Commercial microwave link networks for rainfall observation: Assessment of the current status and future challenges

Funding information German Research Foundation Accurate observation of the high spatio-temporal variability of rainfall is crucial for hydrometeorological applications. However, the existing observations from rain gauges and weather radars have individual shortcomings that can introduce considerable errors and uncertainties. A fairly new technique to get additional rainfall information is the usage of the country-wide commercial microwave link (CML) networks for rainfall estimation by exploiting the measurements of rain-induced attenuation along these CMLs. This technique has seen an increasing number of applications during the last years. Different methods have been developed to process the noisy raw data and to derive rainfall fields. It has been shown that CMLs can provide important line-integrated rainfall information that complements pointwise rain gauge and spatial radar observations. There exist several limitations, though. Robustly dealing with the erratic fluctuations of the CML raw data is a challenge, in particular with the growing number of CMLs. How to correctly compensate for the biases from the effect of wet antenna attenuation for different CMLs also remains a crucial research question. Progress is additionally hampered by the lack of method intercomparisons, which in turn is hampered by restricted data sharing. Hence, collaboration is key for further advancements, also with regard to extended interaction with the CML network operators, which is a prerequisite to achieve increased data availability. In regions where rain gauges and weather radars are available, CMLs are a welcome complement. But in developing countries, which are characterized by weak technical infrastructure and which often suffer from water stress, additional rainfall information is a necessity. CMLs could play a crucial role in this respect.

[1]  Hidde Leijnse,et al.  Rainfall retrieval with commercial microwave links in São Paulo, Brazil , 2017, Atmospheric Measurement Techniques.

[2]  Witold F. Krajewski,et al.  Radar for hydrology: unfulfilled promise or unrecognized potential? , 2013 .

[3]  Remko Uijlenhoet,et al.  Microwave link rainfall estimation: Effects of link length and frequency, temporal sampling, power resolution, and wet antenna attenuation , 2008 .

[4]  Hidde Leijnse,et al.  Country-wide rainfall maps from cellular communication networks , 2013, Proceedings of the National Academy of Sciences.

[5]  A.P. King,et al.  The Effect of Rain upon the Propagation of Waves in the 1- and 3-Centimeter Regions , 1946, Proceedings of the IRE.

[6]  A. Hou,et al.  The Global Precipitation Measurement Mission , 2014 .

[7]  Remko Uijlenhoet,et al.  Path‐averaged rainfall estimation using microwave links: Uncertainty due to spatial rainfall variability , 2007 .

[8]  Jonatan Ostrometzky,et al.  Dynamic Determination of the Baseline Level in Microwave Links for Rain Monitoring From Minimum Attenuation Values , 2018, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

[9]  Hidde Leijnse,et al.  Opportunistic remote sensing of rainfall using microwave links from cellular communication networks , 2018 .

[10]  Christopher S. Ruf,et al.  35-GHz Dual-Polarization Propagation Link for Rain-Rate Estimation , 1996 .

[11]  Marielle Gosset,et al.  Rainfall monitoring based on microwave links from cellular telecommunication networks: First results from a West African test bed , 2014 .

[12]  Dmitri Kavetski,et al.  Microwave links for rainfall estimation in an urban environment: Insights from an experimental setup in Luxembourg-City , 2012 .

[13]  Carlton W. Ulbrich,et al.  Rainfall Measurement Error by WSR-88D Radars due to Variations in Z–R Law Parameters and the Radar Constant , 1999 .

[14]  M.R. Islam,et al.  Measurement of wet antenna effect on microwave propagation at 23, 26 and 38 GHz , 2000, IEEE Antennas and Propagation Society International Symposium. Transmitting Waves of Progress to the Next Millennium. 2000 Digest. Held in conjunction with: USNC/URSI National Radio Science Meeting (C.

[15]  J. A. Stratton The Effect of Rain and Fog on the Propagation of Very Short Radio Waves , 1930, Proceedings of the Institute of Radio Engineers.

[16]  Alexis Berne,et al.  Quality control of rain gauge measurements using telecommunication microwave links , 2013 .

[17]  Carlton W. Ulbrich,et al.  Path- and Area-Integrated Rainfall Measurement by Microwave Attenuation in the 1–3 cm Band , 1977 .

[18]  G.E. Mueller,et al.  Propagation of 6-Millimeter Waves , 1946, Proceedings of the IRE.

