FIRE DETECTION SUPPORTED BY
COGNITIVE AGENTS
Authors:
Guilherme A.Leite
Charles J. Heringer
Diogo M. FErnandes
Nilson M. Lazarin
SUMMARY
Introduction;
Theory Overview;
Proposal;
Case Study;
Results;
Future Work.
Engenharia Elétrica | guilherme.leite@aluno.cefet-rj.br CEFET/RJ
August 2024 Electrical Engineering | CEFET/RJ
INTRODUCTION
Relevance of fire safety in residential, commercial, and
industrial environments;
History of severe incidents in Brazil (Kiss Nightclub, Joelma
Building, Gran Circus, etc.);
2020 data: More than 700 daily fires in Brazil (SENASP);
Electrical overload: the main cause of domestic fires
(Abracopel).
Engenharia Elétrica | guilherme.leite@aluno.cefet-rj.br CEFET/RJ
CONTEXT AND MOTIVATION
August 2024 Electrical Engineering | CEFET/RJ
Multi-Agent Systems and Cognitive Agents;
Definition and Types of Agents;
Embedded MAS and Architecture;
Four-Layer Architecture;
Engenharia Elétrica | guilherme.leite@aluno.cefet-rj.br CEFET/RJ
August 2024 Electrical Engineering | CEFET/RJ
THEORY OVERVIEW
Jason agent is a common agent that develops its reasoning process based
on information provided by the environment, its desires and beliefs, and
messages received from other agents.
Communicator agent is an extension of a Jason agent, with the ability to
communicate with agents from other external MAS, in addition to moving
to other MAS, through an IoT network.
ARGO agent, in turn, has the ability to manifest itself in the physical
environment, perceive information and modify it, via sensors and
actuators connected to a microcontroller.
Engenharia Elétrica | guilherme.leite@aluno.cefet-rj.br CEFET/RJ
August 2024 Electrical Engineering | CEFET/RJ
THEORY OVERVIEW
Engenharia Elétrica | guilherme.leite@aluno.cefet-rj.br CEFET/RJ
Embedded MAS and Architecture;
Four-Layer Architecture;
Engenharia Elétrica | guilherme.leite@aluno.cefet-rj.br CEFET/RJ
PROPOSAL
Fire Monitoring System;
System Structure:
Engenharia Elétrica | guilherme.leite@aluno.cefet-rj.br CEFET/RJ
PROPOSAL
Embedded MAS in Homes:
CASE STUDY
Engenharia Elétrica | guilherme.leite@aluno.cefet-rj.br CEFET/RJ
Integration:
Home: Embedded MAS with Argo agents (sensors and alarm) and
Communicator (alerts to firefighters);
Fire Department: MAS with Communicator agent (guidance and
response);
Simulation: Use of two virtual machines for the home and fire department
MAS.
August 2024 Electrical Engineering | CEFET/RJ
Engenharia Elétrica | guilherme.leite@aluno.cefet-rj.br CEFET/RJ
CASE STUDY
https://papers.chon.group/WESAAC/2024/deteccaoIncendio/
RELATED PAPERS
Engenharia Elétrica | guilherme.leite@aluno.cefet-rj.br CEFET/RJ
In this work, we explore the convergence between fire detection
technology and the Artificial Intelligence of Things (AI of things -
AIoT) paradigm [Zhang and Tao 2021], through embedded cognitive
agents [Pantoja et al. 2016] to identify fire threats and optimize
rescue time.
August 2024 Electrical Engineering | CEFET/RJ
RELATED PAPERS
Engenharia Elétrica | guilherme.leite@aluno.cefet-rj.br CEFET/RJ
Unlike [Mahzan et al. 2018] and [Yadav and Rani 2020], we present
communication via an IoT network, which allows integration with
other cognitive systems running in government agencies, enabling fire
detection parameters to be dynamically defined by an authority,
without the need for firmware reprogramming.
August 2024 Electrical Engineering | CEFET/RJ
RELATED PAPERS
Engenharia Elétrica | guilherme.leite@aluno.cefet-rj.br CEFET/RJ
Unlike [Perilla et al. 2018], we analyze the technologies that allow the
construction of cyber-physical systems using the AIoT paradigm,
managed by cognitive agents, capable of perceiving and acting in the
physical world. Finally, we aim to demonstrate the potential positive
impact of using Multi-Agent Systems (MAS) in fire prevention.
