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  • 大小: 3KB
    文件類型: .m
    金幣: 1
    下載: 1 次
    發(fā)布日期: 2021-09-09
  • 語言: Matlab
  • 標(biāo)簽: 凸組合??

資源簡(jiǎn)介

做優(yōu)化的和做數(shù)據(jù)融合的適合研究。內(nèi)容很詳細(xì),歡迎下載。

資源截圖

代碼片段和文件信息

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%思路:產(chǎn)生一組信號(hào),用兩個(gè)傳感器去測(cè)量,之后分別通過kalaman濾波得到濾波后的數(shù)據(jù),將兩組數(shù)據(jù)進(jìn)行簡(jiǎn)單凸組合融合,對(duì)比結(jié)果并分析。
function?main
clc;clear;
T=1;
N=80/T;

X=zeros(4N);
X1=zeros(4N);
X2=zeros(4N);
X1(:1)=[-100220020];
X2(:1)=[-100220020];
Z=zeros(2N);
Z1=zeros(2N);
Z1(:1)=[X(11)X(31)];
Z2=zeros(2N);
Z2(:1)=[X(11)X(31)];
delta_w=1e-2;
Q1=delta_w*diag([0.510.51])?;
R1=100*eye(2);
%這里認(rèn)為兩個(gè)傳感器的過程噪聲是一樣的,測(cè)量噪聲不同;
%?Q2=delta_w*diag([0.510.51]);
R2=80*eye(2);

F=[1T00;0100;001T;0001];
H=[1000;0010];
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%?for?t=2:N
%?????X(:t)=F*X(:t-1);
%?????Z(:t)=H*X(:t);%無噪聲時(shí)的濾波軌跡
%?end
m=5000;
for?j=1:m
for?t=2:N
????X1(:t)=F*X1(:t-1)+sqrtm(Q1)*randn(41);
????Z1(:t)=H*X1(:t)+sqrtm(R1)*randn(21);?%帶噪聲的軌跡
end
Xkf1=zeros(4N);
Xkf1(:1)=X1(:1);
P01=eye(4);
for?i=2:N
????Xn=F*Xkf1(:i-1);
????P1=F*P01*F‘+Q1;
????K=P1*H‘*inv(H*P1*H‘+R1);
????Xkf1(:i)=Xn+K*(Z1(:i)-H*Xn);
????P01=(eye(4)-K*H)*P1;
end
%P0是協(xié)方差矩陣;Xkf是濾波后的數(shù)據(jù)。
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
for?t=2:N
%?????X2(:t)=F*X2(:t-1)+sqrtm(Q1)*randn(41);
????Z2(:t)=H*X1(:t)+sqrtm(R2)*randn(21);??%
end
Xkf2=zeros(4N);
Xkf2(:1)=X1(:1);
%?P02=0.5*eye(4);%這里注意兩者的誤差矩陣是否相關(guān)?
P02=diag([0.510.51]);
for?i=

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