Compound Learning Control for Formation Management of Multiple Autonomous Agents

Having cooperation between multiple autonomous devices against one task is difficult due to each device having their own decision management based on self-deterministic protocol. Within the self-deterministic protocol, a formation management task should be considered along another task in order to...

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Main Authors: Syafiq Fauzi, Kamarulzaman, Alsibai, Mohammad Hayyan
Format: Conference or Workshop Item
Language:English
Published: 2016
Subjects:
Online Access:http://umpir.ump.edu.my/id/eprint/14306/1/Compound%20Learning%20Control%20for%20Formation%20Management%20of%20Multiple%20Autonomous%20Agents.pdf
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author Syafiq Fauzi, Kamarulzaman
Alsibai, Mohammad Hayyan
author_facet Syafiq Fauzi, Kamarulzaman
Alsibai, Mohammad Hayyan
author_sort Syafiq Fauzi, Kamarulzaman
collection UMP
description Having cooperation between multiple autonomous devices against one task is difficult due to each device having their own decision management based on self-deterministic protocol. Within the self-deterministic protocol, a formation management task should be considered along another task in order to provide cooperation and consideration between the operating autonomous devices. In this research, a compound learning control system for formation management of multiple control agents is proposed by managing coordination between multiple autonomous agents along with other tasks simultaneously in an operation. Series of simulation based on an autonomous robot was conducted to evaluate the effectiveness of learning through compound knowledge for providing consideration among achieving goals or coordination configuration against partner robot. The proposed system was able to provide consideration in coordination among operating partners in a task of achieving goal.
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spelling UMPir143062018-03-29T07:10:06Z http://umpir.ump.edu.my/id/eprint/14306/ Compound Learning Control for Formation Management of Multiple Autonomous Agents Syafiq Fauzi, Kamarulzaman Alsibai, Mohammad Hayyan QA76 Computer software T Technology (General) Having cooperation between multiple autonomous devices against one task is difficult due to each device having their own decision management based on self-deterministic protocol. Within the self-deterministic protocol, a formation management task should be considered along another task in order to provide cooperation and consideration between the operating autonomous devices. In this research, a compound learning control system for formation management of multiple control agents is proposed by managing coordination between multiple autonomous agents along with other tasks simultaneously in an operation. Series of simulation based on an autonomous robot was conducted to evaluate the effectiveness of learning through compound knowledge for providing consideration among achieving goals or coordination configuration against partner robot. The proposed system was able to provide consideration in coordination among operating partners in a task of achieving goal. 2016 Conference or Workshop Item PeerReviewed application/pdf en http://umpir.ump.edu.my/id/eprint/14306/1/Compound%20Learning%20Control%20for%20Formation%20Management%20of%20Multiple%20Autonomous%20Agents.pdf Syafiq Fauzi, Kamarulzaman and Alsibai, Mohammad Hayyan (2016) Compound Learning Control for Formation Management of Multiple Autonomous Agents. In: International Conference on Electrical & Electronic Technology , 22-26 August 2016 , Universiti Putra Malaysia. pp. 1-6.. (Unpublished)
spellingShingle QA76 Computer software
T Technology (General)
Syafiq Fauzi, Kamarulzaman
Alsibai, Mohammad Hayyan
Compound Learning Control for Formation Management of Multiple Autonomous Agents
title Compound Learning Control for Formation Management of Multiple Autonomous Agents
title_full Compound Learning Control for Formation Management of Multiple Autonomous Agents
title_fullStr Compound Learning Control for Formation Management of Multiple Autonomous Agents
title_full_unstemmed Compound Learning Control for Formation Management of Multiple Autonomous Agents
title_short Compound Learning Control for Formation Management of Multiple Autonomous Agents
title_sort compound learning control for formation management of multiple autonomous agents
topic QA76 Computer software
T Technology (General)
url http://umpir.ump.edu.my/id/eprint/14306/1/Compound%20Learning%20Control%20for%20Formation%20Management%20of%20Multiple%20Autonomous%20Agents.pdf
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