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Modeling sincerity behaviour in software agent environment

The growth of autonomous products shows that this technology is gradually becoming a part of human life. They provide many benefits for humans in assisting the performance and management of tasks. Software agent technology is one that manifests the autonomous technology. As an autonomous product, th...

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Main Author: Nur Huda Binti Jaafar
Format: text::Thesis
Language:English
Published: 2023
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Software agent technology
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spelling my.uniten.dspace-195932024-09-02T14:33:16Z Modeling sincerity behaviour in software agent environment Nur Huda Binti Jaafar Software agent technology The growth of autonomous products shows that this technology is gradually becoming a part of human life. They provide many benefits for humans in assisting the performance and management of tasks. Software agent technology is one that manifests the autonomous technology. As an autonomous product, the technology has the ability to animate rational agents to cooperate and work in teams. However, due to the inherent rationality of software agent systems, the agents maintain the selfish attitude which becomes a subject for thought to improve efficiency. One way is to enable agents to help its teammate that has the same goal. In this thesis, we study the attempt to instill ethical human behaviour in a software agent environment in order to improve the efficiency. Sincerity is one of the human behaviours that can be instilled in a software agent environment. Studies have shown that this human ethical behaviour has proven its benefits to human organizations. The instilling of sincerity in a software agent environment may help to promote teamwork in an agent community. Consequently, this research is focused on the study of instilling human sincerity in a software agent behaviour. The study involves conducting a survey to identify the factors related to human sincerity while performing tasks. We use the survey results to design the agent sincerity rules. The dynamic characteristic is one of the elements included in modelling the agent sincerity behaviour. For this purpose, we create three levels of agent sincerity: less sincere, moderate sincere and most sincere. These levels determine how an agent responds to its community while performing its tasks and how its sincerity level changes according to the merit points. In order to avoid imbalance of work burden between the agents, this study designs a Work Manager to evaluate the capability of agent in receiving and handling new tasks. An agent is not allowed to take up a new task if it does not fulfil the criteria of the Work Manager evaluation although it is at its most sincere level. The architecture of agent sincerity environment, the BDI of sincere agent and the flow of agent communications are the other parts that support the implementation of sincerity behaviour in the agent environment. We validate the model of agent sincerity behaviour by simulating the implementation of sincere agent behaviour using the JADE platform. The results of the simulation show that the instilling of sincerity in an agent environment reduces the selfish behaviour and increases the teamwork among the agents in the community. Incidentally, by having sincerity behaviour in their environment, it is found out that the productivity of agents are also improved. 2023-05-03T13:39:58Z 2023-05-03T13:39:58Z 2021-02 Resource Types::text::Thesis https://irepository.uniten.edu.my/handle/123456789/19593 en application/pdf
institution Universiti Tenaga Nasional
building UNITEN Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Tenaga Nasional
content_source UNITEN Institutional Repository
url_provider http://dspace.uniten.edu.my/
language English
topic Software agent technology
spellingShingle Software agent technology
Nur Huda Binti Jaafar
Modeling sincerity behaviour in software agent environment
description The growth of autonomous products shows that this technology is gradually becoming a part of human life. They provide many benefits for humans in assisting the performance and management of tasks. Software agent technology is one that manifests the autonomous technology. As an autonomous product, the technology has the ability to animate rational agents to cooperate and work in teams. However, due to the inherent rationality of software agent systems, the agents maintain the selfish attitude which becomes a subject for thought to improve efficiency. One way is to enable agents to help its teammate that has the same goal. In this thesis, we study the attempt to instill ethical human behaviour in a software agent environment in order to improve the efficiency. Sincerity is one of the human behaviours that can be instilled in a software agent environment. Studies have shown that this human ethical behaviour has proven its benefits to human organizations. The instilling of sincerity in a software agent environment may help to promote teamwork in an agent community. Consequently, this research is focused on the study of instilling human sincerity in a software agent behaviour. The study involves conducting a survey to identify the factors related to human sincerity while performing tasks. We use the survey results to design the agent sincerity rules. The dynamic characteristic is one of the elements included in modelling the agent sincerity behaviour. For this purpose, we create three levels of agent sincerity: less sincere, moderate sincere and most sincere. These levels determine how an agent responds to its community while performing its tasks and how its sincerity level changes according to the merit points. In order to avoid imbalance of work burden between the agents, this study designs a Work Manager to evaluate the capability of agent in receiving and handling new tasks. An agent is not allowed to take up a new task if it does not fulfil the criteria of the Work Manager evaluation although it is at its most sincere level. The architecture of agent sincerity environment, the BDI of sincere agent and the flow of agent communications are the other parts that support the implementation of sincerity behaviour in the agent environment. We validate the model of agent sincerity behaviour by simulating the implementation of sincere agent behaviour using the JADE platform. The results of the simulation show that the instilling of sincerity in an agent environment reduces the selfish behaviour and increases the teamwork among the agents in the community. Incidentally, by having sincerity behaviour in their environment, it is found out that the productivity of agents are also improved.
format Resource Types::text::Thesis
author Nur Huda Binti Jaafar
author_facet Nur Huda Binti Jaafar
author_sort Nur Huda Binti Jaafar
title Modeling sincerity behaviour in software agent environment
title_short Modeling sincerity behaviour in software agent environment
title_full Modeling sincerity behaviour in software agent environment
title_fullStr Modeling sincerity behaviour in software agent environment
title_full_unstemmed Modeling sincerity behaviour in software agent environment
title_sort modeling sincerity behaviour in software agent environment
publishDate 2023
_version_ 1809152807166541824
score 13.222552

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