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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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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. |
format | Online Article Text |
id | pubmed-7412031 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT shinjeonghoon robustcontrolforthedetectionthresholdofcfarprocessinclutteredenvironments AT choiyoungjin robustcontrolforthedetectionthresholdofcfarprocessinclutteredenvironments |