2013. https://doi.org/10.1109/JSAC.2013.130307
  14. X. Kang, R. Zhang and M. Motani, "Price-Based Resource Allocation for Spectrum-Sharing Femtocell Networks: A Stackelberg Game Approach," in IEEE Journal on Selected Areas in Communications, vol. 30, no. 3, pp. 538-549, Apr. 2012. https://doi.org/10.1109/JSAC.2012.120404
  15. R. Chai, H. Zhang and Q. Chen, "Throughput maximization based joint power and bandwidth allocation for UMTS/WLAN integrated network," in 2013 8th International Conference on Communications and Networking in China (CHINACOM), pp. 246-251, Aug 14-16, 2013.
  16. P. Luong, T. M. Nguyen, L. B. Le and N. D. dao, "Admission control design for integrated WLAN and OFDMA-based cellular networks," in Proc. of 2014 IEEE Wireless Communications and Networking Conference (WCNC), pp. 1386-1391, Apr 6-9, 2014.
  17. T. Maksymyuk, M. Kyryk and M. Jo, "Comprehensive Spectrum Management for Heterogeneous Networks in LTE-U," IEEE Wireless Communications, vol. 23, no. 6, pp. 8-15, Dec. 2016. https://doi.org/10.1109/MWC.2016.1600042WC
  18. N. Ul Hasan, W. Ejaz, N. Ejaz, H. S. Kim, A. Anpalagan and M. Jo, "Network Selection and Channel Allocation for Spectrum Sharing in 5G Heterogeneous Networks," IEEE Access, vol. 4, pp. 980-992, Feb. 2016. https://doi.org/10.1109/ACCESS.2016.2533394
  19. G. Huang, Z. Lin, D. Tang and J. Qin, "QoS-driven jointly optimal power and bandwidth allocation for heterogeneous wireless networks," Electronics Letters, vol. 51, no. 1, pp. 122-124, Jan. 2015. https://doi.org/10.1049/el.2014.3048
  20. C. A. Chan, W. Li, S. Bian, C. Lin, A. F. Gygax, C. Leckie, M. Yan and K. Hinton. "Assessing network energy consumption of mobile applications," IEEE Communications Magazine, vol. 53, no. 11, pp. 182-191, Nov. 2015. https://doi.org/10.1109/MCOM.2015.7321989
  21. M. Elhoseny, X. Yuan, Z. Yu, C. Mao, H. K. El-Minir and A. M. Riad, "Balancing Energy Consumption in Heterogeneous Wireless Sensor Networks Using Genetic Algorithm," IEEE Communications Letters, vol. 19, no. 12, pp. 2194-2197, Dec. 2015. https://doi.org/10.1109/LCOMM.2014.2381226
  22. Q. Wu, G. Y. Li, W. Chen, D. W. K. Ng and R. Schober. "An Overview of Sustainable Green 5G Networks," IEEE Wireless Communications, Oct. 2016.
  23. W. Y. Wang, X. Wang and A. A. Nilsson, "Energy-efficient bandwidth allocation in wireless networks: algorithms, analysis, and simulations," in IEEE Transactions on Wireless Communications, vol. 5, no. 5, pp. 1103-1114, May 2006. https://doi.org/10.1109/TWC.2006.1633363
  24. S. Zhang, Q. Wu, S. Xu and G. Y. Li, "Fundamental Green Tradeoffs: Progresses, Challenges, and Impacts on 5G Networks," IEEE Communications Surveys & Tutorials, vol. 19, no. 1, pp. 33-56, July. 2017. https://doi.org/10.1109/COMST.2016.2594120
  25. Q. Wu and W. Chen, "User-centric energy-efficient resource allocation for wireless powered communications," in Proc. of 2015 International Conference on Wireless Communications & Signal Processing (WCSP), pp. 1-6, Oct 15-17, 2015.
  26. G. Y. Li, Z. Xu, G. Xiong, C. Yang, S. Zhang, Y. Chen and S. Xu. "Energy-efficient wireless communications: Tutorial, survey, and open issues," IEEE Wireless Communications, vol. 18, no. 6, pp. 28-35, Dec. 2011. https://doi.org/10.1109/MWC.2011.6108331
  27. J. B. Rao and A. O. Fapojuwo, "A survey of energy efficient resource management techniques for multicell cellular networks," IEEE Communications Surveys & Tutorial., vol. 16, no. 1, pp. 154-180, May. 2014. https://doi.org/10.1109/SURV.2013.042313.00226
  28. S. Ji, L. Tang, S. Du and S. Li, "Energy efficiency maximization based joint power and bandwidth allocation for heterogeneous network," in Proc. of 2016 12th International Conference on Natural Computation, Fuzzy Systems and Knowledge Discovery (ICNC-FSKD), pp. 2019-2023, Aug 13-15, 2016.
