Heterogeneous Ant Algorithm

This article deals with the problem of effective control of a heterogeneous swarm of robots. It is shown that the maximum efficiency, in the case of heterogeneous swarms of robots, can be achieved only in the case of specialization of robots in the delivery of those types of resources in the delivery of which they have a relative advantage. In this work, a heterogeneous ant algorithm is proposed, which allows to ensure the efficient operation of heterogeneous robots for the delivery of two types of resources. The heterogeneous ant algorithm is workable and can be successfully used to organize the work of a swarm of robots consisting of two types of robots that have different technical characteristics and, accordingly, may have different degrees of suitability for performing the same tasks. In the course of computer simulation, it was confirmed both the efficiency of the algorithm and the ability of a swarm of robots, under its control, to adapt to changes in external factors.

Authors

Institutions

Publication Details

Published
2024-10-16
DOI
https://doi.org/10.1109/csit65290.2024.10982661
Primary Topic
Metaheuristic Optimization Algorithms Research
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Heterogeneous Ant Algorithm

V.V. Tsyhyka, Vitaliy Serzhanov, Fedir Abramov, Olga Andreieva et al.
Metaheuristic Optimization Algorithms Research
article

Heterogeneous Ant Algorithm

V.V. Tsyhyka, Vitaliy Serzhanov, Fedir Abramov, Olga Andreieva, Roman Meshko, Oleksandr Andreiev
article en

Abstract

This article deals with the problem of effective control of a heterogeneous swarm of robots. It is shown that the maximum efficiency, in the case of heterogeneous swarms of robots, can be achieved only in the case of specialization of robots in the delivery of those types of resources in the delivery of which they have a relative advantage. In this work, a heterogeneous ant algorithm is proposed, which allows to ensure the efficient operation of heterogeneous robots for the delivery of two types of resources. The heterogeneous ant algorithm is workable and can be successfully used to organize the work of a swarm of robots consisting of two types of robots that have different technical characteristics and, accordingly, may have different degrees of suitability for performing the same tasks. In the course of computer simulation, it was confirmed both the efficiency of the algorithm and the ability of a swarm of robots, under its control, to adapt to changes in external factors.

National Technical University "Kharkiv Polytechnic Institute" (UA), Uzhhorod National University (UA)
Openalex Percentile: Top 73%
Metaheuristic Optimization Algorithms Research
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.