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Published in: Wireless Networks 6/2014

01-08-2014

A metaheuristic-based downlink power allocation for LTE/LTE-A cellular deployments

A multiobjective strategy suitable for Self-Optimizing Networks

Authors: David González G., Mario García-Lozano, Silvia Ruiz, Dong Seop Lee

Published in: Wireless Networks | Issue 6/2014

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Abstract

The explosive growth of cellular networks makes their deployment and maintenance more and more complex, time consuming, and expensive. Self-Organizing Networks have been recognized as a promising way to alleviate this problem by minimizing human intervention in such processes. This paper introduces a novel multiobjective framework, based on evolutionary optimization, aiming at improving network performance and users Quality of Service. By tuning the transmitted power at each cell, average intercell interference levels are minimized. The design of the proposed scheme is feasible for distributed implementations in Long Term Evolution (LTE) and LTE-Advanced networks and its operation is compatible with current specifications. The framework is able to provide effective network-specific optimization and obtained results show that gains in terms of network capacity and cell edge performance are 5 and 10 %, respectively. Energy savings always accompanied such enhancements with reductions up to 35 %.

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Footnotes
1
Although typically joint optimization of several parameters results in higher gains, the associated complexity or computational cost results in feasibility issues.
 
2
The framework proposed in this article is partially based on the scheme originally presented in [37].
 
3
In LTE, Reference Signals (RS) are embedded into the system bandwidth to allow channel estimation/equalization and synchronization, see [38] and [39].
 
4
A solution \({\mathbf{x}}_{1}\) is preferred to (dominates in the Pareto sense) another solution \({\mathbf{x}}_{2}, ({\mathbf{x}}_{1}\succ{\mathbf{x}}_{2})\), if \({\mathbf{x}}_{1}\) is better than \({\mathbf{x}}_{2}\) in at least one criterion and no worse in the remaining ones.
 
5
In LTE, a Resource Block (RB) is composed of a set of 12 contiguous subcarriers [38].
 
6
If particular spatial traffic distributions are required to be considered, the extension of the proposed multiobjective framework is straightforward by weighting different zones of the coverage area. This can be done by assigning different probabilities to individual pixels instead of assuming that every pixel has the same probability. Therefore, f 1 and f 2 would be computed according to the general definition of the expected value.
 
