activity
20152023
most citedKalman Filter Tuning with Bayesian Optimization

10 citations · 17 across the 8 of their papers we have counts for

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7 papers · 1 filter

cs.RO2023

Kalman Filter Auto-tuning through Enforcing Chi-Squared Normalized Error Distributions with Bayesian Optimization

Zhaozhong Chen, Harel Biggie, Nisar Ahmed +2

The nonlinear and stochastic relationship between noise covariance parameter values and state estimator performance makes optimal filter tuning a very challenging problem. Popular…

cs.RO2021

Multi-Agent Autonomy: Advancements and Challenges in Subterranean Exploration

Michael T. Ohradzansky, Eugene R. Rush, Danny G. Riley +9

Artificial intelligence has undergone immense growth and maturation in recent years, though autonomous systems have traditionally struggled when fielded in diverse and previously u…

cs.RO2021

ColoRadar: The Direct 3D Millimeter Wave Radar Dataset

Andrew Kramer, Kyle Harlow, Christopher Williams +1

Millimeter wave radar is becoming increasingly popular as a sensing modality for robotic mapping and state estimation. However, there are very few publicly available datasets that…

cs.RO2020

Better Together: Online Probabilistic Clique Change Detection in 3D Landmark-Based Maps

Samuel Bateman, Kyle Harlow, Christoffer Heckman

Many modern simultaneous localization and mapping (SLAM) techniques rely on sparse landmark-based maps due to their real-time performance. However, these techniques frequently asse…

cs.RO2019

FastCal: Robust Online Self-Calibration for Robotic Systems

Fernando Nobre, Christoffer Heckman

We propose a solution for sensor extrinsic self-calibration with very low time complexity, competitive accuracy and graceful handling of often-avoided corner cases: drift in calibr…

cs.RO2018

Path-Following through Control Funnel Functions

Hadi Ravanbakhsh, Sina Aghli, Christoffer Heckman +1

We present an approach to path following using so-called control funnel functions. Synthesizing controllers to "robustly" follow a reference trajectory is a fundamental problem for…