姓名:刘振博 学号:201920 完成工作:一维状态量的Kalman Filter仿真,二维状态量的Extended Kalman Filter仿真,应用EKF实现2D-SLAM。系统建模:x+ = F_x * x + F_u * u + F_n * n,y = H * x + v。其中:F_x = 1;F_u = 1;F_n = 1;u = 1;H = 0.5;Q = 1;R = 1。状态先验:x = 0;P = 1e4。仿真初值:X = 7。仿真结果:二维状态量的EKF仿真系统模型:x+ = f(x, u, n),y = h(x) + v。系统定义:x = [px py vx vy]',y = [d, a]',u = [ax, ay]',n = [nx, ny]',v = [vd, va]'。px+ = px + vx * dt,py+ = py + vy * dt,vx+ = vx + ax * dt + nx,vy+ = vy + ay * dt + ny,d = sqrt(px^2 + py^2)。