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Realistic Multi-Agent Formation Using Discretionary Group Behavior (DGB)

Authors :
Nahid Salehi
Mankyu Sung
Source :
Applied Sciences, Vol 10, Iss 10, p 3518 (2020)
Publication Year :
2020
Publisher :
MDPI AG, 2020.

Abstract

Simulating groups and their behaviors have been one of the important topics recently. This paper proposes a novel velocity-based method to simulate the realistic behavior of groups moving in a specific formation in a virtual environment including other groups and obstacles. The proposed algorithm, we called “DGB—Discretionary Group Behavior”, takes advantage of ORCA (Optimal Reciprocal Collision Avoidance) half-planes for both grouping and collision avoidance strategy. By considering new half-planes for each agent, we can have more reasonable and intelligent behavior in front of challenging obstacles and other agents. Unlike recent similar works, independent members in a group do not have predefined connections to each other even though they can keep the group’s formation while moving and trying to follow their best neighbors discretionarily in critical situations. Through experiments, we found that the proposed algorithm can yield more human-like group behavior in a crowd of agents.

Details

Language :
English
ISSN :
20763417
Volume :
10
Issue :
10
Database :
Directory of Open Access Journals
Journal :
Applied Sciences
Publication Type :
Academic Journal
Accession number :
edsdoj.26530db1d49f4174b9cb7457b28a14bb
Document Type :
article
Full Text :
https://doi.org/10.3390/app10103518