Sensor planning for a symbiotic UAV and UGV system for precision agriculture

P Tokekar, J Vander Hook, D Mulla… - IEEE transactions on …, 2016 - ieeexplore.ieee.org
We study two new informative path planning problems that are motivated by the use of aerial
and ground robots in precision agriculture. The first problem, termed sampling traveling …

[HTML][HTML] Spatial coverage in routing and path planning problems

K Glock, A Meyer - European Journal of Operational Research, 2023 - Elsevier
Routing and path planning problems that involve spatial coverage have received increasing
attention in recent years in different application areas. Spatial coverage refers to the …

Efficient informative sensing using multiple robots

A Singh, A Krause, C Guestrin, WJ Kaiser - Journal of Artificial Intelligence …, 2009 - jair.org
The need for efficient monitoring of spatio-temporal dynamics in large environmental
applications, such as the water quality monitoring in rivers and lakes, motivates the use of …

[PDF][PDF] Robust Submodular Observation Selection.

A Krause, HB McMahan, C Guestrin, A Gupta - Journal of Machine …, 2008 - jmlr.org
In many applications, one has to actively select among a set of expensive observations
before making an informed decision. For example, in environmental monitoring, we want to …

Information-driven path planning

S Bai, T Shan, F Chen, L Liu, B Englot - Current Robotics Reports, 2021 - Springer
Abstract Purpose of Review The era of robotics-based environmental monitoring has given
rise to many interesting areas of research. A key challenge is that robotic platforms and their …

Adaptive continuous‐space informative path planning for online environmental monitoring

G Hitz, E Galceran, MÈ Garneau… - Journal of Field …, 2017 - Wiley Online Library
Autonomous mobile robots are increasingly employed to take measurements for
environmental monitoring, but planning informative, measurement‐rich paths through large …

Bounded approximate decentralised coordination via the max-sum algorithm

A Rogers, A Farinelli, R Stranders, NR Jennings - Artificial Intelligence, 2011 - Elsevier
In this paper we propose a novel approach to decentralised coordination, that is able to
efficiently compute solutions with a guaranteed approximation ratio. Our approach is based …

Toward community sensing

A Krause, E Horvitz, A Kansal… - … Conference on Information …, 2008 - ieeexplore.ieee.org
A great opportunity exists to fuse information from populations of privately-held sensors to
create useful sensing applications. For example, GPS devices, embedded in cellphones and …

Trajectory optimization using reinforcement learning for map exploration

T Kollar, N Roy - The International Journal of Robotics …, 2008 - journals.sagepub.com
Automatically building maps from sensor data is a necessary and fundamental skill for
mobile robots; as a result, considerable research attention has focused on the technical …

Nonmyopic adaptive informative path planning for multiple robots

A Singh - 2009 - escholarship.org
Many robotic path planning applications, such as search and rescue, involve uncertain
environments with complex dynamics that can be only partially observed. When selecting …