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Published in: Natural Computing 4/2020

19-09-2018

Quantum ant colony optimization algorithm for AGVs path planning based on Bloch coordinates of pheromones

Authors: Junjun Li, Bowei Xu, Yongsheng Yang, Huafeng Wu

Published in: Natural Computing | Issue 4/2020

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Abstract

In this work, a novel quantum ant colony optimization algorithm for automated guided vehicles (AGVs) path planning based on Bloch coordinates of pheromones is proposed. In consideration of the difficulty in solving the AGVs path planning problem because of NP-hard computational complexity, this approach combines the advantages of quantum theory and ant colony algorithm to obtain feasible, conflict-free, and optimal paths. To expand the search space, the pheromones on paths are coded according to Bloch coordinates. To make full use of the pheromones of three-dimensional Bloch coordinates, they are chosen with certain probabilities in accordance with the paths they obtained. Repulsions among AGVs are supposed to exist to avoid conflicts. A repulsion factor is employed in the state transition rule to increase the space–time distance among AGVs as much as possible. We compare the performance of the proposed algorithm with those of the other three methods in simulation of AGVs path planning at an automated container terminal. Simulation results illustrate the superiority of the proposed algorithm.

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Metadata
Title
Quantum ant colony optimization algorithm for AGVs path planning based on Bloch coordinates of pheromones
Authors
Junjun Li
Bowei Xu
Yongsheng Yang
Huafeng Wu
Publication date
19-09-2018
Publisher
Springer Netherlands
Published in
Natural Computing / Issue 4/2020
Print ISSN: 1567-7818
Electronic ISSN: 1572-9796
DOI
https://doi.org/10.1007/s11047-018-9711-0

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