August 2024 Electrical Engineering | CEFET/RJ
FUTURE WORK
Engenharia Elétrica | guilherme.leite@aluno.cefet-rj.br CEFET/RJ
Exploration of other contexts and applications of the BDI
model;
Utilization of the JasonEmbedded framework and ChonIDE
development environment;
Development of cognitive devices to enhance emergency
response systems.
August 2024 Electrical Engineering | CEFET/RJ
REFERENCES
Engenharia Elétrica | guilherme.leite@aluno.cefet-rj.br CEFET/RJ
Bordini, R. H., Hübner, J. F., and Vieira, R. (2005). Jason and the Golden Fleece of Agent-Oriented Programming, pages 3–37. Springer US, Boston, MA.
Bratman, M. E., Israel, D. J., and Pollack, M. E. (1988). Plans and resource-bounded practical reasoning. Computational Intelligence, 4(3):349–355.
de Jesus, V. S., Manoel, F. C. P., and Pantoja, C. E. (2019). Protocolo de interação entre SMA embarcados bio-inspirado na relação de predatismo. In Anais do WESAAC 2019, pages 95–106,
Florianópolis. UFSC.
Endler, M., Baptista, G., Silva, L. D., Vasconcelos, R., Malcher, M., Pantoja, V., Pinheiro, V., and Viterbo, J. (2011). ContextNet: context reasoning and sharing middleware for large-scale pervasive
collaboration and social networking. In Proceedings of Middleware ’11, Lisbon. ACM.
Fernandes, V. (2020). Os 15 maiores incêndios do Brasil | Tragédias que marcaram. Folha Metropolitana (2023). Brasil tem mais de nove incêndios por hora.
Freitas, B. P. T., Lazarin, N. M., and Pantoja, C. E. (2023). Uma Proposta de Emulador de Portas Seriais para Sistemas Multiagentes Embarcados. In Anais do WESAAC 2023, pages 55–66, Pelotas.
UFPel.
Gandra, A. (2021). Sobrecarga elétrica causa mais de 50% dos incêndios domésticos.
Hübner, J. F., Bordini, R. H., and Vieira, R. (2004). Introdução ao desenvolvimento de sistemas multiagentes com Jason. In Anais da XII Escola de Informática da SBC.
Lazarin, N. M. and Pantoja, C. E. (2015). A robotic-agent platform for embedding software agents using raspberry pi and arduino boards. In Anais do WESAAC 2015, pages 13–20, Niterói. UFF.
Mahzan, N. N., Enzai, N. I. M., Zin, N. M., and Noh, K. S. S. K. M. (2018). Design of an Arduino-based home fire alarm system with GSM module. Journal of Physics: Conference Series,
1019(1):012079.
Pantoja, C. E., Jesus, V. S. d., Lazarin, N. M., and Viterbo, J. (2023). A Spin-off Version of Jason for IoT and Embedded Multi-Agent Systems. In Intelligent Systems. BRACIS 2023, pages 382–396,
Cham. Springer Nature Switzerland.
Pantoja, C. E., Stabile, M. F., Lazarin, N. M., and Sichman, J. S. (2016). ARGO: An Extended Jason Architecture that Facilitates Embedded Robotic Agents Programming. In Engineering Multi-Agent
Systems. EMAS 2016, pages 136–155, Cham. Springer.
Perilla, F. S., Villanueva, G. R., Cacanindin, N. M., and Palaoag, T. D. (2018). Fire Safety and Alert System Using Arduino Sensors with IoT Integration. In Proceedings of ICSCA’18, page 199–203,
Kuantan Malaysia. ACM.
Sichman, J. S., Demazeau, Y., and Boissier, O. (1992). When can knowledge-based systems be called agents? In Anais do SBIA 92, pages 172–185, Rio de Janeiro. SBC.
Souza de Jesus, V., Mori Lazarin, N., Pantoja, C. E., Vaz Alves, G., Ramos Alves de Lima, G., and Viterbo, J. (2023). An IDE to Support the Development of Embedded Multi-Agent Systems. In The
PAAMS Collection, pages 346–358, Cham. Springer.
Yadav, R. and Rani, P. (2020). Sensor Based Smart Fire Detection and Fire Alarm System. In Proceedings of AdChE 2020, UPES, Dehradun, India.
Zhang, J. and Tao, D. (2021). Empowering Things With Intelligence: A Survey of the Progress, Challenges, and Opportunities in Artificial Intelligence of Things. IEEE Internet of Things Journal,
8(10):7789–7817.
August 2024 Electrical Engineering | CEFET/RJ

Detecção de Incêndio apoiada por Agentes Cognitivos

  • 1.