Literature
2.
go back to reference Dahlman, E., Parkvall, S., & Sköld, J. (2011). 4G LTE/LTE-advanced for mobile broadband (1st ed.). Elsevier: Academic Press. ISBN: 978-0-12-385489-6. Dahlman, E., Parkvall, S., & Sköld, J. (2011). 4G LTE/LTE-advanced for mobile broadband (1st ed.). Elsevier: Academic Press. ISBN: 978-0-12-385489-6.
3.
go back to reference Brand, A., & Aghvami, H. (2002). Multiple access protocols for mobile communications: GPRS, UMTS and beyond (1st ed.). London: John Wiley & Sons, Ltd.CrossRef Brand, A., & Aghvami, H. (2002). Multiple access protocols for mobile communications: GPRS, UMTS and beyond (1st ed.). London: John Wiley & Sons, Ltd.CrossRef
4.
go back to reference Hu, H., Zhang, J., Zheng, X., Yang, Y., & Wu, P. (2010). Self-configuration and self-optimization for LTE networks. IEEE Communications Magazine, 48(2), 94–100CrossRef Hu, H., Zhang, J., Zheng, X., Yang, Y., & Wu, P. (2010). Self-configuration and self-optimization for LTE networks. IEEE Communications Magazine, 48(2), 94–100CrossRef
5.
go back to reference Peng, M., Liang, D., Wei, Y., Li, J., & Chen, H.-H. (2013). Self-configuration and self-optimization in LTE-A dvanced heterogeneous networks. IEEE Communications Magazine, 51(5), 36–45CrossRef Peng, M., Liang, D., Wei, Y., Li, J., & Chen, H.-H. (2013). Self-configuration and self-optimization in LTE-A dvanced heterogeneous networks. IEEE Communications Magazine, 51(5), 36–45CrossRef
7.
go back to reference Group Radio Access Network. (2010). TS 36.423, TS 32.102, 3GPP GRAN, Jun 2010, v9.3.0. Group Radio Access Network. (2010). TS 36.423, TS 32.102, 3GPP GRAN, Jun 2010, v9.3.0.
8.
go back to reference Marwangi, M. M. S., Fisal, N., Yusof, S. K. S., Rashid, R., Ghafar, A., Saparudin, F., & Katiran, N. (2011). Challenges and practical implementation of self-organizing networks in lte/lte-advanced systems. In 2011 International conference on information technology and multimedia (ICIM). Marwangi, M. M. S., Fisal, N., Yusof, S. K. S., Rashid, R., Ghafar, A., Saparudin, F., & Katiran, N. (2011). Challenges and practical implementation of self-organizing networks in lte/lte-advanced systems. In 2011 International conference on information technology and multimedia (ICIM).
9.
go back to reference Group Radio Access Network. (2010). TR 36.902: Self-configuring and self-optimizing network (SON) use cases and solutions, 3GPP, Jun 2010, v9.2.0. Group Radio Access Network. (2010). TR 36.902: Self-configuring and self-optimizing network (SON) use cases and solutions, 3GPP, Jun 2010, v9.2.0.
10.
go back to reference Feng, S., & Seidel, E. (2008). Self-Organizing Networks (SON) in 3GPP Long Term Evolution. Nomor research, Technical Report. Feng, S., & Seidel, E. (2008). Self-Organizing Networks (SON) in 3GPP Long Term Evolution. Nomor research, Technical Report.
11.
go back to reference Garcia-Lozano, M., Ruiz, S., & Olmos, J. (2004). Umts optimum cell load balancing for inhomogeneous traffic patterns. In 2004 IEEE 60th Vehicular Technology Conference, 2004. VTC2004-Fall (Vol. 2, pp. 909–913). Garcia-Lozano, M., Ruiz, S., & Olmos, J. (2004). Umts optimum cell load balancing for inhomogeneous traffic patterns. In 2004 IEEE 60th Vehicular Technology Conference, 2004. VTC2004-Fall (Vol. 2, pp. 909–913).
12.
go back to reference d’Orey, P., Garcia-Lozano, M., & Ferreira, M. (2010). Automatic link balancing using fuzzy logic control of handover parameter. In 2010 IEEE 21st international symposium on personal indoor and mobile radio communications (PIMRC), pp. 2168–2173. d’Orey, P., Garcia-Lozano, M., & Ferreira, M. (2010). Automatic link balancing using fuzzy logic control of handover parameter. In 2010 IEEE 21st international symposium on personal indoor and mobile radio communications (PIMRC), pp. 2168–2173.
13.
