Simo Ali-Löytty

1paper

1 Paper

SYSep 7, 2017
3D angle-of-arrival positioning using von Mises-Fisher distribution

Henri Nurminen, Laura Suomalainen, Simo Ali-Löytty et al.

We propose modeling an angle-of-arrival (AOA) positioning measurement as a von Mises-Fisher (VMF) distributed unit vector instead of the conventional normally distributed azimuth and elevation measurements. Describing the 2-dimensional AOA measurement with three numbers removes discontinuities and reduces nonlinearity at the poles of the azimuth-elevation coordinate system. Our computer simulations show that the proposed VMF measurement noise model based filters outperform the normal distribution based algorithms in accuracy in a scenario where close-to-pole measurements occur frequently.