Evaluation of Multi-agent Architecture for Structural Damage Detection and Location

Authors

  • Andrés Felipe Quintero-Parra Universidad Simón Bolívar
  • Jhonatan Camacho-Navarro Universitaria de investigación y Desarrollo-UDI
  • Marco Fidel Flórez Universitaria de Investigación y Desarrollo
  • Jose Luis Vásquez-González Universidad de las Américas Puebla UDLAP, Cholula Puebla

DOI:

https://doi.org/10.3991/ijoe.v13i06.7184

Keywords:

Artificial Intelligence, Intelligent Agent, Multiagent Architecture, Structural Health Monitoring

Abstract


In this paper the results of using a Multi-agent system (MAS) for Structural Health Monitoring (SHM) are detailed. A study between different MAS architectures reported in literature is presented in order to select and adapt the most adequate one for SHM tasks. Requirements are established according to recent solutions, where main parameters are type and number of sensors and communication protocols, among others. MAS technique uses several intelligent agents, that are algorithms able to act in a reactive or active way. Their action depends on surrounding environment or collected data. These agents can work in a decentralized way, searching the fulfillment of an individual goal or they can work with another system to achieve a common goal. Decision is based on their internal state (beliefs, goals and commitments). MAS’ effectiveness depends on the interconnection between the agents. Type of agents is defined according to its communication method and protocol, common and individual goals, among others. Decentralization and versatility are two important characteristics of MAS technique useful to solve SHM problem. This is one of the main motivations to consider this technique to be a good approach for the studied problem.  A benchmark numerical model, which consists of a metallic framework, was used to validate and demonstrate the feasibility of the selected architecture for SHM

Author Biographies

Andrés Felipe Quintero-Parra, Universidad Simón Bolívar

Electronichal engineer with special interest in related areas to damage detection algorithms, sensors and instrumentation systems, control design and artificial intelligence

Jhonatan Camacho-Navarro, Universitaria de investigación y Desarrollo-UDI

Assistance professor from universitaria de investigación y desarrollo - UDI. Interest on topics related to signal processing, pattern recognition and control systems

Marco Fidel Flórez, Universitaria de Investigación y Desarrollo

Electrical Engineer, active member of GPS research group, working in embedded systems and hand on applications. Also interested in power electronics.

Jose Luis Vásquez-González, Universidad de las Américas Puebla UDLAP, Cholula Puebla

Special interest on image processing and artificial intelligence

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Published

2017-06-19

How to Cite

Quintero-Parra, A. F., Camacho-Navarro, J., Flórez, M. F., & Vásquez-González, J. L. (2017). Evaluation of Multi-agent Architecture for Structural Damage Detection and Location. International Journal of Online and Biomedical Engineering (iJOE), 13(06), pp. 76–85. https://doi.org/10.3991/ijoe.v13i06.7184

Issue

Section

Papers