    FIRE DETECTION SUPPORTEDBY COGNITIVE AGENTS Authors: Guilherme A.Leite Charles J. Heringer Diogo M. FErnandes Nilson M. Lazarin
  • 2.
    SUMMARY Introduction; Theory Overview; Proposal; Case Study; Results; FutureWork. Engenharia Elétrica | guilherme.leite@aluno.cefet-rj.br CEFET/RJ August 2024 Electrical Engineering | CEFET/RJ
  • 3.
    INTRODUCTION Relevance of firesafety in residential, commercial, and industrial environments; History of severe incidents in Brazil (Kiss Nightclub, Joelma Building, Gran Circus, etc.); 2020 data: More than 700 daily fires in Brazil (SENASP); Electrical overload: the main cause of domestic fires (Abracopel). Engenharia Elétrica | guilherme.leite@aluno.cefet-rj.br CEFET/RJ CONTEXT AND MOTIVATION August 2024 Electrical Engineering | CEFET/RJ
  • 4.
    Multi-Agent Systems andCognitive Agents; Definition and Types of Agents; Embedded MAS and Architecture; Four-Layer Architecture; Engenharia Elétrica | guilherme.leite@aluno.cefet-rj.br CEFET/RJ August 2024 Electrical Engineering | CEFET/RJ THEORY OVERVIEW
  • 5.
    Jason agent isa common agent that develops its reasoning process based on information provided by the environment, its desires and beliefs, and messages received from other agents. Communicator agent is an extension of a Jason agent, with the ability to communicate with agents from other external MAS, in addition to moving to other MAS, through an IoT network. ARGO agent, in turn, has the ability to manifest itself in the physical environment, perceive information and modify it, via sensors and actuators connected to a microcontroller. Engenharia Elétrica | guilherme.leite@aluno.cefet-rj.br CEFET/RJ August 2024 Electrical Engineering | CEFET/RJ THEORY OVERVIEW
  • 6.
    Engenharia Elétrica |guilherme.leite@aluno.cefet-rj.br CEFET/RJ Embedded MAS and Architecture; Four-Layer Architecture;
  • 7.
    Engenharia Elétrica |guilherme.leite@aluno.cefet-rj.br CEFET/RJ PROPOSAL Fire Monitoring System; System Structure:
  • 8.
    Engenharia Elétrica |guilherme.leite@aluno.cefet-rj.br CEFET/RJ PROPOSAL Embedded MAS in Homes:
  • 9.
    CASE STUDY Engenharia Elétrica| guilherme.leite@aluno.cefet-rj.br CEFET/RJ Integration: Home: Embedded MAS with Argo agents (sensors and alarm) and Communicator (alerts to firefighters); Fire Department: MAS with Communicator agent (guidance and response); Simulation: Use of two virtual machines for the home and fire department MAS. August 2024 Electrical Engineering | CEFET/RJ
  • 10.
    Engenharia Elétrica |guilherme.leite@aluno.cefet-rj.br CEFET/RJ CASE STUDY https://papers.chon.group/WESAAC/2024/deteccaoIncendio/
  • 11.
    RELATED PAPERS Engenharia Elétrica| guilherme.leite@aluno.cefet-rj.br CEFET/RJ In this work, we explore the convergence between fire detection technology and the Artificial Intelligence of Things (AI of things - AIoT) paradigm [Zhang and Tao 2021], through embedded cognitive agents [Pantoja et al. 2016] to identify fire threats and optimize rescue time. August 2024 Electrical Engineering | CEFET/RJ
  • 12.
    RELATED PAPERS Engenharia Elétrica| guilherme.leite@aluno.cefet-rj.br CEFET/RJ Unlike [Mahzan et al. 2018] and [Yadav and Rani 2020], we present communication via an IoT network, which allows integration with other cognitive systems running in government agencies, enabling fire detection parameters to be dynamically defined by an authority, without the need for firmware reprogramming. August 2024 Electrical Engineering | CEFET/RJ
  • 13.
    RELATED PAPERS Engenharia Elétrica| guilherme.leite@aluno.cefet-rj.br CEFET/RJ Unlike [Perilla et al. 2018], we analyze the technologies that allow the construction of cyber-physical systems using the AIoT paradigm, managed by cognitive agents, capable of perceiving and acting in the physical world. Finally, we aim to demonstrate the potential positive impact of using Multi-Agent Systems (MAS) in fire prevention. August 2024 Electrical Engineering | CEFET/RJ
  • 14.
