Recent advances in directional statistics

A Pewsey, E García-Portugués - Test, 2021 - Springer
Mainstream statistical methodology is generally applicable to data observed in Euclidean
space. There are, however, numerous contexts of considerable scientific interest in which …

Unscented von mises–fisher filtering

G Kurz, I Gilitschenski… - IEEE Signal Processing …, 2016 - ieeexplore.ieee.org
We introduce the unscented von Mises-Fisher filter (UvMFF), a nonlinear filtering algorithm
for dynamic state estimation on the n-dimensional unit hypersphere. Estimation problems on …

Unmanned aerial vehicle tracking using a particle filter based approach

NP Santos, V Lobo, A Bernardino - 2019 IEEE Underwater …, 2019 - ieeexplore.ieee.org
The pose (3D position and orientation) of an Unmanned Aerial Vehicle (UAV) during the
landing process aboard a ship can be estimated using a 3D model-based vision system …

Programming by demonstration on Riemannian manifolds

M Zeestraten - 2018 - tesidottorato.depositolegale.it
This thesis presents a Riemannian approach to Programming by Demonstration (PbD). It
generalizes an existing PbD method from Euclidean manifolds to Riemannian manifolds. In …

Circular regression applied to GNSS-R phase altimetry

JC Kucwaj, S Reboul, G Stienne, JB Choquel… - Remote Sensing, 2017 - mdpi.com
This article is dedicated to the design of a linear-circular regression technique and to its
application to ground-based GNSS-Reflectometry (GNSS-R) altimetry. The altimetric …

Directional statistics and filtering using libDirectional

G Kurz, I Gilitschenski, F Pfaff, L Drude… - arXiv preprint arXiv …, 2017 - arxiv.org
In this paper, we present libDirectional, a MATLAB library for directional statistics and
directional estimation. It supports a variety of commonly used distributions on the unit circle …

Stochastic sampling of the hyperspherical von Mises–Fisher distribution without rejection methods

G Kurz, UD Hanebeck - 2015 Sensor Data Fusion: Trends …, 2015 - ieeexplore.ieee.org
We propose a novel sampling algorithm for the von Mises-Fisher distribution on the unit
hypersphere. Unlike previous works, we show a solution for an arbitrary number of …

Matrix Fisher–Gaussian Distribution on and Bayesian Attitude Estimation

W Wang, T Lee - IEEE Transactions on Automatic Control, 2021 - ieeexplore.ieee.org
In this article, a new probability distribution, referred to as the matrix Fisher–Gaussian
distribution, is proposed on the product manifold of three-dimensional special orthogonal …

Unscented particle filters with refinement steps for uav pose tracking

N Pessanha Santos, V Lobo, A Bernardino - Journal of Intelligent & …, 2021 - Springer
Abstract Particle Filters (PFs) have been successfully employed for monocular 3D model-
based tracking of rigid objects. However, these filters depend on the computation of …

A discrete quaternion particle filter based on deterministic sampling for IMU attitude estimation

Z Zhou, C Zeng, X Tian, Q Zeng, R Yao - IEEE Sensors Journal, 2021 - ieeexplore.ieee.org
A discrete quaternion filtering algorithm following high-density uncertainty matching-based
deterministic sampling scheme is proposed for IMU attitude estimation. Existing quaternion …