Adaptive Agents for Artificial Life Domain

Kód výsledku v IS VaVaI

<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21230%2F04%3A00101770" target="_blank" >RIV/68407700:21230/04:00101770 - isvavai.cz</a>

Výsledek na webu

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DOI - Digital Object Identifier

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Jazyk výsledku

angličtina

Název v původním jazyce

Adaptive Agents for Artificial Life Domain

Popis výsledku v původním jazyce

Adaptation and real time behavior becomes a necessity for agents that want to survive in Artificial Life environments. The neurodynamic reinforcement learning approach - Q-learning where Q-factors are represented using neural networks, overcomes problemsof the classical unsupervised algorithms. This research that is mainly focused on design of agent architectures for Artificial Life introduces the concepts of parallel and dynamic Q-spaces, where the learned Q-factors are divided into separate action-state spaces that correspond to independent behaviors. Q-factors are then combined across these spaces based on relationship among higher-level behaviors. A simulated Artificial Life environment with Artificial Life agents has been used as a test bed. Theresearch is being conducted in the Artificial Life domain. The proposed techniques will be useful in different domains also.

Název v anglickém jazyce

Adaptive Agents for Artificial Life Domain

Popis výsledku anglicky

Adaptation and real time behavior becomes a necessity for agents that want to survive in Artificial Life environments. The neurodynamic reinforcement learning approach - Q-learning where Q-factors are represented using neural networks, overcomes problemsof the classical unsupervised algorithms. This research that is mainly focused on design of agent architectures for Artificial Life introduces the concepts of parallel and dynamic Q-spaces, where the learned Q-factors are divided into separate action-state spaces that correspond to independent behaviors. Q-factors are then combined across these spaces based on relationship among higher-level behaviors. A simulated Artificial Life environment with Artificial Life agents has been used as a test bed. Theresearch is being conducted in the Artificial Life domain. The proposed techniques will be useful in different domains also.

Druh

J_x - Nezařazeno - Článek v odborném periodiku (Jimp, Jsc a Jost)

CEP obor

JC - Počítačový hardware a software

OECD FORD obor

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Projekt

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Návaznosti

V - Vyzkumna aktivita podporovana z jinych verejnych zdroju

Rok uplatnění

2004

Kód důvěrnosti údajů

S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Název periodika

WSEAS Transactions on Systems

ISSN

1109-2777

e-ISSN

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Svazek periodika

6

Číslo periodika v rámci svazku

3

Stát vydavatele periodika

GR - Řecká republika

Počet stran výsledku

6

Strana od-do

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Kód UT WoS článku

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EID výsledku v databázi Scopus

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