go back to reference Li, Y., Feng, Z., Xu, D., Zhang, Q., & Tian, H. (2011). Automated optimal configuring of femtocell base stations’ parameters in enterprise femtocell network. In 2011 IEEE global telecommunications conference (GLOBECOM 2011), pp. 1–5. Li, Y., Feng, Z., Xu, D., Zhang, Q., & Tian, H. (2011). Automated optimal configuring of femtocell base stations’ parameters in enterprise femtocell network. In 2011 IEEE global telecommunications conference (GLOBECOM 2011), pp. 1–5.
14.
go back to reference Pasandideh, M., & St-Hilaire, M. (2010). Automatic planning of UMTS release 4.0 networks using realistic traffic. In 2010 IEEE international symposium on World of Wireless Mobile and Multimedia Networks (WoWMoM). Pasandideh, M., & St-Hilaire, M. (2010). Automatic planning of UMTS release 4.0 networks using realistic traffic. In 2010 IEEE international symposium on World of Wireless Mobile and Multimedia Networks (WoWMoM).
15.
go back to reference Garcia-Lozano, M., Ruiz-Boque, S., Perez-Romero, J., & Sallent, O. (2008). Performance improvement of hsdpa/umts networks through dynamic code tuning. In IEEE 19th international symposium on personal, indoor and mobile radio communications, 2008. PIMRC 2008. Garcia-Lozano, M., Ruiz-Boque, S., Perez-Romero, J., & Sallent, O. (2008). Performance improvement of hsdpa/umts networks through dynamic code tuning. In IEEE 19th international symposium on personal, indoor and mobile radio communications, 2008. PIMRC 2008.
16.
go back to reference Benedicic, L., Stular, M., & Korosec, P. (2012). Balancing downlink and uplink soft-handover areas in umts networks. In 2012 IEEE congress on evolutionary computation (CEC), pp. 1–8. Benedicic, L., Stular, M., & Korosec, P. (2012). Balancing downlink and uplink soft-handover areas in umts networks. In 2012 IEEE congress on evolutionary computation (CEC), pp. 1–8.
17.
go back to reference Garcia-Lozano, M., Ruiz, S., & Olmos, J. (2003). CPICH power optimisation by means of simulated annealing in an utra-fdd environment. Electronics Letters, 39(23), 1676–1677CrossRef Garcia-Lozano, M., Ruiz, S., & Olmos, J. (2003). CPICH power optimisation by means of simulated annealing in an utra-fdd environment. Electronics Letters, 39(23), 1676–1677CrossRef
18.
go back to reference Soldani, D., Alford, G., Parodi, F., & Kylvaja, M.(2007). An autonomic framework for self-optimizing next generation mobile networks. In IEEE international symposium on a World of Wireless, Mobile and Multimedia Networks, 2007. WoWMoM 2007, pp. 1–6. Soldani, D., Alford, G., Parodi, F., & Kylvaja, M.(2007). An autonomic framework for self-optimizing next generation mobile networks. In IEEE international symposium on a World of Wireless, Mobile and Multimedia Networks, 2007. WoWMoM 2007, pp. 1–6.
19.
go back to reference He, H., Wen, X., Zheng, W., Sun, Y., & Wang, B. (2010). Game theory based load balancing in self-optimizing wireless networks. In 2010 The 2nd International Conference on Computer and Automation Engineering (ICCAE) (Vol. 4, pp. 415–418). He, H., Wen, X., Zheng, W., Sun, Y., & Wang, B. (2010). Game theory based load balancing in self-optimizing wireless networks. In 2010 The 2nd International Conference on Computer and Automation Engineering (ICCAE) (Vol. 4, pp. 415–418).
20.
go back to reference Temesvary, A. (2009). Self-configuration of antenna tilt and power for plug and play deployed cellular networks. In IEEE wireless communications and networking conference, 2009. WCNC 2009, pp. 1–6. Temesvary, A. (2009). Self-configuration of antenna tilt and power for plug and play deployed cellular networks. In IEEE wireless communications and networking conference, 2009. WCNC 2009, pp. 1–6.
21.
go back to reference Wu, R., Wen, Z., Fan, C., Liu, J., & Ma, Z. (2010). Self-optimization of antenna configuration in lte-advance networks for energy saving. In 2010 3rd IEEE International Conference on Broadband Network and Multimedia Technology (IC-BNMT), pp. 529–534. Wu, R., Wen, Z., Fan, C., Liu, J., & Ma, Z. (2010). Self-optimization of antenna configuration in lte-advance networks for energy saving. In 2010 3rd IEEE International Conference on Broadband Network and Multimedia Technology (IC-BNMT), pp. 529–534.
22.
