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 …

A systematic review on particle swarm optimization towards target search in the swarm robotics domain

MGM Hamami, ZH Ismail - Archives of Computational Methods in …, 2022 - Springer
Swarm Intelligence (SI) is one of the research fields that has continuously attracted
researcher attention in these last two decades. The flexibility and a well-known …

A multirobot target searching method based on bat algorithm in unknown environments

H Tang, W Sun, H Yu, A Lin, M Xue - Expert Systems with Applications, 2020 - Elsevier
Multirobot target searching in unknown environments is a currently trending topic of
discussion. In this paper, an improved bat algorithm (BA) for multirobot target searching in …

Effect of swarm density on collective tracking performance

HL Kwa, J Philippot, R Bouffanais - Swarm Intelligence, 2023 - Springer
How does the size of a swarm affect its collective action? Despite being arguably a key
parameter, no systematic and satisfactory guiding principles exist to select the number of …

A two-stage imitation learning framework for the multi-target search problem in swarm robotics

J Li, Y Tan - Neurocomputing, 2019 - Elsevier
As a distributed system with a large number of individuals, swarm robotics is particularly
suitable for multi-target search problems. Most existing work is about strategic design while …

RbRDPSO: Repulsion-Based RDPSO for Robotic Target Searching

M Dadgar, MS Couceiro, A Hamzeh - Iranian Journal of Science and …, 2020 - Springer
Search application has been one of the many domains wherein multi-robot systems (MRS)
have been applied over the past few years. Such applications include, but are not limited to …

[PDF][PDF] Impact of initialization of a modified particle swarm optimization on cooperative source searching

MHA Majid, MR Arshad, MF Yahya… - International Journal of …, 2024 - academia.edu
Swarm robotic is well known for its flexibility, scalability and robustness that make it suitable
for solving many real-world problems. Source searching which is characterized by complex …

Enhancing Swarm Efficiency: Exploration-Exploitation Tuning for Fast Target Tracking

J Philippot - 2024 - ruor.uottawa.ca
Is it possible for multi-robot systems to efficiently search and track one or more fast-moving
targets? While individual robots on their own are simply unable to mount a proper pursuit of …

[PDF][PDF] The Exploration and Exploitation Dynamics of Target Tracking Swarms

HL KWA - 2022 - researchgate.net
Nature has always served as a good source of inspiration for solutions to the problems faced
by mankind. The field of swarm intelligence is no exception. Swarm intelligence is the …

Improving robot Darwinian particle swarm optimization using quantum-behaved swarm theory for robot exploration and communication/Duaa Mehiar

M Duaa - 2021 - search.proquest.com
Despite the significance of the Robotic Darwinian Particle Swarm Optimization (RDPSO)
algorithm on swarm-robot exploration and communication, there remain notable gaps such …