Data fusion with Gaussian processes

S Vasudevan - Robotics and Autonomous Systems, 2012 - Elsevier
This paper addresses the problem of fusing multiple sets of heterogeneous sensor data
using Gaussian processes (GPs). Experiments on large scale terrain modeling in mining …

Automation and AI Technology in Surface Mining With a Brief Introduction to Open-Pit Operations in the Pilbara

R Leung, AJ Hill, A Melkumyan - arXiv preprint arXiv:2301.09771, 2023 - arxiv.org
This survey article provides a synopsis on some of the engineering problems, technological
innovations, robotic development and automation efforts encountered in the mining industry …

Automation and Artificial Intelligence Technology in Surface Mining: A Brief Introduction to Open-Pit Operations in the Pilbara

R Leung, AJ Hill, A Melkumyan - IEEE Robotics & Automation …, 2023 - ieeexplore.ieee.org
This survey article provides a synopsis of some of the engineering problems, technological
innovations, robotic development, and automation efforts encountered in the mining …

Gaussian processes for multi-sensor environmental monitoring

P Erickson, M Cline, N Tirpankar… - … on multisensor fusion …, 2015 - ieeexplore.ieee.org
Efficiently monitoring environmental conditions across large indoor spaces (such as
warehouses, factories or data centers) is an important problem with many applications …

Traversability estimation for a planetary rover via experimental kernel learning in a gaussian process framework

K Ho, T Peynot, S Sukkarieh - 2013 IEEE International …, 2013 - ieeexplore.ieee.org
A critical requirement for safe autonomous navigation of a planetary rover is the ability to
accurately estimate the traversability of the terrain. This work considers the problem of …

Non-stationary dependent Gaussian processes for data fusion in large-scale terrain modeling

S Vasudevan, F Ramos, E Nettleton… - … on Robotics and …, 2011 - ieeexplore.ieee.org
Obtaining a comprehensive model of large and complex terrain typically entails the use of
both multiple sensory modalities and multiple data sets. This paper demonstrates the use of …

Building large scale traversability maps using vehicle experience

S Martin, L Murphy, P Corke - Experimental Robotics: The 13th …, 2013 - Springer
Traversability maps are a global spatial representation of the relative difficulty in driving
through a local region. These maps support simple optimisation of robot paths and have …

Terrain traversability and optimal path planning in 3D uneven environment for an autonomous mobile robot

H Belaidi, H Bentarzi, A Belaidi, A Hentout - Arabian Journal for Science …, 2014 - Springer
A key issue in mobile robot applications involves building a map of the environment that may
be used by the robot for path planning. In this paper, a new approach for uneven …

NURBs trajectory generation and following by an autonomous mobile robot navigating in 3D environment

H Belaidi, A Hentout, B Bouzouia… - The 4th Annual IEEE …, 2014 - ieeexplore.ieee.org
This work consists of a method enabling an autonomous mobile robot to follow a generated
path in 3D. Initially, this work deals with the problem of mobile robot displacements to …

Analysis of terrain geometry representations for traversability of a mars rover

K Ho, T Peynot, S Sukkarieh - Proceedings of the 11th Australian …, 2012 - eprints.qut.edu.au
For a planetary rover to successfully traverse across unstructured terrain autonomously, one
of the major challenges is to assess its local traversability such that it can plan a trajectory to …