  29. G. Lim, C. Xiong, L. J. Cimini and G. Y. Li, "Energy-Efficient Resource Allocation for OFDMA-Based Multi-RAT Networks," IEEE Transactions on Wireless Communications, vol. 13, no. 5, pp. 2696-2705, May 2014. https://doi.org/10.1109/TWC.2014.032014.131410
  30. Q. Wu, W. Chen, M. Tao, J. Li, H. Tang and J. Wu, "Resource Allocation for Joint Transmitter and Receiver Energy Efficiency Maximization in Downlink OFDMA Systems," IEEE Transactions on Communications, vol. 63, no. 2, pp. 416-430, Feb. 2015. https://doi.org/10.1109/TCOMM.2014.2385705
  31. P. Luong, T. M. Nguyen, L. B. Le, N. D. Dao and E. Hossain, "Energy-Efficient WiFi Offloading and Network Management in Heterogeneous Wireless Networks," IEEE Access, vol. 4, pp. 10210-10227, 2016. https://doi.org/10.1109/ACCESS.2017.2647739
  32. Y. S. Soh, T. Q. S. Quek, M. Kountouris and H. Shin, "Energy Efficient Heterogeneous Cellular Networks," IEEE Journal on Selected Areas in Communications, vol. 31, no. 5, pp. 840-850, May 2013. https://doi.org/10.1109/JSAC.2013.130503
  33. Y. Xu, R. Q. Hu, Y. Qian and T. Znati, "Video Quality-Based Spectral and Energy Efficient Mobile Association in Heterogeneous Wireless Networks," IEEE Transactions on Communications, vol. 64, no. 2, pp. 805-817, Feb. 2016. https://doi.org/10.1109/TCOMM.2015.2503760
  34. H. Pervaiz, L. Musavian and Q. Ni, "Joint user association and energy-efficient resource allocation with minimum-rate constraints in two-tier HetNets," in Proc. of 2013 IEEE 24th Annual International Symposium on Personal, Indoor, and Mobile Radio Communications (PIMRC), pp. 1634-1639, Sept 8-11, 2013.
  35. Q. Wu, W. Chen and J. Li, "Wireless Powered Communications With Initial Energy: QoS Guaranteed Energy-Efficient Resource Allocation," IEEE Communications Letters, vol. 19, no. 12, pp. 2278-2281, Dec. 2015. https://doi.org/10.1109/LCOMM.2015.2482974
  36. K. U. R. Laghari and K. Connelly, "Toward total quality of experience: A QoE model in a communication ecosystem," IEEE Communications Magazine, vol. 50, no. 4, pp. 58-65, Apr. 2012. https://doi.org/10.1109/MCOM.2012.6178834
  37. Y. Y. Zhang, H. Long, Y. X. Peng, A. V. Vasilakos, and W. B. Wang. "QoE and energy efficiency aware resource allocation for OFDM systems in group mobility environments," International Journal of Communication Systems, vol. 27, no. 12, pp. 3526-3544. Dec. 2014. https://doi.org/10.1002/dac.2555
  38. B. Li, S. Li, C. Xing, Z. Fei and J. Kuang, "A QoE-based OFDM resource allocation scheme for energy efficiency and quality guarantee in multiuser-multiservice system," in Proc. of 2012 IEEE Globecom Workshops, pp. 1293-1297, Dec 3-7, 2012.
  39. S. Thakolsri, W. Kellerer and E. Steinbach, "QoE-Based Cross-Layer Optimization of Wireless Video with Unperceivable Temporal Video Quality Fluctuation," in Proc. of 2011 IEEE International Conference on Communications (ICC), pp. 1-6, June 5-9, 2011.
  40. Q. T. Nguyen-Vuong, Y. Ghamri-Doudane and N. Agoulmine, "On utility models for access network selection in wireless heterogeneous networks," in Proc. of NOMS 2008-2008 IEEE Network Operations and Management Symposium, pp. 144-151, Apr 7-11, 2008.
  41. A. Karadimce, R. Malekian, and A. H. Abdullah. "Intelligent Delivery of Multimedia Content in Mobile Environment," Applied Mathematics & Information Sciences, vol. 7, no. 6, pp. 2305-2310, Nov. 2013. https://doi.org/10.12785/amis/070621
  42. L. Wang, J. Shao, Y. Q. Zhong, W. S. Zhao and R. Malekian, "Modeling Based on Elman Wavelet Neural Network for Class-D Power Amplifiers," Applied Mathematics & Information Science, vol. 7, no. 6, pp. 2445-2453, Nov. 2013. https://doi.org/10.12785/amis/070638
  43. R. Malekian, D. C. Bogatinoska, A. Karadimce, N. Ye, J. Trengoska and W. A. Nyako, "A Novel Smart ECO model for Energy Consumption Optimization," Elektronika Ir Elektrotechnika, vol. 21, no. 6, pp. 75-80, 2015.
  44. L. Tang, W. Li, J. Sheng and B. Fan. "A Chaos Genetic Algorithm Based Access Selection in Heterogeneous Wireless Networks," Acta Electronica Sinica, vol. 42, no. 8, pp:1564-1570. Aug, 2014.
  45. G. Lim, C. Xiong, L. J. Cimini and G. Y. Li, "Energy-Efficient Resource Allocation for OFDMA-Based Multi-RAT Networks," IEEE Transactions on Wireless Communications, vol. 13, no. 5, pp. 2696-2705, May, 2014. https://doi.org/10.1109/TWC.2014.032014.131410

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