Knowledge-Aided Data-Driven Radar Clutter Representation
Publication
, Conference
Feng, Y; Wongkamthong, C; Soltani, M; Ng, Y; Gogineni, S; Kang, B; Pezeshki, A; Calderbank, R; Rangaswamy, M; Tarokh, V
Published in: IEEE National Radar Conference - Proceedings
May 7, 2021
We use a knowledge-aided, data-driven, location-aware approach based on the RFView simulation software to model and estimate the effect of ground clutter in airborne radars. Using the RFView simulator, we produce many samples of potential clutter effects and, by employing the K-means clustering algorithm on the corresponding geographical power map given by RFView, represent them by a small number of virtual scatterers. These virtual scatterers are used for clutter estimation. We show comparable accuracy for significantly less computational time complexity to those of state-of-the-art methods using RFView realistic clutter-like data.
Duke Scholars
Published In
IEEE National Radar Conference - Proceedings
DOI
ISSN
1097-5659
ISBN
9781728176093
Publication Date
May 7, 2021
Volume
2021-May
Citation
APA
Chicago
ICMJE
MLA
NLM
Feng, Y., Wongkamthong, C., Soltani, M., Ng, Y., Gogineni, S., Kang, B., … Tarokh, V. (2021). Knowledge-Aided Data-Driven Radar Clutter Representation. In IEEE National Radar Conference - Proceedings (Vol. 2021-May). https://doi.org/10.1109/RadarConf2147009.2021.9455318
Feng, Y., C. Wongkamthong, M. Soltani, Y. Ng, S. Gogineni, B. Kang, A. Pezeshki, R. Calderbank, M. Rangaswamy, and V. Tarokh. “Knowledge-Aided Data-Driven Radar Clutter Representation.” In IEEE National Radar Conference - Proceedings, Vol. 2021-May, 2021. https://doi.org/10.1109/RadarConf2147009.2021.9455318.
Feng Y, Wongkamthong C, Soltani M, Ng Y, Gogineni S, Kang B, et al. Knowledge-Aided Data-Driven Radar Clutter Representation. In: IEEE National Radar Conference - Proceedings. 2021.
Feng, Y., et al. “Knowledge-Aided Data-Driven Radar Clutter Representation.” IEEE National Radar Conference - Proceedings, vol. 2021-May, 2021. Scopus, doi:10.1109/RadarConf2147009.2021.9455318.
Feng Y, Wongkamthong C, Soltani M, Ng Y, Gogineni S, Kang B, Pezeshki A, Calderbank R, Rangaswamy M, Tarokh V. Knowledge-Aided Data-Driven Radar Clutter Representation. IEEE National Radar Conference - Proceedings. 2021.
Published In
IEEE National Radar Conference - Proceedings
DOI
ISSN
1097-5659
ISBN
9781728176093
Publication Date
May 7, 2021
Volume
2021-May