go back to reference Lee, K., Lee, H., & Cho, D.-H. (2011). Collaborative resource allocation for self-healing in self-organizing networks. In 2011 IEEE International Conference on Communications (ICC), pp. 1–5. Lee, K., Lee, H., & Cho, D.-H. (2011). Collaborative resource allocation for self-healing in self-organizing networks. In 2011 IEEE International Conference on Communications (ICC), pp. 1–5.
23.
go back to reference Combes, R., Altman, Z., Haddad, M., & Altman, E. (Jun 2011). Self-optimizing strategies for interference coordination in OFDMA Networks. In 2011 IEEE International Conference on Communications Workshops (ICC). Combes, R., Altman, Z., Haddad, M., & Altman, E. (Jun 2011). Self-optimizing strategies for interference coordination in OFDMA Networks. In 2011 IEEE International Conference on Communications Workshops (ICC).
24.
go back to reference Samdanis, K., & Brunner, M. (2011). Self-organized network management functions for relay Enhanced LTE-Advanced systems. In 2011 IEEE 22nd international symposium on Personal Indoor and Mobile Radio Communications (PIMRC). Samdanis, K., & Brunner, M. (2011). Self-organized network management functions for relay Enhanced LTE-Advanced systems. In 2011 IEEE 22nd international symposium on Personal Indoor and Mobile Radio Communications (PIMRC).
25.
go back to reference Zhang, M., Li, W., Jia, S., Zhang, L., & Liu, Y. (2011). A lightly-loaded cell initiated load balancing in lte self-optimizing networks. In 2011 6th international ICST conference on Communications and Networking in China (CHINACOM). Zhang, M., Li, W., Jia, S., Zhang, L., & Liu, Y. (2011). A lightly-loaded cell initiated load balancing in lte self-optimizing networks. In 2011 6th international ICST conference on Communications and Networking in China (CHINACOM).
26.
go back to reference Komine, T., Yamamoto, T., & Konishi, S. (2012). A proposal of cell selection algorithm for lte handover optimization. In 2012 IEEE Symposium on Computers and Communications (ISCC), pp. 000037–000042. Komine, T., Yamamoto, T., & Konishi, S. (2012). A proposal of cell selection algorithm for lte handover optimization. In 2012 IEEE Symposium on Computers and Communications (ISCC), pp. 000037–000042.
27.
go back to reference Li, X., Jin, H., Jiang, J., Hou, S., Peng, M., & Wang, G. (2012). A gradient projection based self-optimizing algorithm for inter-cell interference coordination in downlink ofdma networks. In 2012 7th international ICST conference on Communications and Networking in China (CHINACOM). Li, X., Jin, H., Jiang, J., Hou, S., Peng, M., & Wang, G. (2012). A gradient projection based self-optimizing algorithm for inter-cell interference coordination in downlink ofdma networks. In 2012 7th international ICST conference on Communications and Networking in China (CHINACOM).
28.
go back to reference Bo, W., Yu, S., Lv, Z., & Wang, J. (2012). A novel self-optimizing load balancing method based on ant colony in lte network. In 2012 8th international conference on Wireless Communications, Networking and Mobile Computing (WiCOM), pp. 1–4. Bo, W., Yu, S., Lv, Z., & Wang, J. (2012). A novel self-optimizing load balancing method based on ant colony in lte network. In 2012 8th international conference on Wireless Communications, Networking and Mobile Computing (WiCOM), pp. 1–4.
29.
go back to reference Yang, S., Zhang, W., & Zhao, X. (2012). Virtual cell-breathing based load balancing in downlink lte-a self-optimizing networks. In 2012 international conference on Wireless Communications Signal Processing (WCSP). Yang, S., Zhang, W., & Zhao, X. (2012). Virtual cell-breathing based load balancing in downlink lte-a self-optimizing networks. In 2012 international conference on Wireless Communications Signal Processing (WCSP).
30.
go back to reference Hou, I.-H., & Chen, C. S. (2013). An energy-aware protocol for self-organizing heterogeneous lte systems. IEEE Journal on Selected Areas in Communications, 31(5), 937–946CrossRef Hou, I.-H., & Chen, C. S. (2013). An energy-aware protocol for self-organizing heterogeneous lte systems. IEEE Journal on Selected Areas in Communications, 31(5), 937–946CrossRef