[19]  Peter Jan van Leeuwen,et al.  A Variational Approach to Retrieve Rain Rate by Combining Information from Rain Gauges, Radars, and Microwave Links , 2013 .

[20]  Jussi Leinonen,et al.  High-level interface to T-matrix scattering calculations: architecture, capabilities and limitations. , 2014, Optics express.

[21]  C. Vörösmarty,et al.  Global water resources: vulnerability from climate change and population growth. , 2000, Science.

[22]  Christian Chwala,et al.  A monostatic microwave transmission experiment for line integrated precipitation and humidity remote sensing , 2014 .

[23]  Remko Uijlenhoet,et al.  Hydrometeorological application of a microwave link: 2. Precipitation , 2007 .

[24]  Hagit Messer,et al.  Technical Note: Novel method for water vapour monitoring using wireless communication networks measurements , 2009 .

[25]  Alexis Berne,et al.  Quantification and Modeling of Wet-Antenna Attenuation for Commercial Microwave Links , 2013, IEEE Geoscience and Remote Sensing Letters.

[26]  Hagit Messer,et al.  Technical Note: Novel method for water vapor monitoring using wireless communication networks measurements , 2008 .

[27]  Graham J. G. Upton,et al.  Use of dual-frequency microwave links for measuring path-averaged rainfall , 2003 .

[28]  Hidde Leijnse,et al.  Evaluation of Rainfall Products Derived From Satellites and Microwave Links for The Netherlands , 2017, IEEE Transactions on Geoscience and Remote Sensing.

[29]  Silke Trömel,et al.  Using Microwave Backhaul Links to Optimize the Performance of Algorithms for Rainfall Estimation and Attenuation Correction , 2014 .

[30]  Z. Marinković,et al.  New Method for Detection of Precipitation Based on Artificial Neural Networks , 2014 .

[31]  Pavel Valtr,et al.  Quantifying Wet Antenna Attenuation in 38-GHz Commercial Microwave Links of Cellular Backhaul , 2019, IEEE Geoscience and Remote Sensing Letters.

[32]  A. Berne,et al.  Retrieval of the rain drop size distribution using telecommunication dual-polarization microwave links , 2009 .

[33]  J Rieckermann,et al.  Assessing the potential of using telecommunication microwave links in urban drainage modelling. , 2013, Water science and technology : a journal of the International Association on Water Pollution Research.

[34]  Remko Uijlenhoet,et al.  Hydrometeorological application of a microwave link: 1. Evaporation , 2007 .

[35]  Hagit Messer,et al.  Rain Rate Estimation Using Measurements From Commercial Telecommunications Links , 2009, IEEE Transactions on Signal Processing.

[36]  Noam David,et al.  Using Cellular Communication Networks To Detect Air Pollution. , 2016, Environmental science & technology.

[37]  Haruya Minda,et al.  High Temporal Resolution Path-Average Rain Gauge with 50-GHz Band Microwave , 2005 .

[38]  Hidde Leijnse,et al.  A measurement campaign to assess sources of error in microwave link rainfall estimation , 2018, Atmospheric Measurement Techniques.

[39]  Jörg Rieckermann,et al.  Gauge-adjusted rainfall estimates from commercial microwave links. , 2016 .

[40]  Geert Leus,et al.  Dynamic rainfall monitoring using microwave links , 2016, EURASIP Journal on Advances in Signal Processing.

[41]  Alexis Berne,et al.  Using Markov switching models to infer dry and rainy periods from telecommunication microwave link signals , 2012 .

[42]  Jonatan Ostrometzky,et al.  Precipitation Classification Using Measurements From Commercial Microwave Links , 2014, IEEE Transactions on Geoscience and Remote Sensing.

[43]  Hidde Leijnse,et al.  Retrieval algorithm for rainfall mapping from microwave links in a cellular communication network , 2015 .

[44]  Hidde Leijnse,et al.  The effect of differences between rainfall measurement techniques on groundwater and discharge simulations in a lowland catchment , 2016 .

[45]  J. S. Marshall,et al.  MEASUREMENT OF RAINFALL BY RADAR , 1947 .

[46]  Hidde Leijnse,et al.  Radar rainfall estimation of stratiform winter precipitation in the Belgian Ardennes , 2011 .

[47]  Hagit Messer,et al.  Prediction of rainfall intensity measurement errors using commercial microwave communication links , 2010 .

