Abstract
To estimate the precipitation amount from communication signal attenuation is a relatively novel and promising method for its good measurement accuracy and high spatial-temporal resolution. In this paper, we will introduce a 5G MR information precipitation estimation algorithm to predict the precipitation. The algorithm comprises two stages: precipitation database construction and precipitation estimation. During the first stage, the precipitation database undergoes pretreatment through limiting and moving average filtering. In the subsequent online matching stage, the rain intensity is calculated using the support vector machine (SVM) algorithm. The results show that the average accuracy rate has reached 94.84%.
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Laws, J.O., Parsons, D.A.: The relation of raindrop-size to intensity. EOS Trans. Am. Geophys. Union 24(2), 452–460 (1943)
Best, A.C.: The size distribution of raindrops. Q. J. R. Meteorol. Soc. 76(327), 16–36 (1950)
Villermaux, E., Bossa, B.: Single-drop fragmentation determines size distribution of raindrops. Nat. Phys. 5(9), 697–702 (2009)
Zohidov, B., Andrieu, H., Servières, M., et al.: Rainfall retrieval in urban areas using commercial microwave links from mobile networks: a modelling feasibility study. In: EGU General Assembly Conference Abstracts, vol. 16 (2014)
Xu, L., Chen, Y., Chai, K.K., Schormans, J., Cuthbert, L.: Self-organising cluster-based cooperative load balancing in OFDMA cellular networks. Wiley Wirel. Commun. Mob. Comput. 15(7), 1171–1187 (2015)
Eiza, M., Cao, Y., Xu, L.: Toward Sustainable and Economic Smart Mobility: Shaping the Future of Smart Cities, 1st edn. World Scientific, London (2020)
Zhang, X., Cao, Y., Peng, L., Ahmad, N., Xu, L.: Towards efficient battery swapping service operation under battery heterogeneity. IEEE Trans. Veh. Technol. 69(6), 6107–6118 (2020)
Xu, L., et al.: Architecture and technology of multi-source heterogeneous data system for telecom operator. In: Wang, Y., Xu, L., Yan, Y., Zou, J. (eds.) Signal and Information Processing, Networking and Computers. LNEE, vol. 677, pp. 1000–1009. Springer, Singapore (2021). https://doi.org/10.1007/978-981-33-4102-9_120
Rahimi, A.R., Holt, A.R., Upton, G.J.G., et al.: Use of dual‐frequency microwave links for measuring path‐averaged rainfall. J. Geophys. Res. Atmos. 108(D15) (2003)
Holt, A.R., Kuznetsov, G.G., Rahimi, A.R.: Comparison of the use of dual-frequency and single-frequency attenuation for the measurement of path-averaged rainfall along a microwave link. IEE Proc.-Microwaves Antennas Propag. 150(5), 315–320 (2003)
Upton, G.J.G., Cummings, R.J., Holt, A.R.: Identification of melting snow using data from dual-frequency microwave links. IET Microwaves Antennas Propag. 1(2), 282–288 (2007)
Leijnse, H., Uijlenhoet, R., Stricker, J.N.M.: Rainfall measurement using radio links from cellular communication networks Water Resourc. Res. 43(3) (2007)
Overeem, A., Leijnse, H., Uijlenhoet, R.: Measuring urban rainfall using microwave links from commercial cellular communication networks. Water Resourc. Res. 47(12) (2011)
Leijnse, H., Uijlenhoet, R., Stricker, J.N.M.: Hydrometeorological application of a microwave link: 2. Precipitation. Water Resourc. Res. 43(4) (2007)
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Xu, L. et al. (2024). A New Method for Precipitation Estimation Based on 5G MR Information. In: Wang, Y., Zou, J., Xu, L., Ling, Z., Cheng, X. (eds) Signal and Information Processing, Networking and Computers. ICSINC 2023. Lecture Notes in Electrical Engineering, vol 1188. Springer, Singapore. https://doi.org/10.1007/978-981-97-2124-5_46
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DOI: https://doi.org/10.1007/978-981-97-2124-5_46
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