Deep reinforcement learning and ant colony optimization supporting multi‐UGV path planning and task assignment in 3D environments

B Jin, Y Sun, W Wu, Q Gao, P Si - IET Intelligent Transport …, 2024 - Wiley Online Library
With the development of artificial intelligence, the application of unmanned ground vehicles
(UGV) in outdoor hazardous scenarios has received more attention. However, the terrains in …

Distributed job allocation using response threshold for heterogeneous robot team under deadline constraints

DRV Joseph, SS Ramapackiyam - … and Computation: Practice …, 2023 - Wiley Online Library
Job allocation among the robots is a significant challenge in a multi‐robot environment. This
article proposes a distributed algorithm for job allocation with deadline constraints. It works …

Deep reinforcement learning task assignment based on domain knowledge

J Liu, G Wang, X Guo, S Wang, Q Fu - IEEE Access, 2022 - ieeexplore.ieee.org
Deep Reinforcement Learning (DRL) methods are inefficient in the initial strategy
exploration process due to the huge state space and action space in large-scale complex …

Research on dual robot collaboration method based on improved double ant colony algorithm

X Jia, C Tang, X Zhang, J Liu - Industrial Robot: the international …, 2024 - emerald.com
Purpose This study aims to propose an efficient dual-robot task collaboration strategy to
address the issue of low work efficiency and inability to meet the production needs of a …

Behavior Tree Capabilities for Dynamic Multi-Robot Task Allocation with Heterogeneous Robot Teams

G Heppner, D Oberacker, A Roennau… - arXiv preprint arXiv …, 2024 - arxiv.org
While individual robots are becoming increasingly capable, with new sensors and actuators,
the complexity of expected missions increased exponentially in comparison. To cope with …

A Deep Intelligent Ant Colony-Based Approach to Personalized and Customized Route Optimization for Smart Tourism

Z Ziyue - Informatica, 2024 - informatica.si
To enhance the travel experience of tourists and make the shortest travel personalized
route, an innovative personalized route optimization method based on a deep, intelligent ant …

Optimizing Algorithmic Efficiency: Exploring Advanced Data Structures for High-Performance Computing

LG Rao, E Nitya, JD Kusumba… - 2024 3rd …, 2024 - ieeexplore.ieee.org
This work explores advanced data structures as a means of optimizing algorithmic efficiency
in high-performance computing. The search for faster and more scalable algorithms …

Application of Intelligent Manufacturing Technology in Experimental Teaching in Colleges and Universities

F Yue, F Meng - 2024 5th International Conference on Mental …, 2024 - books.google.com
Intelligent manufacturing represents the development direction of ad-vanced technologies in
the field of engineering in the future. The intelligent manufacturing comprehensive training …