Abstract
Wireless network operators are continuously enhancing their networks by deploying newly developed wireless technologies. In order to reduce the deployment costs, the operators try to reuse as many components of the existing networks as possible. This includes the possibility of reusing base station sites in order to reduce costs such as site rental, site acquisition, and backhaul connectivity. In this paper, we model the problem of base station co-siting as a nested mixed integer optimization problem in order to optimize target objectives that are a function of performance and cost. The formulated problem takes as input an area of interest with existing fixed sites and obtains as output the optimal number and locations of required sites including newly deployed and co-sited with the fixed sites. The goal is to minimize the deployment cost of the new network by reusing as many existing sites of the existing network as possible while guaranteeing that the outage probability is below a target threshold. We propose and implement an algorithm to solve the formulated optimization problem as a function of the mobile station distribution and the existing fixed site locations. A UMTS/GSM co-siting scenario is used as a case study in order to evaluate the performance of the proposed algorithm. Results show that the optimal solution depends on the mobile station distribution and the existing sites in addition to a threshold parameter that provides a tradeoff between the deployment cost and the outage probability.








Similar content being viewed by others
References
ECC Report 82. (2006). Compatibility study for UMTS operating within the GSM 900 and GSM 1800 frequency bands. Tech. rep.
Holma, H., Ahonpä, T., & Prieur, E. (2007). UMTS900 co-existence with GSM900. In Proceedings of IEEE vehicular technology conference.
Noblet, C. M. H., Owen, R. H., Saraiva, C., & Wahid, N. (2001). Assessing the effects of GSM cell location re-use for UMTS network. In Proceedings of 3G mobile communications technologies.
Rahnema, M. (2008). UMTS network planning, optimization, and inter-operation with GSM. Singapore: Wiley.
Laiho, J., Wacker, A., & Novosad, T. (2006). Radio network planning and optimization for UMTS, 2nd ed. England: Wiley.
Chevallier, C., Brunner, C., Garavaglia, A., Murray, K., & Baker, K. (2006). WCDMA (UMTS) deployment handbook. England: Wiley.
Gilhousen, K. S., Jacobs, I. M., Padovani, R., Viterbi, A. J., Weaver, L. A., & Wheatley, C. E. (1991). On the capacity of a cellular CDMA system. IEEE Transactions on Vehicular Technology, 40(2), 303–312.
Amaldi, E., Capone, A., & Malucelli, F. (2001). Improved models and algorithms for UMTS radio planning. In Proceedings of IEEE vehicular technology conference.
Amaldi, E., Capone, A., & Malucelli, F. (2001). Optimizing base station siting in UMTS networks. In Proceedings of IEEE vehicular technology conference.
Amaldi, E., Capone, A., & Malucelli, F. (2003). Planning UMTS base station location: Optimization models with power control and algorithms. IEEE Transactions on Wireless Communications, 2(5), 939–952.
Amaldi, E., Capone, A., Malucelli, F., & Signori, F. (2003). Optimization models and algorithms for downlink UMTS radio planning. In Proceedings of IEEE wireless communications and networking conference.
Eisenblätter, A., Fügenschuh, A., Koch, T., Koster, A. M. C. A., Martin, A., Pfender, T., Wegel, O., & Wessäly, R. (2002). Modelling feasible network configurations for UMTS. Technical report ZR-02-16, Konrad-Zuse-Zentrum für Informationstechnik Berlin (ZIB), Germany.
Eisenblätter, A., Fügenschuh, A., & Geerdes, H.-F., Junglas, D., Koch, T., & Martin, A. (2004). Integer programming methods for UMTS radio network planning. WiOpt’04 workshop.
Amaldi, E., Capone, A., & Malucelli, F. (2008). Radio planning and coverage optimization of 3G cellular networks. Journal of Wireless Networks, 14(4), 435–447.
Yang, J., Aydin, M., Zhang, J., & Maple, C. (2007). UMTS base station location planning: A mathematical model and heuristic optimisation algorithms. IET Communications, 1(5), 1007–1014.
Abdel Khalek, A., Al-Kanj, L., Dawy, Z., Turkkiyah, G. (2010). Site placement and site selection algorithms for UMTS radio planning with quality constraints. In Proceedings of international conference on telecommunications (ICT 2010).
Eisenblätter, A., Fügenschuh, A., Koch, T., Koster, A. M. C. A., Martin, A., Pfender, T., et al. (2004). UMTS radio network evaluation and optimization beyond snapshots. Technical report ZR-04-15, Konrad-Zuse-Zentrum für Informationstechnik Berlin (ZIB), Germany.
Eizenbltter, A., & Geerdes, H. (2006). Wireless network design: Solution oriented modeling and mathematical optimization. IEEE Wireless Communications Magazine, 13(6), 8–14.
Kalvanes, K. J., & Olinick, E. (2006). Base station location and service assignments in WCDMA networks. INFORMS Journal on Computing, 18(3), 366–376.
Akl, R. G., Hegde, M. V., Naraghi-Pour, M., & Min, P. S. (1999). Cell placement in a CDMA network. In Proceedings of IEEE wireless communications and networking conference.
Akl, R. G., Hegde, M. V., Naraghi-Pour, M., & Min, P. S. (2001). Multicell CDMA network design. IEEE Transactions on Vehicular Technology, 50(3), 711–722.
Al-Kanj, L., Dawy, Z., & Turkkiyah, G. (2009). A mathematical optimization approach for radio network planning of GSM/UMTS co-siting. In Proceedings of international conference on communications (ICC 2009).
Du, Q., Faber, V., & Gunzburger, M. (1999). Centroidal Voronoi tessellations: Applications and algorithms. SIAM Review, 41(4), 637–676.
Newman, D. J. (1982). The hexagon theorem. Jounal of IEEE Transactions on Information Theory, 28(2), 137–139.
Holma, H., & Toskala, A. (2004). WCDMA for UMTS: Radio access for third generation mobile communications, 3rd ed. England: Wiley.
Matha, B. (1999). Radio propagation in cellular networks. Boston, London: Artech House.
Laiho, J., Wacker, A., & Novosad, T. (2006). Radio network planning and optimisation for UMTS. New York: Wiley.
Ngatchou, P., Zarei, A., El-Sharkawi, M. A. (2005). Pareto multi objective optimization. In Proceedings of international conference on intelligent systems application to power systems.
Du, Q., Emelianenko, M., & Ju, L. (2006). Convergence of the Lloyd algorithm for computing centroidal Voronoi tessellations. SIAM Journal of Numerical Analysis, 44(1), 102–119.
Acknowledgments
We would like to thank the reviewers for their constructive feedback which helped improve the clarity and content of the paper. This work was supported by a research grant from the National Council for Scientific Research, Lebanon. It was also supported by the American University of Beirut Research Board, Dar Al-Handassah (Shair & Partners) Research Fund, and the Rathman (Kadifa) Fund.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Al-Kanj, L., Dawy, Z. & Turkiyyah, G. A mathematical optimization approach for cellular radio network planning with co-siting. Wireless Netw 18, 507–521 (2012). https://doi.org/10.1007/s11276-012-0415-6
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11276-012-0415-6