Adaptive Fuzzy Mediation for Multimodal Control of Mobile Robots in Navigation-Based Tasks

The paper proposes and analyses performance of a fuzzy-based mediator with showcase examples in robot navigation. The mediator receives outputs from two controllers and uses estimated collision probability for adapting the signal proportions in the final output. The approach was implemented and test...

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Main Authors: Josip Musić, Stanko Kružić, Ivo Stančić, Vladan Papić
Format: Article
Language:English
Published: Springer 2019-10-01
Series:International Journal of Computational Intelligence Systems
Subjects:
Online Access:https://www.atlantis-press.com/article/125919257/view
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author Josip Musić
Stanko Kružić
Ivo Stančić
Vladan Papić
author_facet Josip Musić
Stanko Kružić
Ivo Stančić
Vladan Papić
author_sort Josip Musić
collection DOAJ
description The paper proposes and analyses performance of a fuzzy-based mediator with showcase examples in robot navigation. The mediator receives outputs from two controllers and uses estimated collision probability for adapting the signal proportions in the final output. The approach was implemented and tested in simulation and on real robots with different footprints. The task complexity during testing varied from single obstacle avoidance to a realistic navigation in real environments. The obtained results showed that this approach is simple but effective.
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spelling doaj.art-89aabc39aba846739a4d0f9dfcf5e0872022-12-22T02:56:25ZengSpringerInternational Journal of Computational Intelligence Systems1875-68832019-10-0112210.2991/ijcis.d.190930.001Adaptive Fuzzy Mediation for Multimodal Control of Mobile Robots in Navigation-Based TasksJosip MusićStanko KružićIvo StančićVladan PapićThe paper proposes and analyses performance of a fuzzy-based mediator with showcase examples in robot navigation. The mediator receives outputs from two controllers and uses estimated collision probability for adapting the signal proportions in the final output. The approach was implemented and tested in simulation and on real robots with different footprints. The task complexity during testing varied from single obstacle avoidance to a realistic navigation in real environments. The obtained results showed that this approach is simple but effective.https://www.atlantis-press.com/article/125919257/viewFuzzy mediationAdaptive controlMobile robotNeural networksTeleoperation
spellingShingle Josip Musić
Stanko Kružić
Ivo Stančić
Vladan Papić
Adaptive Fuzzy Mediation for Multimodal Control of Mobile Robots in Navigation-Based Tasks
International Journal of Computational Intelligence Systems
Fuzzy mediation
Adaptive control
Mobile robot
Neural networks
Teleoperation
title Adaptive Fuzzy Mediation for Multimodal Control of Mobile Robots in Navigation-Based Tasks
title_full Adaptive Fuzzy Mediation for Multimodal Control of Mobile Robots in Navigation-Based Tasks
title_fullStr Adaptive Fuzzy Mediation for Multimodal Control of Mobile Robots in Navigation-Based Tasks
title_full_unstemmed Adaptive Fuzzy Mediation for Multimodal Control of Mobile Robots in Navigation-Based Tasks
title_short Adaptive Fuzzy Mediation for Multimodal Control of Mobile Robots in Navigation-Based Tasks
title_sort adaptive fuzzy mediation for multimodal control of mobile robots in navigation based tasks
topic Fuzzy mediation
Adaptive control
Mobile robot
Neural networks
Teleoperation
url https://www.atlantis-press.com/article/125919257/view
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AT stankokruzic adaptivefuzzymediationformultimodalcontrolofmobilerobotsinnavigationbasedtasks
AT ivostancic adaptivefuzzymediationformultimodalcontrolofmobilerobotsinnavigationbasedtasks
AT vladanpapic adaptivefuzzymediationformultimodalcontrolofmobilerobotsinnavigationbasedtasks