装甲兵工程学院学报
裝甲兵工程學院學報
장갑병공정학원학보
Journal of Academy of Armored Force Engineering
2015年
5期
94-96,101
,共4页
凸组合最小均方算法%双曲正切函数%拟合系数
凸組閤最小均方算法%雙麯正切函數%擬閤繫數
철조합최소균방산법%쌍곡정절함수%의합계수
Convex Combined Least Mean Square algorithm%hyperbolic tangent function%fit factor
利用双曲正切函数对凸组合最小均方(Convex Combination of Least Mean Square,CLMS)算法进行了改进,提出了 Th-VSCLMS(Tanh Variable Step Convex Combined Least Mean Square)算法。理论分析表明:改进算法的,能优于普通的变步长算法。在不同信噪比下对 VSLMS(Variable Step Least Mean Square)、CLMS、Th-VSCLMS 算法进行了仿真对比分析,结果表明:Th-VSCLMS 算法的收敛,、稳态,、抗扰动,、低信噪比的滤波效果、计算量均得到较好的改善,且其凸组合滤波结构优于单一滤波结构。
利用雙麯正切函數對凸組閤最小均方(Convex Combination of Least Mean Square,CLMS)算法進行瞭改進,提齣瞭 Th-VSCLMS(Tanh Variable Step Convex Combined Least Mean Square)算法。理論分析錶明:改進算法的,能優于普通的變步長算法。在不同信譟比下對 VSLMS(Variable Step Least Mean Square)、CLMS、Th-VSCLMS 算法進行瞭倣真對比分析,結果錶明:Th-VSCLMS 算法的收斂,、穩態,、抗擾動,、低信譟比的濾波效果、計算量均得到較好的改善,且其凸組閤濾波結構優于單一濾波結構。
이용쌍곡정절함수대철조합최소균방(Convex Combination of Least Mean Square,CLMS)산법진행료개진,제출료 Th-VSCLMS(Tanh Variable Step Convex Combined Least Mean Square)산법。이론분석표명:개진산법적,능우우보통적변보장산법。재불동신조비하대 VSLMS(Variable Step Least Mean Square)、CLMS、Th-VSCLMS 산법진행료방진대비분석,결과표명:Th-VSCLMS 산법적수렴,、은태,、항우동,、저신조비적려파효과、계산량균득도교호적개선,차기철조합려파결구우우단일려파결구。
The Convex Combination Least Mean Square(CLMS)algorithm is improved by means of hyper-bolic tangent function and the Tanh Variable Step Convex Combination Least Mean Square (Th-VS-CLMS)algorithm is proposed accordingly.Theoretically,the improved algorithm is superior to conven-tional variable step algorithm,and VSLMS,CLMS and Th-VSCLMS algorithm are compared and analyzed at different SNR.Simulation results show that Th-VSCLMS is well improved at convergence,steady,anti-disturbance,filtering effect in the low SNR as well as computation,and the convex combination have bet-ter filter structure than a single filter structure.