31.
go back to reference Huang, Y., & Rao, B. (2013). An analytical framework for heterogeneous partial feedback design in heterogeneous multicell ofdma networks. IEEE Transactions on Signal Processing, 61(3) ,753–769CrossRefMathSciNet Huang, Y., & Rao, B. (2013). An analytical framework for heterogeneous partial feedback design in heterogeneous multicell ofdma networks. IEEE Transactions on Signal Processing, 61(3) ,753–769CrossRefMathSciNet
32.
go back to reference Soret, B., Wang, H., Pedersen, K., & Rosa, C. (2013). Multicell cooperation for lte-advanced heterogeneous network scenarios. IEEE Wireless Communications, 20(1), 27–34CrossRef Soret, B., Wang, H., Pedersen, K., & Rosa, C. (2013). Multicell cooperation for lte-advanced heterogeneous network scenarios. IEEE Wireless Communications, 20(1), 27–34CrossRef
33.
go back to reference Shen, Z., Andrews, J., & Evans, B. (2005). Adaptive resource allocation in multiuser ofdm systems with proportional rate constraints. IEEE Transactions on Wireless Communications, 4(6), 2726–2737CrossRef Shen, Z., Andrews, J., & Evans, B. (2005). Adaptive resource allocation in multiuser ofdm systems with proportional rate constraints. IEEE Transactions on Wireless Communications, 4(6), 2726–2737CrossRef
34.
go back to reference Joung, J., & Sun, S. (2012). Power efficient resource allocation for downlink ofdma relay cellular networks. IEEE Transactions on Signal Processing, 60(5), 2447–2459CrossRefMathSciNet Joung, J., & Sun, S. (2012). Power efficient resource allocation for downlink ofdma relay cellular networks. IEEE Transactions on Signal Processing, 60(5), 2447–2459CrossRefMathSciNet
35.
go back to reference Marques, A., Lopez-Ramos, L., Giannakis, G., Ramos, J., & Caamaño A. (2012). Optimal cross-layer resource allocation in cellular networks using channel- and queue-state information. IEEE Transactions on Vehicular Technology, 61(6), 2789–2807CrossRef Marques, A., Lopez-Ramos, L., Giannakis, G., Ramos, J., & Caamaño A. (2012). Optimal cross-layer resource allocation in cellular networks using channel- and queue-state information. IEEE Transactions on Vehicular Technology, 61(6), 2789–2807CrossRef
36.
go back to reference Cheung, K., Yang, S., & Hanzo, L. (2013). Achieving maximum energy-efficiency in multi-relay ofdma cellular networks: A fractional programming approach. IEEE Transactions on Communications, 61(7), 2746–2757CrossRef Cheung, K., Yang, S., & Hanzo, L. (2013). Achieving maximum energy-efficiency in multi-relay ofdma cellular networks: A fractional programming approach. IEEE Transactions on Communications, 61(7), 2746–2757CrossRef
37.
go back to reference González G., D., García-Lozano, M., Ruiz, S., Olmos, J., & Lee, D. S. (Sep 2012). Optimization of realistic full frequency reuse OFDMA-based cellular networks. In IEEE 23th international symposium on Personal, Indoor and Mobile Radio Communications, 2012. PIMRC 2012. González G., D., García-Lozano, M., Ruiz, S., Olmos, J., & Lee, D. S. (Sep 2012). Optimization of realistic full frequency reuse OFDMA-based cellular networks. In IEEE 23th international symposium on Personal, Indoor and Mobile Radio Communications, 2012. PIMRC 2012.
38.
go back to reference Group Radio Access Network. (2008). TS 36.201: LTE physical layer—General description, 3GPP, Dec 2008, v8.2.0. Group Radio Access Network. (2008). TS 36.201: LTE physical layer—General description, 3GPP, Dec 2008, v8.2.0.
39.
go back to reference Group Radio Access Network. (2010). TS 36.213: Physical layer procedures, 3GPP GRAN, Jun 2010, v9.2.0. Group Radio Access Network. (2010). TS 36.213: Physical layer procedures, 3GPP GRAN, Jun 2010, v9.2.0.
40.
go back to reference Sawaragi Y., Hirotaka I., & Tanino T. (1985). Theory of multiobjective optimization (1st ed.). London: Academic Press, Inc.MATH Sawaragi Y., Hirotaka I., & Tanino T. (1985). Theory of multiobjective optimization (1st ed.). London: Academic Press, Inc.MATH
