Top

Published in:

2023 | OriginalPaper | Chapter

Cell Expansion Priority Recommendation Based on Prophet Algorithm

Authors : Xiaomeng Zhu, Zijing Yang, Guanghai Liu, Yi Li, Lexi Xu, Xinzhou Cheng, Runsha Dong

Published in: Signal and Information Processing, Networking and Computers

Publisher: Springer Nature Singapore

Activate our intelligent search to find suitable subject content or patents.

search-config

AI-assisted search

Off

Abstract

In recent years, both LTE and 5G experiences fast development and construction world-widely. Under the explosive business demand and massive mobile terminal equipment connection, the guarantee of network load is of vital importance. This paper proposes a recommendation model for cell expansion priority. Initially, it uses the Prophet algorithm to predict cell traffic trends based on user behavior characteristics in different scenarios. Then it defines expansion warning thresholds according to different expansion types. Finally, combining cell traffic trends and expansion thresholds, a recommendation model is established. The proposed model can assist network optimizer more accurately grasp the current network capacity situation and future capacity trend, monitor the indexes of network expansion dynamically. Besides, this model can also follow the expansion principle of timeliness and predictability, which can make rational use of expansion investment and guarantee user perception.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

über 102.000 Bücher
über 537 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Finance + Banking
Management + Führung
Marketing + Vertrieb
Maschinenbau + Werkstoffe
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 390 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Maschinenbau + Werkstoffe

Jetzt Wissensvorsprung sichern!

inform now

previous chapter Research of New Energy Vehicles User Portrait and Vehicle-Owner Matching Model Based on Multi-source Big Data

next chapter Load and Energy Balance Strategy of SDN Control Plane in Mobility Scenarios

Xu, Y., Yin, F., Xu, W., Lin, J., Cui, S.: Wireless traffic prediction with scalable Gaussian process: framework, algorithms, and verification. IEEE J. Sel. Areas Commun. 37(6), 1291–1306 (2019)CrossRef

Yan, W., Jin, D., Lin, Z., Yin, F.: Graph neural network for large-scale network localization. In: 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 5250–5254, Toronto (2021)

Xu, L., Dai, Y., Zhang, J., Zhang, C., Yin, F.: Exact O(N2) hyper-parameter optimization for Gaussian process regression. In: 30th IEEE International Workshop on Machine Learning for Signal Processing (MLSP), pp. 1–6 (2020)

Yin, F., Pan, L., Theodoridis, S., et al.: Linear multiple low-rank kernel based stationary Gaussian processes regression for time series. IEEE Trans. Signal Process. 68(1), 5260–5275 (2020)MathSciNetCrossRef

Kong, Q., et al.: Privacy-preserving aggregation for federated learning-based navigation in vehicular fog. IEEE Trans. Ind. Inform. https://doi.org/10.1109/TII.2021.3075683

Yin, F., et al.: FedLoc: federated learning framework for data-driven cooperative localization and location data processing. IEEE Open J. Signal Process. 1, 187–215 (2020)CrossRef

Xu, L., Chen, X., Zhao, et al.: Telecom big data assisted bs resource analysis for LTE/5G systems. In: 18th IEEE International Conferences on Ubiquitous Computing and Communications, pp. 81–88. IEEE Press, Shenyang (2019)

Zhao, Y., Fritsche, C., Hendeby, G., Yin, F., et al.: Cramér-Rao bounds for filtering based on Gaussian process state-space models. IEEE Trans. Signal Process. 67(23), 5936–5951 (2019)MathSciNetCrossRef

Hong, T., Fan, S.: Probabilistic electric load forecasting. Int. J. Forecast. J. 32(3), 914–938 (2016)CrossRef

10.

Xu, L., Luan, Y., Cheng, X., et al.: Telecom big data based user offloading self-optimisation in heterogeneous relay cellular systems. Int. J. Distrib. Syst. Technol. 8(2), 27–46 (2017)CrossRef

11.

Xue, M., Wu, L., Zhang, Q.P., et al.: Research on load forecasting of charging station based on XGBoost and LSTM model. J. Phys. Conf. Ser. 1757(1), 012145 (2021)CrossRef

12.

Xu, L., et al.: User perception aware telecom data mining and network management for LTE/LTE-advanced networks. In: Sun, S. (eds.) Signal and Information Processing, Networking and Computers. ICSINC 2018. LNEE, vol. 494, pp. 237−245. Springer, Singapore (2019). https://doi.org/10.1007/978-981-13-1733-0_29

13.

Cui, C., et al.: Research on power load forecasting method based on LSTM model. In: 2020 IEEE 5th Information Technology and Mechatronics Engineering Conference (ITOEC), pp. 1657–1660 (2020)

14.

Fang, Q., Zhong, Y., Xie, C., Zhang, H., Li, S.: Research on PCA-LSTM-based Short-term Load Forecasting Method. In: IOP Conference Series: Earth and Environmental Science, vol. 495, no. 1, p. 012015 (2020)

15.

Quan, R., Zhu, L., Wu, Y., Yang, Y.: Holistic LSTM for pedestrian trajectory prediction. IEEE Trans. Image Process. 30, 3229−3239 (2021)

Title: Cell Expansion Priority Recommendation Based on Prophet Algorithm
Authors: Xiaomeng Zhu
Zijing Yang
Guanghai Liu
Yi Li
Lexi Xu
Xinzhou Cheng
Runsha Dong
Publisher: Springer Nature Singapore
Book: Signal and Information Processing, Networking and Computers
Print ISBN: 978-981-19-3386-8

Electronic ISBN: 978-981-19-3387-5

Copyright Year: 2023
DOI: https://doi.org/10.1007/978-981-19-3387-5_172