Balancing collective exploration and exploitation in multi-agent and multi-robot systems: A review

HL Kwa, J Leong Kit, R Bouffanais - Frontiers in Robotics and AI, 2022 - frontiersin.org
Multi-agent systems and multi-robot systems have been recognized as unique solutions to
complex dynamic tasks distributed in space. Their effectiveness in accomplishing these …

Cooperative multi-function approach: A new strategy for autonomous ground robotics

F Gul, I Mir, L Abualigah, S Mir, M Altalhi - Future Generation Computer …, 2022 - Elsevier
The paper presents multi-objective optimization technique for the exploration of unknown
space. Exploration refers to the building of an estimated finite map of the environment using …

Guts: Generalized uncertainty-aware thompson sampling for multi-agent active search

NA Bakshi, T Gupta, R Ghods… - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
Robotic solutions for quick disaster response are essential to ensure minimal loss of life,
especially when the search area is too dangerous or too vast for human rescuers. We model …

A hybrid PSO algorithm for multi-robot target search and decision awareness

JT Ebert, F Berlinger, B Haghighat… - 2022 IEEE/RSJ …, 2022 - ieeexplore.ieee.org
Groups of robots can be tasked with identifying a location in an environment where a feature
cue is past a threshold, then disseminating this information throughout the group–such as …

MPC‐based cooperative multiagent search for multiple targets using a Bayesian framework

H Xiao, R Cui, D Xu, Y Li - Journal of Field Robotics, 2024 - Wiley Online Library
This paper presents a multiagent cooperative search algorithm for identifying an unknown
number of targets. The objective is to determine a collection of observation points and …

Decentralized dynamic task allocation in swarm robotic systems for disaster response

P Ghassemi, D DePauw… - … symposium on multi …, 2019 - ieeexplore.ieee.org
Multiple robotic systems, working together, can provide important solutions to different real-
world applications (eg, disaster response), among which task allocation problems feature …

An extended bayesian optimization approach to decentralized swarm robotic search

P Ghassemi, S Chowdhury - … of Computing and …, 2020 - asmedigitalcollection.asme.org
Swarm robotic search aims at searching targets using a large number of collaborating
simple mobile robots, with applications to search and rescue and hazard localization. In this …

Exploration–Exploitation tradeoff in the adaptive information sampling of unknown spatial fields with mobile robots

A Munir, R Parasuraman - Sensors, 2023 - mdpi.com
Adaptive information-sampling approaches enable efficient selection of mobile robots'
waypoints through which the accurate sensing and mapping of a physical process, such as …

Bid prediction for multi-robot exploration with disrupted communications

B Woosley, C Nieto-Granda, JG Rogers… - … on Safety, Security …, 2021 - ieeexplore.ieee.org
Teams of autonomous mobile robots have potential to contribute to surveillance as well as
search and rescue operations. Larger and more complex disaster scenarios with high …

Multi-UAV Formation Search Using Variable Resolution Cognitive Map and Tree-Type Topologies Under Limited Sensing Environments

D Zhang, H Duan - IEEE Transactions on Aerospace and …, 2024 - ieeexplore.ieee.org
Cooperative search is a fundamental task for the unmanned aerial vehicles (UAVs), and
cognitive maps are necessary resources for the entire search process. However, due to the …