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Robust Control for the Detection Threshold of CFAR Process in Cluttered Environments

The constant false alarm rate (CFAR) process is essential for target detection in radar systems. Although the detection performance of the CFAR process is normally guaranteed in noise-limited environments, it may be dramatically degraded in clutter-limited environments since the probabilistic charac...

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Detalles Bibliográficos
Autores principales: Shin, Jeong Hoon, Choi, Youngjin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7412031/
https://www.ncbi.nlm.nih.gov/pubmed/32668801
http://dx.doi.org/10.3390/s20143904
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author Shin, Jeong Hoon
Choi, Youngjin
author_facet Shin, Jeong Hoon
Choi, Youngjin
author_sort Shin, Jeong Hoon
collection PubMed
description The constant false alarm rate (CFAR) process is essential for target detection in radar systems. Although the detection performance of the CFAR process is normally guaranteed in noise-limited environments, it may be dramatically degraded in clutter-limited environments since the probabilistic characteristics for clutter are unknown. Therefore, sophisticated CFAR processes that suppress the effect of clutter can be used in actual applications. However, these methods have the fundamental limitation of detection performance because there is no feedback structure in terms of the probability of false alarm for determining the detection threshold. This paper presents a robust control scheme for adjusting the detection threshold of the CFAR process while estimating the clutter measurement density (CMD) that uses only the measurement sets over a finite time interval in order to adapt to time-varying cluttered environments, and the probability of target existence with finite measurement sets required for estimating CMD is derived. The improved performance of the proposed method was verified by simulation experiments for heterogeneous situations.
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spelling pubmed-74120312020-08-25 Robust Control for the Detection Threshold of CFAR Process in Cluttered Environments Shin, Jeong Hoon Choi, Youngjin Sensors (Basel) Article The constant false alarm rate (CFAR) process is essential for target detection in radar systems. Although the detection performance of the CFAR process is normally guaranteed in noise-limited environments, it may be dramatically degraded in clutter-limited environments since the probabilistic characteristics for clutter are unknown. Therefore, sophisticated CFAR processes that suppress the effect of clutter can be used in actual applications. However, these methods have the fundamental limitation of detection performance because there is no feedback structure in terms of the probability of false alarm for determining the detection threshold. This paper presents a robust control scheme for adjusting the detection threshold of the CFAR process while estimating the clutter measurement density (CMD) that uses only the measurement sets over a finite time interval in order to adapt to time-varying cluttered environments, and the probability of target existence with finite measurement sets required for estimating CMD is derived. The improved performance of the proposed method was verified by simulation experiments for heterogeneous situations. MDPI 2020-07-13 /pmc/articles/PMC7412031/ /pubmed/32668801 http://dx.doi.org/10.3390/s20143904 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Shin, Jeong Hoon
Choi, Youngjin
Robust Control for the Detection Threshold of CFAR Process in Cluttered Environments
title Robust Control for the Detection Threshold of CFAR Process in Cluttered Environments
title_full Robust Control for the Detection Threshold of CFAR Process in Cluttered Environments
title_fullStr Robust Control for the Detection Threshold of CFAR Process in Cluttered Environments
title_full_unstemmed Robust Control for the Detection Threshold of CFAR Process in Cluttered Environments
title_short Robust Control for the Detection Threshold of CFAR Process in Cluttered Environments
title_sort robust control for the detection threshold of cfar process in cluttered environments
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7412031/
https://www.ncbi.nlm.nih.gov/pubmed/32668801
http://dx.doi.org/10.3390/s20143904
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