电子学报
電子學報
전자학보
ACTA ELECTRONICA SINICA
2014年
6期
1047-1054
,共8页
邹鲲%廖桂生%李军%李伟%李天星
鄒鯤%廖桂生%李軍%李偉%李天星
추곤%료계생%리군%리위%리천성
知识辅助检测器%复合高斯%逆伽马分布%先验模型失配%认知方法
知識輔助檢測器%複閤高斯%逆伽馬分佈%先驗模型失配%認知方法
지식보조검측기%복합고사%역가마분포%선험모형실배%인지방법
knowledge aided detector%compound Gaussian%inverse gamma distribution%mismatched prior information%cog-nitive method
先验信息的使用是提高雷达目标检测性能的有效途径之一,然而先验信息与当前探测环境的失配会严重影响到检测器的性能。本文考虑逆伽马分布纹理、复合高斯杂波下的知识辅助检测算法,推导了先验模型失配条件下(逆伽马分布参数失配)检测器的虚警率和Swerling I型目标的检测概率计算公式,获得了检测性能与模型参数失配之间的量化关系。利用两组不同参数的知识辅助检测器对当前杂波环境进行探测,通过评估检测器的性能,实现了当前杂波环境模型参数的估计。计算机仿真和实测数据的分析结果表明,采用认知方法的知识辅助检测器较常规检测器而言,能够获得更好的检测性能。
先驗信息的使用是提高雷達目標檢測性能的有效途徑之一,然而先驗信息與噹前探測環境的失配會嚴重影響到檢測器的性能。本文攷慮逆伽馬分佈紋理、複閤高斯雜波下的知識輔助檢測算法,推導瞭先驗模型失配條件下(逆伽馬分佈參數失配)檢測器的虛警率和Swerling I型目標的檢測概率計算公式,穫得瞭檢測性能與模型參數失配之間的量化關繫。利用兩組不同參數的知識輔助檢測器對噹前雜波環境進行探測,通過評估檢測器的性能,實現瞭噹前雜波環境模型參數的估計。計算機倣真和實測數據的分析結果錶明,採用認知方法的知識輔助檢測器較常規檢測器而言,能夠穫得更好的檢測性能。
선험신식적사용시제고뢰체목표검측성능적유효도경지일,연이선험신식여당전탐측배경적실배회엄중영향도검측기적성능。본문고필역가마분포문리、복합고사잡파하적지식보조검측산법,추도료선험모형실배조건하(역가마분포삼수실배)검측기적허경솔화Swerling I형목표적검측개솔계산공식,획득료검측성능여모형삼수실배지간적양화관계。이용량조불동삼수적지식보조검측기대당전잡파배경진행탐측,통과평고검측기적성능,실현료당전잡파배경모형삼수적고계。계산궤방진화실측수거적분석결과표명,채용인지방법적지식보조검측기교상규검측기이언,능구획득경호적검측성능。
Prior information can be used to improve detection performance for knowledge aided detectors ,but the detection performance may be affected by the mismatches between the prior information and current clutter environment .In this paper ,the knowledge aided detector for compound Gaussian clutter with inverse gamma distribution texture is considered ,and the formula of false alarm rate and probability of detection for Swerling I target of the detector are derived with prior model mismatches (mis-matched parameters of inverse gamma distribution ) .The quantitative relationship between detection performance and mismatched prior model is obtained .Using two detectors with different parameters for the current clutter environment and assessing the detection performance ,the parameters of current clutter environment can be estimated .The results of computer simulation and live data analy-sis show that ,the knowledge aided detector with cognitive method can achieve better detection performance than conventional detec-tors .