Dim Range-Spread Target Detection for Stepped-Frequency Radar Using a Bernoulli Extended Target Filter

Stepped-frequency radar is an important high range resolution radar. It can achieve wide overall bandwidth with narrow instant bandwidth. When the signal-to-noise ratio is low, detection and tracking become challenging due to dense false alarms and the range-Doppler coupling problem. In this paper,...

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Main Authors: Fei Cai, Meiyu Tang
Format: Article
Language:English
Published: MDPI AG 2025-02-01
Series:Sensors
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Online Access:https://www.mdpi.com/1424-8220/25/5/1426
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author Fei Cai
Meiyu Tang
author_facet Fei Cai
Meiyu Tang
author_sort Fei Cai
collection DOAJ
description Stepped-frequency radar is an important high range resolution radar. It can achieve wide overall bandwidth with narrow instant bandwidth. When the signal-to-noise ratio is low, detection and tracking become challenging due to dense false alarms and the range-Doppler coupling problem. In this paper, a new methodology is presented to address this problem. A Bernoulli extended target filter is used for joint detection and tracking of a dim range-spread target. The results of coherent processing are thresholded firstly using a low threshold, and the range-Doppler coupled detections generated by multiple scatterers, together with the false alarms, are fed to the Bernoulli filter. By appropriately modeling the range-Doppler coupling, the range spread, and the false alarms in the state and measurement models, the filter can detect the target effectively. Simulation results show that good detection performance is obtained and the range-Doppler coupling is decoupled simultaneously.
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publisher MDPI AG
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spelling doaj-art-2c249ef523194cbb8918d0e69d7b64952025-08-20T02:53:22ZengMDPI AGSensors1424-82202025-02-01255142610.3390/s25051426Dim Range-Spread Target Detection for Stepped-Frequency Radar Using a Bernoulli Extended Target FilterFei Cai0Meiyu Tang1College of Information Science and Engineering, Hunan Normal University, Changsha 410081, ChinaCollege of Information Science and Engineering, Hunan Normal University, Changsha 410081, ChinaStepped-frequency radar is an important high range resolution radar. It can achieve wide overall bandwidth with narrow instant bandwidth. When the signal-to-noise ratio is low, detection and tracking become challenging due to dense false alarms and the range-Doppler coupling problem. In this paper, a new methodology is presented to address this problem. A Bernoulli extended target filter is used for joint detection and tracking of a dim range-spread target. The results of coherent processing are thresholded firstly using a low threshold, and the range-Doppler coupled detections generated by multiple scatterers, together with the false alarms, are fed to the Bernoulli filter. By appropriately modeling the range-Doppler coupling, the range spread, and the false alarms in the state and measurement models, the filter can detect the target effectively. Simulation results show that good detection performance is obtained and the range-Doppler coupling is decoupled simultaneously.https://www.mdpi.com/1424-8220/25/5/1426extended targettarget detectionstepped-frequency radar
spellingShingle Fei Cai
Meiyu Tang
Dim Range-Spread Target Detection for Stepped-Frequency Radar Using a Bernoulli Extended Target Filter
Sensors
extended target
target detection
stepped-frequency radar
title Dim Range-Spread Target Detection for Stepped-Frequency Radar Using a Bernoulli Extended Target Filter
title_full Dim Range-Spread Target Detection for Stepped-Frequency Radar Using a Bernoulli Extended Target Filter
title_fullStr Dim Range-Spread Target Detection for Stepped-Frequency Radar Using a Bernoulli Extended Target Filter
title_full_unstemmed Dim Range-Spread Target Detection for Stepped-Frequency Radar Using a Bernoulli Extended Target Filter
title_short Dim Range-Spread Target Detection for Stepped-Frequency Radar Using a Bernoulli Extended Target Filter
title_sort dim range spread target detection for stepped frequency radar using a bernoulli extended target filter
topic extended target
target detection
stepped-frequency radar
url https://www.mdpi.com/1424-8220/25/5/1426
work_keys_str_mv AT feicai dimrangespreadtargetdetectionforsteppedfrequencyradarusingabernoulliextendedtargetfilter
AT meiyutang dimrangespreadtargetdetectionforsteppedfrequencyradarusingabernoulliextendedtargetfilter