41.
go back to reference Blum, C., & Roli, A. (2003). Metaheuristics in combinatorial optimization: Overview and conceptual comparison. ACM Computing Surveys, 35(3), 268–368CrossRef Blum, C., & Roli, A. (2003). Metaheuristics in combinatorial optimization: Overview and conceptual comparison. ACM Computing Surveys, 35(3), 268–368CrossRef
42.
go back to reference González, D., Garcia-Lozano, M., Ruiz, S., & Olmos, J. On the need for dynamic downlink intercell interference coordination for realistic LTE deployments. Wireless Communications and Mobile Computing. John Wiley & Sons, Ltd. (accepted). doi:10.1002/wcm.2191. González, D., Garcia-Lozano, M., Ruiz, S., & Olmos, J. On the need for dynamic downlink intercell interference coordination for realistic LTE deployments. Wireless Communications and Mobile Computing. John Wiley & Sons, Ltd. (accepted). doi:10.​1002/​wcm.​2191.
43.
44.
go back to reference Gill, P. E., & Wong, E. (2010). Sequential quadratic programming methods. Department of Mathematics, University of California, San Diego, La Jolla, CA, Technical Report NA-10-03, Aug 2010. Gill, P. E., & Wong, E. (2010). Sequential quadratic programming methods. Department of Mathematics, University of California, San Diego, La Jolla, CA, Technical Report NA-10-03, Aug 2010.
45.
go back to reference Coello, C. A., Lamont, G. B., & Van Veldhuizen, D. A. (2007). Evolutionary algorithms for solving multi-objective problems (2nd ed.). Springer: Genetic and Evolutionary Computation Series. Coello, C. A., Lamont, G. B., & Van Veldhuizen, D. A. (2007). Evolutionary algorithms for solving multi-objective problems (2nd ed.). Springer: Genetic and Evolutionary Computation Series.
46.
go back to reference Deb, K., Pratap, A., Agarwal, S., & Meyarivan, T. (2002). A fast and elitist multiobjective genetic algorithm: NSGA-II. IEEE Transactions on Evolutionary Computation, 6(2), 182–197CrossRef Deb, K., Pratap, A., Agarwal, S., & Meyarivan, T. (2002). A fast and elitist multiobjective genetic algorithm: NSGA-II. IEEE Transactions on Evolutionary Computation, 6(2), 182–197CrossRef
47.
go back to reference Zitzler, E., Deb, K., & Thiele, L. (2000). Comparison of multiobjective evolutionary algorithms: Empirical results. Evolutionary Computation, 8(2), 173–195CrossRef Zitzler, E., Deb, K., & Thiele, L. (2000). Comparison of multiobjective evolutionary algorithms: Empirical results. Evolutionary Computation, 8(2), 173–195CrossRef
48.
go back to reference Verdone, R., Buehler, H., Cardona, N., Munna, A., Patelli, R., Ruiz, S., Grazioso, P., Zanella, A., Eisenblätter, A., & Geerdes, H. (2004). MORANS white paper—Update. COST 273, Athens (Greece), Technical Report available as TD(04)062, Jan. 26–28, 2004. Verdone, R., Buehler, H., Cardona, N., Munna, A., Patelli, R., Ruiz, S., Grazioso, P., Zanella, A., Eisenblätter, A., & Geerdes, H. (2004). MORANS white paper—Update. COST 273, Athens (Greece), Technical Report available as TD(04)062, Jan. 26–28, 2004.
49.
go back to reference Group Radio Access Network. (2000). TR 25.942: RF system scenarios. 3GPP, Feb 2000, v2.1.3. Group Radio Access Network. (2000). TR 25.942: RF system scenarios. 3GPP, Feb 2000, v2.1.3.
50.
go back to reference Fraile, R., Lázaro, O., & Cardona, N. (2003). Two dimensional shadowing model. COST 273, Prague (Czec Republic), Technical Report available as TD(03)171, Sep. 24–26, 2003. Fraile, R., Lázaro, O., & Cardona, N. (2003). Two dimensional shadowing model. COST 273, Prague (Czec Republic), Technical Report available as TD(03)171, Sep. 24–26, 2003.
51.
go back to reference Sorensen, T. B., Mogensen, P. E., & Frederiksen, F. (2005). Extension of the ITU Channel Models for Wideband (OFDM) Systems. In 2005 IEEE 62nd Vehicular Technology Conference, 2005. VTC-2005-Fall. Sep 2005. Sorensen, T. B., Mogensen, P. E., & Frederiksen, F. (2005). Extension of the ITU Channel Models for Wideband (OFDM) Systems. In 2005 IEEE 62nd Vehicular Technology Conference, 2005. VTC-2005-Fall. Sep 2005.
