With an exponential increase in the use of smart devices and with increasing demand for high-speed data applications, the Radio Frequency and Microwave links will find themselves almost incapable of meeting this deficit.
Harjeevan Singh +5 more
doaj +1 more source
Real time data acquisition of commercial microwave link networks for hydrometeorological applications [PDF]
Abstract. The usage of data from commercial microwave link (CML) networks for scientific purposes is becoming increasingly popular, in particular for rain rate estimation. However, data acquisition and availability is still a crucial problem and limits research possibilities.
Christian Chwala +2 more
openaire +7 more sources
Wireless communication has become a very important part of our lives, and it is well known that meteorological factors affect the quality of communication links, especially at higher frequencies because the physical dimensions of raindrops, hail stones ...
Congzheng Han +9 more
doaj +1 more source
Data formats and standards for opportunistic rainfall sensors [version 2; peer review: 2 approved]
Opportunistic sensors are increasingly used for rainfall measurement. However, their raw data are collected by a variety of systems that are often not primarily intended for rainfall monitoring, resulting in a plethora of different data formats and a ...
Martin Fencl +24 more
doaj +1 more source
Precipitation observation using microwave backhaul links in the alpine and pre-alpine region of Southern Germany [PDF]
Measuring rain rates over complex terrain is afflicted with large uncertainties, because rain gauges are influenced by orography and weather radars are mostly not able to look into mountain valleys. We apply a new method to estimate near surface rain
C. Chwala +10 more
doaj +1 more source
Commercial microwave links instead of rain gauges: fiction or reality?
Commercial microwave links (MWLs) were suggested about a decade ago as a new source for quantitative precipitation estimates (QPEs). Meanwhile, the theory is well understood and rainfall monitoring with MWLs is on its way to being a mature technology, with several well-documented case studies, which investigate QPEs from multiple MWLs on the mesoscale.
Fencl M +4 more
openaire +3 more sources
New algorithm for integration between wireless microwave sensor network and radar for improved rainfall measurement and mapping [PDF]
One of the main challenges for meteorological and hydrological modelling is accurate rainfall measurement and mapping across time and space. To date, the most effective methods for large-scale rainfall estimates are radar, satellites, and, more recently,
Y. Liberman +3 more
doaj +1 more source
Combining commercial microwave links and weather radar for classification of dry snow and rainfall [PDF]
Differentiating between snow and rainfall is crucial for hydrological modeling and understanding. Commercial microwave links (CMLs) can provide rainfall estimates for liquid precipitation but show minimal signal attenuation during dry snow events ...
E. Øydvin +9 more
doaj +1 more source
Accurate rainfall monitoring is vital for hydrology and environmental sensing. This study presents a physics-aware deep learning framework using E-band (71–86 GHz) commercial microwave links (CMLs).
Lukasz Pawlik +1 more
doaj +1 more source
CLEAR: a new discrete multiplicative random cascade model for disaggregating path-integrated rainfall estimates from commercial microwave links [PDF]
A novel disaggregation algorithm for commercial microwave links (CMLs), named CLEAR (CML Segments with Equal Amounts of Rain), is proposed. CLEAR utilizes a multiplicative random cascade generator to control the splitting of link segments, with the ...
M. Fencl, M. Schleiss
doaj +1 more source

