TY - GEN
T1 - RainGAN
T2 - 2021 IEEE International Conference on Microwaves, Antennas, Communications and Electronic Systems, COMCAS 2021
AU - Habi, Hai Victor
AU - Messer, Hagit
N1 - Publisher Copyright:
© 2021 IEEE.
PY - 2021
Y1 - 2021
N2 - Rain fields' simulation is an important tool for several research fields and applications. However, most simulations are based on a naive model that cannot capture complex spatial distribution. In this work, we present RainGAN, a generative model that enables a generation of a realistic, complex rain field that is conditioned on user parameters such as max peak, number of peaks, etc. In addition, we construct a dataset of typical rain fields that are based on radar measurement and have been utilized in the training process. We conducted several experiments and demonstrate the generator quality using both numerical and visual results.
AB - Rain fields' simulation is an important tool for several research fields and applications. However, most simulations are based on a naive model that cannot capture complex spatial distribution. In this work, we present RainGAN, a generative model that enables a generation of a realistic, complex rain field that is conditioned on user parameters such as max peak, number of peaks, etc. In addition, we construct a dataset of typical rain fields that are based on radar measurement and have been utilized in the training process. We conducted several experiments and demonstrate the generator quality using both numerical and visual results.
KW - CNN
KW - GAN
KW - Rain simulator
UR - http://www.scopus.com/inward/record.url?scp=85123714939&partnerID=8YFLogxK
U2 - 10.1109/COMCAS52219.2021.9629000
DO - 10.1109/COMCAS52219.2021.9629000
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AN - SCOPUS:85123714939
T3 - 2021 IEEE International Conference on Microwaves, Antennas, Communications and Electronic Systems, COMCAS 2021
SP - 529
EP - 532
BT - 2021 IEEE International Conference on Microwaves, Antennas, Communications and Electronic Systems, COMCAS 2021
PB - Institute of Electrical and Electronics Engineers Inc.
Y2 - 1 November 2021 through 3 November 2021
ER -