activity
20202026
most citedEqVIO: An Equivariant Filter for Visual Inertial Odometry

47 citations · 131 across the 15 of their papers we have counts for

collaborators

18 papers

eess.SY2026

A Weak Notion of Symmetry for Control Systems

Jake Welde, Riley Link, Pieter van Goor

Symmetry (or invariance) is a powerful structural property that enables efficient, effective solutions for estimation and control. However, the constraints imposed on a system's dy…

cs.RO2026

Equivariant Filter Design for Acoustic and Depth Aided Inertial Navigation Systems

Arihant Lunawat, Pieter van Goor, Frank Dellaert +1

Autonomous Underwater Vehicles (AUVs) navigating without GPS typically fuse inertial measurements with acoustic Doppler Velocity Log (DVL) velocities and pressure-derived depth. Po…

eess.SY2026

The Iterative Equivariant Filter

Pieter van Goor, James Richard Forbes

This paper presents the iterative equivariant filter (IterEqF). The iterative extended Kalman filter (IterEKF) replaces the standard EKF correction step with an iterative correctio…

eess.SY2026

Equivariant Observer Design on SL(3) for Image Intensity-Based Homography Estimation

Tarek Bouazza, Pieter van Goor, Robert Mahony +1

This paper addresses the problem of homography estimation using a nonlinear observer designed on the Lie group that exploits the full image information through dir…

cs.RO2026

A Comparative Study of INDI and NDI with Nonlinear Disturbance Observer for Aerial Robotics

Benedetta Rota, Mirko Mizzoni, Amr Afifi +2

This work presents a simulation-based comparative robustness analysis of Incremental Nonlinear Dynamic Inversion (INDI) and Nonlinear Dynamic Inversion augmented with a nonlinear d…

eess.SY2026

A Weak Notion of Symmetry for Dynamical Systems

Jake Welde, Pieter van Goor

Many nonlinear dynamical systems exhibit symmetry, affording substantial benefits for control design, observer architecture, and data-driven control. While the classical notion of…

eess.SY2026

The Geometry of Coordinated Trajectories for Non-stop Flying Carriers Holding a Cable-Suspended Load

Pieter van Goor, Chiara Gabellieri, Antonio Franchi

This work considers the problem of using multiple aerial carriers to hold a cable-suspended load while remaining in periodic motion at all times. Using a novel differential geometr…

eess.SY2024

Geometric Data Fusion for Collaborative Attitude Estimation

Yixiao Ge, Behzad Zamani, Pieter van Goor +2

In this paper, we consider the collaborative attitude estimation problem for a multi-agent system. The agents are equipped with sensors that provide directional measurements and re…

eess.SY2024★ 5 cited

A Geometric Perspective on Fusing Gaussian Distributions on Lie Groups

Yixiao Ge, Pieter van Goor, Robert Mahony

Stochastic inference on Lie groups plays a key role in state estimation problems such as; inertial navigation, visual inertial odometry, pose estimation in virtual reality, etc. A…

eess.SY2024

Exploiting Equivariance in the Design of Tracking Controllers for Euler-Poincare Systems on Matrix Lie Groups

Matthew Hampsey, Pieter van Goor, Ravi Banavar +1

The trajectory tracking problem is a fundamental control task in the study of mechanical systems. A key construction in tracking control is the error or difference between an actua…

eess.SY2023

Exploiting spatial group error and synchrony for a unicycle tracking controller

Matthew Hampsey, Pieter van Goor, Robert Mahony

Trajectory tracking for the kinematic unicycle has been heavily studied for several decades. The unicycle admits a natural $\SE(2)$ symmetry, a key structure exploited in many of t…

math.DS2023★ 1 cited

Reprojection methods for Koopman-based modelling and prediction

Pieter van Goor, Robert Mahony, Manuel Schaller +1

Extended Dynamic Mode Decomposition (eDMD) is a powerful tool to generate data-driven surrogate models for the prediction and control of nonlinear dynamical systems in the Koopman…

cs.CV2023★ 20 cited

Asynchronous Blob Tracker for Event Cameras

Ziwei Wang, Timothy Molloy, Pieter van Goor +1

Event-based cameras are popular for tracking fast-moving objects due to their high temporal resolution, low latency, and high dynamic range. In this paper, we propose a novel algor…

eess.SY2022

Tracking control on homogeneous spaces: the Equivariant Regulator (EqR)

Matthew Hampsey, Pieter van Goor, Robert Mahony

Accurate tracking of planned trajectories in the presence of perturbations is an important problem in control and robotics. Symmetry is a fundamental mathematical feature of many d…

eess.SY2022★ 6 cited

Constructive Equivariant Observer Design for Inertial Velocity-Aided Attitude

Pieter van Goor, Tarek Hamel, Robert Mahony

Inertial Velocity-Aided Attitude (VAA), the estimation of the velocity and attitude of a vehicle using gyroscope, accelerometer, and inertial-frame velocity (e.g. GPS velocity) mea…

cs.RO2022★ 47 cited

EqVIO: An Equivariant Filter for Visual Inertial Odometry

Pieter van Goor, Robert Mahony

Visual-Inertial Odometry (VIO) is the problem of estimating a robot's trajectory by combining information from an inertial measurement unit (IMU) and a camera, and is of great inte…

eess.SY2021★ 9 cited

Equivariant Systems Theory and Observer Design for Second Order Kinematic Systems on Matrix Lie Groups

Yonhon Ng, Pieter van Goor, Tarek Hamel +1

This paper presents the equivariant systems theory and observer design for second order kinematic systems on matrix Lie groups. The state of a second order kinematic system on a ma…

eess.SY2020★ 43 cited

Equivariant Filter (EqF)

Pieter van Goor, Tarek Hamel, Robert Mahony

The kinematics of many systems encountered in robotics, mechatronics, and avionics are naturally posed on homogeneous spaces; that is, their state lies in a smooth manifold equippe…