电子学报
電子學報
전자학보
ACTA ELECTRONICA SINICA
2014年
3期
477-484
,共8页
郝本建%李赞%万鹏武%司江勃%齐佩汉%关磊
郝本建%李讚%萬鵬武%司江勃%齊珮漢%關磊
학본건%리찬%만붕무%사강발%제패한%관뢰
信号源定位%到达时间差%到达增益比%偏差消减
信號源定位%到達時間差%到達增益比%偏差消減
신호원정위%도체시간차%도체증익비%편차소감
source localization%time difference of arrival (TDOA)%gain ratio of arrival (GROA)%bias reduction
本文针对Ho提出的基于TDOA (Time Difference of Arrival )与GROA (Gain Ratio of Arrival )信号源定位的代数闭式解,提出两种偏差消减方法。首先对其闭式解偏差进行了推导,然后给出BiasRed法与BiasSub法两种偏差消减算法,BiasSub法从Ho给出的解中直接减去期望偏差,BiasRed法通过分析误差表达方程并引入二次约束来提升定位估计精度;分析表明两种方法均可针对远距离信号源,在较小高斯误差情况下有效消减定位偏差,BiasRed法可将偏差降低到最大似然估计算法的水平;计算机仿真分析验证了所提算法的性能。
本文針對Ho提齣的基于TDOA (Time Difference of Arrival )與GROA (Gain Ratio of Arrival )信號源定位的代數閉式解,提齣兩種偏差消減方法。首先對其閉式解偏差進行瞭推導,然後給齣BiasRed法與BiasSub法兩種偏差消減算法,BiasSub法從Ho給齣的解中直接減去期望偏差,BiasRed法通過分析誤差錶達方程併引入二次約束來提升定位估計精度;分析錶明兩種方法均可針對遠距離信號源,在較小高斯誤差情況下有效消減定位偏差,BiasRed法可將偏差降低到最大似然估計算法的水平;計算機倣真分析驗證瞭所提算法的性能。
본문침대Ho제출적기우TDOA (Time Difference of Arrival )여GROA (Gain Ratio of Arrival )신호원정위적대수폐식해,제출량충편차소감방법。수선대기폐식해편차진행료추도,연후급출BiasRed법여BiasSub법량충편차소감산법,BiasSub법종Ho급출적해중직접감거기망편차,BiasRed법통과분석오차표체방정병인입이차약속래제승정위고계정도;분석표명량충방법균가침대원거리신호원,재교소고사오차정황하유효소감정위편차,BiasRed법가장편차강저도최대사연고계산법적수평;계산궤방진분석험증료소제산법적성능。
We proposed two methods to reduce the bias of the well-known algebraic closed-form solution for source localiza-tion proposed by Ho using both TDOA (Time Difference of Arrival ) and GROA (Gain Ratio of Arrival ) .The paper starts by deriv-ing the bias of the source location estimate from Ho′s solution .Two methods ,called BiasSub and BiasRed ,are developed to reduce the bias .The BiasSub method directly subtracts the expected bias from the solution of Ho .The BiasRed method augments the equa-tion error formulation and imposes a constraint to improve the source location estimate .Analysis shows that both methods reduce the bias considerably for distant source when the noise is Gaussian and small .The BiasRed method is able to lower the bias to the same level as the maximum likelihood estimator .Simulations corroborate the performance of the proposed methods .