[48]  Graham J. G. Upton,et al.  Identification of melting snow using data from dual-frequency microwave links , 2007 .

[49]  M. Mishchenko,et al.  Reprint of: T-matrix computations of light scattering by nonspherical particles: a review , 1996 .

[50]  Hidde Leijnse,et al.  Rainfall measurement using radio links from cellular communication networks , 2007 .

[51]  Andrea Manzoni,et al.  Use of Operational Microwave Link Measurements for the Tomographic Reconstruction of 2-D Maps of Accumulated Rainfall , 2016, IEEE Geoscience and Remote Sensing Letters.

[52]  Hidde Leijnse,et al.  Two and a half years of country‐wide rainfall maps using radio links from commercial cellular telecommunication networks , 2016 .

[53]  Christian Chwala,et al.  Potential of commercial microwave link network derived rainfall for river runoff simulations , 2017 .

[54]  A. Bárdossy,et al.  Stochastic Reconstruction and Interpolation of Precipitation Fields Using Combined Information of Commercial Microwave Links and Rain Gauges , 2017 .

[55]  Hidde Leijnse,et al.  Improving Rainfall Measurement in Gauge Poor Regions Thanks to Mobile Telecommunication Networks , 2016 .

[56]  Walter Hitschfeld,et al.  ERRORS INHERENT IN THE RADAR MEASUREMENT OF RAINFALL AT ATTENUATING WAVELENGTHS , 1954 .

[57]  J. Haerter,et al.  Strong increase in convective precipitation in response to higher temperatures , 2013 .

[58]  Hagit Messer,et al.  New algorithm for integration between wireless microwave sensor network and radar for improved rainfall measurement and mapping , 2014 .

[59]  B. Blevis Losses due to rain on radomes and antenna reflecting surfaces , 1965 .

[60]  Rafael F. Rincon,et al.  Microwave link dual-wavelength measurements of path-average attenuation for the estimation of drop size distributions and rainfall , 2002, IEEE Trans. Geosci. Remote. Sens..

[61]  Christine Unal,et al.  Precipitation measurement at CESAR, the Netherlands , 2010 .

[62]  Ben H. P. Maathuis,et al.  A Conceptual Flash Flood Early Warning System for Africa, Based on Terrestrial Microwave Links and Flash Flood Guidance , 2014, ISPRS Int. J. Geo Inf..

[63]  Hagit Messer,et al.  The potential of commercial microwave networks to monitor dense fog‐feasibility study , 2013 .

[64]  Hidde Leijnse,et al.  Measurement and interpolation uncertainties in rainfall maps from cellular communication networks , 2015 .

[65]  Boris Sevruk,et al.  Estimation of Wind-Induced Error of Rainfall Gauge Measurements Using a Numerical Simulation , 1999 .

[66]  Hagit Messer,et al.  Estimation of rainfall fields using commercial microwave communication networks of variable density , 2008 .

[67]  Petr Sýkora,et al.  Commercial microwave links instead of rain gauges: fiction or reality? , 2015, Water science and technology : a journal of the International Association on Water Pollution Research.

[68]  Forrest J. Masters,et al.  Drop-Size Distributions in Thunderstorms Measured by Optical Disdrometers during VORTEX2 , 2013 .

[69]  H. Leijnse,et al.  Rainfall measurement using cell phone links: classification of wet and dry periods using geostationary satellites , 2017 .

[70]  Hagit Messer,et al.  Environmental Monitoring by Wireless Communication Networks , 2006, Science.

[71]  Muhammad Sohail Afzal,et al.  Real time rainfall estimation using microwave signals of cellular communication networks: a case study of Faisalabad, Pakistan , 2018 .

[72]  Harald Kunstmann,et al.  Real-time data acquisition of commercial microwave link networks for hydrometeorological applications , 2015 .

[73]  Hidde Leijnse,et al.  Errors and Uncertainties in Microwave Link Rainfall Estimation Explored Using Drop Size Measurements and High-Resolution Radar Data , 2010 .

[74]  M.M.Z. Kharadly,et al.  Effect of wet antenna attenuation on propagation data statistics , 2001 .

[75]  Alexis Berne,et al.  Identification of Dry and Rainy Periods Using Telecommunication Microwave Links , 2009, IEEE Geoscience and Remote Sensing Letters.