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Authors: Richardson Ribeiro 1 ; Marcelo Teixeira 1 ; André L. Wirth 1 ; André P. Borges 2 and Fabrício Enembreck 2

Affiliations: 1 Federal University of Technology-Paraná, Brazil ; 2 Pontificial Catholical University-Paraná, Brazil

Keyword(s): Intelligent Agents, Broiler Management and Decision Making Problems.

Related Ontology Subjects/Areas/Topics: Agents ; Artificial Intelligence ; Artificial Intelligence and Decision Support Systems ; Enterprise Information Systems ; Industrial Applications of Artificial Intelligence ; Intelligent Agents ; Internet Technology ; Web Information Systems and Technologies

Abstract: This paper proposes a learning model for taking-decision problems using intelligent agents technologies combined with instance-based machine learning techniques. Our learning model is applied to a real case to support the daily decisions of a poultry farmer. The agent of the system is used to generate action policies, in order to control a set of factors in the daily activities, such as food-meat conversion, amount of food to be consumed, time to rest, weight gain, comfort temperature, water and energy to be consumed, etc. The perception of the agent is ensured by a set of sensors scattered by the physical structure of the poultry. The principal role of the agent is to perform a set of actions in a way to consider aspects such as productivity and profitability without compromising bird welfare. Experimental results have shown that, for the decision-taking process in poultry farming, our model is sound, advantageous and can substantially improve the agent actions in comparison with eq uivalent decision when taken by a human specialist. (More)

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Paper citation in several formats:
Ribeiro, R.; Teixeira, M.; L. Wirth, A.; P. Borges, A. and Enembreck, F. (2015). A Learning Model for Intelligent Agents Applied to Poultry Farming. In Proceedings of the 17th International Conference on Enterprise Information Systems - Volume 2: ICEIS; ISBN 978-989-758-096-3; ISSN 2184-4992, SciTePress, pages 495-503. DOI: 10.5220/0005373604950503

@conference{iceis15,
author={Richardson Ribeiro. and Marcelo Teixeira. and André {L. Wirth}. and André {P. Borges}. and Fabrício Enembreck.},
title={A Learning Model for Intelligent Agents Applied to Poultry Farming},
booktitle={Proceedings of the 17th International Conference on Enterprise Information Systems - Volume 2: ICEIS},
year={2015},
pages={495-503},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0005373604950503},
isbn={978-989-758-096-3},
issn={2184-4992},
}

TY - CONF

JO - Proceedings of the 17th International Conference on Enterprise Information Systems - Volume 2: ICEIS
TI - A Learning Model for Intelligent Agents Applied to Poultry Farming
SN - 978-989-758-096-3
IS - 2184-4992
AU - Ribeiro, R.
AU - Teixeira, M.
AU - L. Wirth, A.
AU - P. Borges, A.
AU - Enembreck, F.
PY - 2015
SP - 495
EP - 503
DO - 10.5220/0005373604950503
PB - SciTePress