Optimization techniques for Multi-Robot Task Allocation problems: Review on the state-of-the-art

H Chakraa, F Guérin, E Leclercq, D Lefebvre - Robotics and Autonomous …, 2023 - Elsevier
In the last years, Multi-Robot Systems (MRS) have experienced considerable recognition
due to various possible real-world applications. Multi-Robot Task Allocation (MRTA) is …

Task allocation using a team of robots

H Aziz, A Pal, A Pourmiri, F Ramezani, B Sims - Current Robotics Reports, 2022 - Springer
Abstract Purpose of Review Task allocation using a team or coalition of robots is one of the
most important problems in robotics, computer science, operational research, and artificial …

A novel state transition algorithm with adaptive fuzzy penalty for multi-constraint UAV path planning

X Zhou, Z Tang, N Wang, C Yang, T Huang - Expert Systems with …, 2024 - Elsevier
Unmanned aerial vehicles (UAVs) require pre-planned flight paths that are energy-efficient,
safe and smooth across their wide range of application scenarios. In this study, a novel UAV …

A task allocation algorithm for a swarm of unmanned aerial vehicles based on bionic wolf pack method

Z Wang, J Zhang - Knowledge-Based Systems, 2022 - Elsevier
Abstract Unmanned Aerial Vehicle (UAV) swarms are attracting more and more research
attention due to their low cost and high efficiency. Task allocation is a highly important …

Learning scalable policies over graphs for multi-robot task allocation using capsule attention networks

S Paul, P Ghassemi… - … Conference on Robotics …, 2022 - ieeexplore.ieee.org
This paper presents a novel graph reinforcement learning (RL) architecture to solve multi-
robot task allocation (MRTA) problems that involve tasks with deadlines and workload, and …

A two-stage reinforcement learning-based approach for multi-entity task allocation

A Gong, K Yang, J Lyu, X Li - Engineering Applications of Artificial …, 2024 - Elsevier
Task allocation is a key combinatorial optimization problem, crucial for modern applications
such as multi-robot cooperation and resource scheduling. Decision makers must allocate …

[HTML][HTML] Multi-robot task allocation methods: A fuzzy optimization approach

O Valero, J Antich, A Tauler-Rosselló, J Guerrero… - Information …, 2023 - Elsevier
Response-threshold methods stand out among the different developed swarm-like
methodologies that address the task allocation problem, which must be faced in multi-robot …

Efficient planning of multi-robot collective transport using graph reinforcement learning with higher order topological abstraction

S Paul, W Li, B Smyth, Y Chen, Y Gel… - … on Robotics and …, 2023 - ieeexplore.ieee.org
Efficient multi-robot task allocation (MRTA) is fundamental to various time-sensitive
applications such as disaster response, warehouse operations, and construction. This paper …

D-ITAGS: A dynamic interleaved approach to resilient task allocation, scheduling, and motion planning

G Neville, S Chernova… - IEEE Robotics and …, 2023 - ieeexplore.ieee.org
Complex, multi-task missions require the coordination of heterogeneous robots at multiple
inter-connected levels, such as coalition formation, scheduling, and motion planning. This …