Off‐road ground robot path energy cost prediction through probabilistic spatial map**

M Quann, L Ojeda, W Smith, D Rizzo… - Journal of Field …, 2020 - Wiley Online Library
Energy is an important factor in planning for ground robots, particularly in off‐road
environments where the terrain significantly impacts energy usage. Unfortunately, energy …

Adaptive terrain traversability prediction based on multi-source transfer gaussian processes

H Inotsume, T Kubota - 2021 IEEE/RSJ International …, 2021 - ieeexplore.ieee.org
This study addresses the challenge of predicting the terrain traversability of off-road
vehicles. When an off-road vehicle is operated on rough terrains or slopes of unconsolidated …

High-confidence trajectory planning for off-road automated vehicles under energy constraints

N Goulet, B Ayalew, M Castanier… - 2023 American …, 2023 - ieeexplore.ieee.org
For automated vehicles operating in off-road environments, there is substantial uncertainty
in their energy needs and utilization. To account for this uncertainty, we propose a high …

Bayesian optimisation for safe navigation under localisation uncertainty

R Oliveira, L Ott, V Guizilini, F Ramos - Robotics Research: The 18th …, 2020 - Springer
In outdoor environments, mobile robots are required to navigate through terrain with varying
characteristics, some of which might significantly affect the integrity of the platform. Ideally …

Power prediction for heterogeneous ground robots through spatial map** and sharing of terrain data

M Quann, L Ojeda, W Smith, D Rizzo… - IEEE Robotics and …, 2020 - ieeexplore.ieee.org
Ground robot power consumption often varies significantly throughout an off-road
environment, depending on the terrain. Previous traversals over the environment can inform …

Terrain traversability prediction for off-road vehicles based on multi-source transfer learning

H Inotsume, T Kubota - Robomech Journal, 2022 - Springer
In this paper, a novel terrain traversability prediction method is proposed for new operation
environments. When an off-road vehicle is operated on rough terrains or slopes made up of …

Bayesian optimisation for safe navigation under localisation uncertainty

R Oliveira, L Ott, V Guizilini, F Ramos - ar**
M Quann - 2019 - deepblue.lib.umich.edu
For robotic applications, energy is a key resource that can both enable and limit the tasks
that a robot can perform in an environment. In off-road environments, ground robots may …

Bayesian Optimisation for Planning under Uncertainty

R Dos Santos De Oliveira - 2018 - ses.library.usyd.edu.au
Under an increasing demand for data to understand critical processes in our world, robots
have become powerful tools to automatically gather data and interact with their …