Search Results - "Chwala, Christian"
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Challenges in Diurnal Humidity Analysis from Cellular Microwave Links (CML) over Germany
Published in Remote sensing (Basel, Switzerland) (01-05-2022)“…Near-surface humidity is a crucial variable in many atmospheric processes, mostly related to the development of clouds and rain. The humidity at the height of…”
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spateGAN: Spatio‐Temporal Downscaling of Rainfall Fields Using a cGAN Approach
Published in Earth and space science (Hoboken, N.J.) (01-10-2023)“…Climate models face limitations in their ability to accurately represent highly variable atmospheric phenomena. To resolve fine‐scale physical processes,…”
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Potential of commercial microwave link network derived rainfall for river runoff simulations
Published in Environmental research letters (01-03-2017)“…Commercial microwave link networks allow for the quantification of path integrated precipitation because the attenuation by hydrometeors correlates with…”
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4
Rainfall estimates from opportunistic sensors in Germany across spatio-temporal scales
Published in Journal of hydrology. Regional studies (01-10-2021)“…•presentation of commercial microwave link and personal weather station data in Germany•filtering/interpolation framework treating uncertainty and integral…”
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Transboundary Rainfall Estimation Using Commercial Microwave Links
Published in Earth and space science (Hoboken, N.J.) (01-08-2023)“…Unlike actual rainfall, the spatial extent of rainfall maps is often determined by administrative and political boundaries. Similarly, data from commercial…”
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Towards Innovative Solutions for Monitoring Precipitation in Poorly Instrumented Regions: Real-Time System for Collecting Power Levels of Microwave Links of Mobile Phone Operators for Rainfall Quantification in Burkina Faso
Published in Applied system innovation (01-02-2023)“…Since the 1990s, mobile telecommunication networks have gradually become denser around the world. Nowadays, large parts of their backhaul network consist of…”
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Fifteen Years of Integrated Terrestrial Environmental Observatories (TERENO) in Germany: Functions, Services, and Lessons Learned
Published in Earth's future (01-06-2024)“…The need to develop and provide integrated observation systems to better understand and manage global and regional environmental change is one of the major…”
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Commercial microwave link networks for rainfall observation: Assessment of the current status and future challenges
Published in Wiley interdisciplinary reviews. Water (01-03-2019)“…Accurate observation of the high spatio‐temporal variability of rainfall is crucial for hydrometeorological applications. However, the existing observations…”
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New Insights into Dynamics of Wet Antenna Attenuation Based on In-Situ Estimations Provided by the Dedicated Field Experiment ATTRRA2
Published in IEEE geoscience and remote sensing letters (01-01-2023)“…Wet antenna attenuation (WAA) can cause significant overestimation of rainfall estimates from commercial microwave link (CML) data. Typically, WAA estimation…”
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Rainfall estimation from a German-wide commercial microwave link network: optimized processing and validation for 1 year of data
Published in Hydrology and earth system sciences (04-06-2020)“…Rainfall is one of the most important environmental variables. However, it is a challenge to measure it accurately over space and time. During the last decade,…”
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Quantitative Analysis of the Performance of Spatial Interpolation Methods for Rainfall Estimation Using Commercial Microwave Links
Published in Journal of hydrometeorology (01-04-2021)“…Using signal level measurements from commercial microwave links (CMLs) has proven to be a valuable tool for near-ground 2D rain mapping. Such mapping is…”
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Rain event detection in commercial microwave link attenuation data using convolutional neural networks
Published in Atmospheric measurement techniques (15-07-2020)“…Quantitative precipitation estimation with commercial microwave links (CMLs) is a technique developed to supplement weather radar and rain gauge observations…”
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Modeling of Wet Antenna Attenuation for Precipitation Estimation From Microwave Links
Published in IEEE geoscience and remote sensing letters (01-03-2020)“…This letter presents an analysis of wet antenna attenuation (WAA) from an electrodynamic perspective. The WAA is a relevant part of the path attenuation…”
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Combining Commercial Microwave Link and Rain Gauge Observations to Estimate Countrywide Precipitation: A Stochastic Reconstruction and Pattern Analysis Approach
Published in Water resources research (01-10-2022)“…Accurate spatiotemporal precipitation quantification is a crucial prerequisite for hydrological analyses. The optimal reconstruction of the spatial…”
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15
Microwave Instrument for Simultaneous Wet Antenna Attenuation and Precipitation Measurement
Published in IEEE transactions on instrumentation and measurement (01-08-2020)“…Attenuation data from microwave links can be used to derive important near-ground precipitation estimates which complements observations from rain gauges and…”
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Missing Rainfall Extremes in Commercial Microwave Link Data Due To Complete Loss of Signal
Published in Earth and space science (Hoboken, N.J.) (01-02-2023)“…An important aspect of rainfall estimation is to accurately capture extreme events. Commercial microwave links (CMLs) can complement weather radar and rain…”
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Temporal Super-Resolution, Ground Adjustment, and Advection Correction of Radar Rainfall Using 3-D-Convolutional Neural Networks
Published in IEEE transactions on geoscience and remote sensing (2024)“…Weather radars are highly sophisticated tools for quantitative precipitation estimation (QPE) and provide observations with unmatched spatial…”
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Cover Image, Volume 6, Issue 2
Published in Wiley interdisciplinary reviews. Water (01-03-2019)“…The cover image is based on the Advanced Review Commercial microwave link networks for rainfall observation: Assessment of the current status and future…”
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Real-time data acquisition of commercial microwave link networks for hydrometeorological applications
Published in Atmospheric measurement techniques (09-03-2016)“…The usage of data from commercial microwave link (CML) networks for scientific purposes is becoming increasingly popular, in particular for rain rate…”
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A monostatic microwave transmission experiment for line integrated precipitation and humidity remote sensing
Published in Atmospheric research (01-07-2014)“…Near-surface water vapor and precipitation are central hydrometeorological observables which are still difficult to quantify accurately above the point scale…”
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