52.
go back to reference Correia, L. M. et al. (2001). Identification of relevant parameters for traffic modelling and interference estimation. Information Society Technologies (IST), Technical Report available as IST-2000-28088-MOMENTUM-D21-PUB, Nov 2001. Correia, L. M. et al. (2001). Identification of relevant parameters for traffic modelling and interference estimation. Information Society Technologies (IST), Technical Report available as IST-2000-28088-MOMENTUM-D21-PUB, Nov 2001.
53.
go back to reference Group Radio Access Network. (2008). TS 25.201: Physical layer—General description. 3GPP, May 2008, v8.1.0. Group Radio Access Network. (2008). TS 25.201: Physical layer—General description. 3GPP, May 2008, v8.1.0.
54.
go back to reference Lakshminarasimman, N., Baskar, S., Alphones, A., & Willjuice, I. M. (2011). Evolutionary multiobjective optimization of cellular base station locations using modified NSGA-II. Wireless Networks, 17(3), 597–609, Apr 2011, Kluwer Academic Publishers. Lakshminarasimman, N., Baskar, S., Alphones, A., & Willjuice, I. M. (2011). Evolutionary multiobjective optimization of cellular base station locations using modified NSGA-II. Wireless Networks, 17(3), 597–609, Apr 2011, Kluwer Academic Publishers.
55.
go back to reference Spall, J. C. (2003) Introduction to stochastic search and optimization (1st ed.). New York: Wiley-InterscienceCrossRefMATH Spall, J. C. (2003) Introduction to stochastic search and optimization (1st ed.). New York: Wiley-InterscienceCrossRefMATH
56.
go back to reference Yang, Q., & Ding, S. (2007). Novel algorithm to calculate hypervolume indicator of Pareto approximation set. Advanced Intelligent Computing Theories and Applications, 2, 235–244 Yang, Q., & Ding, S. (2007). Novel algorithm to calculate hypervolume indicator of Pareto approximation set. Advanced Intelligent Computing Theories and Applications, 2, 235–244
57.
go back to reference Zitzler, E., & Thiele, L. (1998). Multiobjective optimization using evolutionary algorithms—A comparative case study. In Parallel problem solving from nature V, Springer, pp. 292–301 Zitzler, E., & Thiele, L. (1998). Multiobjective optimization using evolutionary algorithms—A comparative case study. In Parallel problem solving from nature V, Springer, pp. 292–301
58.
go back to reference Fleischer, M. (2003). The measure of Pareto optima applications to multi-objective metaheuristics. In Evolutionary multi-criterion optimization (EMO) 2003, Lecture Notes in Computer Science (LNCS) (Vol. 2632, pp. 519–533). Berlin, Heidelberg: Springer-Verlag. Fleischer, M. (2003). The measure of Pareto optima applications to multi-objective metaheuristics. In Evolutionary multi-criterion optimization (EMO) 2003, Lecture Notes in Computer Science (LNCS) (Vol. 2632, pp. 519–533). Berlin, Heidelberg: Springer-Verlag.
59.
go back to reference Zitzler, E., Laumanns, M., & Thiele, L. (2001). SPEA2: Improving the strength Pareto evolutionary algorithm. Swiss Federal Institute of Technology (ETH) Zurich, Technical Report, May, 2001, TIK-Report 103. Zitzler, E., Laumanns, M., & Thiele, L. (2001). SPEA2: Improving the strength Pareto evolutionary algorithm. Swiss Federal Institute of Technology (ETH) Zurich, Technical Report, May, 2001, TIK-Report 103.
60.
go back to reference Group Radio Access Network. (2011). TS 36.331: Radio Resource Control (RRC) Protocol Specification, 3GPP, Jun 2011, v8.14.0. Group Radio Access Network. (2011). TS 36.331: Radio Resource Control (RRC) Protocol Specification, 3GPP, Jun 2011, v8.14.0.
Metadata
Title
A metaheuristic-based downlink power allocation for LTE/LTE-A cellular deployments
A multiobjective strategy suitable for Self-Optimizing Networks
Authors
David González G.
Mario García-Lozano
Silvia Ruiz
Dong Seop Lee
Publication date
01-08-2014
Publisher
Springer US
Published in
Wireless Networks / Issue 6/2014
Print ISSN: 1022-0038
Electronic ISSN: 1572-8196
DOI
https://doi.org/10.1007/s11276-013-0659-9

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