Abstract
Inappropriate parameters and antenna problems will result in abnormal coverage performance of LTE networks. In order to deal with the problems mentioned above and improve the coverage performance, this paper proposes a downlink coverage Self-optimizing algorithm (DCSA) on the strength of big data analytics. The proposed algorithm obtains and analyzes the data, which records the performance situation of existing wireless networks to locate the cells with abnormal coverage performance. Then a Self-optimizing method is proposed to improve the coverage by adjusting the parameters. In the last part, the analysis results will display that the coverage optimization algorithm is high-efficiency and low-cost for telecom operators.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Xu, L., Luan, Y., Cheng, X.: Telecom big data based user offloading self-optimisation in heterogeneous relay cellular systems. Int. J. Distrib. Sys. Technol. 8, 27–46 (2017). IEEE Beijing
Celebi, O.F., Zeydan, E., Kurt, O.F.: On use of big data for enhancing network coverage analysis. In: International Conference on Telecommunications, pp. 1–5. IEEE Casablanca (2013)
Shu, T., Krunz, M.: Coverage-time optimization for clustered wireless sensor networks: a power-balancing approach. ACM Trans. Netw. 18, 202–215 (2012)
Fagen, D., Vicharelli, P.A., Weitzen, J.: Automated wireless coverage optimization with controlled overlap. Trans. Veh. Technol. 57, 2395–2403 (2008)
Siomina, I., Varbrand, P., Yuan, D.: Automated optimization of service coverage and base station antenna configuration in UMTS networks. Wireless Commun. 13, 16–25 (2006)
Gao, J., Cheng, X., Xu, L.: An interference management algorithm using big data analytics in LTE cellular networks. In: ISCIT, pp. 246–251. IEEE Qingdao (2016)
Gao, J., Cheng, X., Xu, L.: A coverage Self-optimizing algorithm using big data analytics in WCDMA cellular networks. In: ICSINC, pp. 27–46. Taylor, Beijing (2015)
Xu, L., Chen, Y., Gao, Y.: A Self-optimizing load balancing scheme for fixed relay cellular networks. In: ICCTA, pp. 306–311. IET, Beijing (2011)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2018 Springer Nature Singapore Pte Ltd.
About this paper
Cite this paper
Gao, J., Cheng, X., Xu, L., Cao, L., Cheng, C. (2018). A Downlink Coverage Self-optimizing Algorithm for LTE Cellular Networks Based on Big Data Analytics. In: Sun, S., Chen, N., Tian, T. (eds) Signal and Information Processing, Networking and Computers. ICSINC 2017. Lecture Notes in Electrical Engineering, vol 473. Springer, Singapore. https://doi.org/10.1007/978-981-10-7521-6_45
Download citation
DOI: https://doi.org/10.1007/978-981-10-7521-6_45
Published:
Publisher Name: Springer, Singapore
Print ISBN: 978-981-10-7520-9
Online ISBN: 978-981-10-7521-6
eBook Packages: EngineeringEngineering (R0)