    FUTURE WORK Engenharia Elétrica| guilherme.leite@aluno.cefet-rj.br CEFET/RJ Exploration of other contexts and applications of the BDI model; Utilization of the JasonEmbedded framework and ChonIDE development environment; Development of cognitive devices to enhance emergency response systems. August 2024 Electrical Engineering | CEFET/RJ
  • 15.
    REFERENCES Engenharia Elétrica |guilherme.leite@aluno.cefet-rj.br CEFET/RJ Bordini, R. H., Hübner, J. F., and Vieira, R. (2005). Jason and the Golden Fleece of Agent-Oriented Programming, pages 3–37. Springer US, Boston, MA. Bratman, M. E., Israel, D. J., and Pollack, M. E. (1988). Plans and resource-bounded practical reasoning. Computational Intelligence, 4(3):349–355. de Jesus, V. S., Manoel, F. C. P., and Pantoja, C. E. (2019). Protocolo de interação entre SMA embarcados bio-inspirado na relação de predatismo. In Anais do WESAAC 2019, pages 95–106, Florianópolis. UFSC. Endler, M., Baptista, G., Silva, L. D., Vasconcelos, R., Malcher, M., Pantoja, V., Pinheiro, V., and Viterbo, J. (2011). ContextNet: context reasoning and sharing middleware for large-scale pervasive collaboration and social networking. In Proceedings of Middleware ’11, Lisbon. ACM. Fernandes, V. (2020). Os 15 maiores incêndios do Brasil | Tragédias que marcaram. Folha Metropolitana (2023). Brasil tem mais de nove incêndios por hora. Freitas, B. P. T., Lazarin, N. M., and Pantoja, C. E. (2023). Uma Proposta de Emulador de Portas Seriais para Sistemas Multiagentes Embarcados. In Anais do WESAAC 2023, pages 55–66, Pelotas. UFPel. Gandra, A. (2021). Sobrecarga elétrica causa mais de 50% dos incêndios domésticos. Hübner, J. F., Bordini, R. H., and Vieira, R. (2004). Introdução ao desenvolvimento de sistemas multiagentes com Jason. In Anais da XII Escola de Informática da SBC. Lazarin, N. M. and Pantoja, C. E. (2015). A robotic-agent platform for embedding software agents using raspberry pi and arduino boards. In Anais do WESAAC 2015, pages 13–20, Niterói. UFF. Mahzan, N. N., Enzai, N. I. M., Zin, N. M., and Noh, K. S. S. K. M. (2018). Design of an Arduino-based home fire alarm system with GSM module. Journal of Physics: Conference Series, 1019(1):012079. Pantoja, C. E., Jesus, V. S. d., Lazarin, N. M., and Viterbo, J. (2023). A Spin-off Version of Jason for IoT and Embedded Multi-Agent Systems. In Intelligent Systems. BRACIS 2023, pages 382–396, Cham. Springer Nature Switzerland. Pantoja, C. E., Stabile, M. F., Lazarin, N. M., and Sichman, J. S. (2016). ARGO: An Extended Jason Architecture that Facilitates Embedded Robotic Agents Programming. In Engineering Multi-Agent Systems. EMAS 2016, pages 136–155, Cham. Springer. Perilla, F. S., Villanueva, G. R., Cacanindin, N. M., and Palaoag, T. D. (2018). Fire Safety and Alert System Using Arduino Sensors with IoT Integration. In Proceedings of ICSCA’18, page 199–203, Kuantan Malaysia. ACM. Sichman, J. S., Demazeau, Y., and Boissier, O. (1992). When can knowledge-based systems be called agents? In Anais do SBIA 92, pages 172–185, Rio de Janeiro. SBC. Souza de Jesus, V., Mori Lazarin, N., Pantoja, C. E., Vaz Alves, G., Ramos Alves de Lima, G., and Viterbo, J. (2023). An IDE to Support the Development of Embedded Multi-Agent Systems. In The PAAMS Collection, pages 346–358, Cham. Springer. Yadav, R. and Rani, P. (2020). Sensor Based Smart Fire Detection and Fire Alarm System. In Proceedings of AdChE 2020, UPES, Dehradun, India. Zhang, J. and Tao, D. (2021). Empowering Things With Intelligence: A Survey of the Progress, Challenges, and Opportunities in Artificial Intelligence of Things. IEEE Internet of Things Journal, 8(10):7789–7817. August 2024 Electrical Engineering | CEFET/RJ