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Intermittent Information-Driven Multi-Agent Area-Restricted Search
The problem is a two-dimensional area-restricted search for a target using a coordinated team of autonomous mobile sensing platforms (agents). Sensing is characterised by a range-dependent probability of detection, with a non-zero probability of false alarms. The context is underwater surveillance u...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7517170/ https://www.ncbi.nlm.nih.gov/pubmed/33286406 http://dx.doi.org/10.3390/e22060635 |
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author | Ristic, Branko Skvortsov, Alex |
author_facet | Ristic, Branko Skvortsov, Alex |
author_sort | Ristic, Branko |
collection | PubMed |
description | The problem is a two-dimensional area-restricted search for a target using a coordinated team of autonomous mobile sensing platforms (agents). Sensing is characterised by a range-dependent probability of detection, with a non-zero probability of false alarms. The context is underwater surveillance using a swarm of amphibious drones equipped with active sonars. The paper develops an intermittent information-driven search strategy, which alternates between two phases: the fast and non-receptive displacement phase (called the ballistic phase) with a slow displacement and sensing phase (called the diffusive phase). The proposed multi-agent search strategy is carried out in a decentralised manner, which means that all computations (estimation and motion control) are done locally. Coordination of agents is achieved by exchanging the data with the neighbours only, in a manner which does not require global knowledge of the communication network topology. |
format | Online Article Text |
id | pubmed-7517170 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-75171702020-11-09 Intermittent Information-Driven Multi-Agent Area-Restricted Search Ristic, Branko Skvortsov, Alex Entropy (Basel) Article The problem is a two-dimensional area-restricted search for a target using a coordinated team of autonomous mobile sensing platforms (agents). Sensing is characterised by a range-dependent probability of detection, with a non-zero probability of false alarms. The context is underwater surveillance using a swarm of amphibious drones equipped with active sonars. The paper develops an intermittent information-driven search strategy, which alternates between two phases: the fast and non-receptive displacement phase (called the ballistic phase) with a slow displacement and sensing phase (called the diffusive phase). The proposed multi-agent search strategy is carried out in a decentralised manner, which means that all computations (estimation and motion control) are done locally. Coordination of agents is achieved by exchanging the data with the neighbours only, in a manner which does not require global knowledge of the communication network topology. MDPI 2020-06-08 /pmc/articles/PMC7517170/ /pubmed/33286406 http://dx.doi.org/10.3390/e22060635 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Ristic, Branko Skvortsov, Alex Intermittent Information-Driven Multi-Agent Area-Restricted Search |
title | Intermittent Information-Driven Multi-Agent Area-Restricted Search |
title_full | Intermittent Information-Driven Multi-Agent Area-Restricted Search |
title_fullStr | Intermittent Information-Driven Multi-Agent Area-Restricted Search |
title_full_unstemmed | Intermittent Information-Driven Multi-Agent Area-Restricted Search |
title_short | Intermittent Information-Driven Multi-Agent Area-Restricted Search |
title_sort | intermittent information-driven multi-agent area-restricted search |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7517170/ https://www.ncbi.nlm.nih.gov/pubmed/33286406 http://dx.doi.org/10.3390/e22060635 |
work_keys_str_mv | AT risticbranko intermittentinformationdrivenmultiagentarearestrictedsearch AT skvortsovalex intermittentinformationdrivenmultiagentarearestrictedsearch |