TY - JOUR
T1 - Integration in industrial automation based on multi-agent systems using cultural algorithms for optimizing the coordination mechanisms
AU - Terán, Juan
AU - Aguilar, Jose
AU - Cerrada, Mariela
PY - 2017/10
Y1 - 2017/10
N2 - Integration in industrial automation can be approached from the theory of Distributed Artificial Intelligence. One approach is the modeling of different production units by agents that interact through interaction protocols, which are implemented following a coordination mechanism. Under this approach, integration in automation can be achieved through the optimization of implicit interactions in such mechanisms. This paper presents a strategy for integrating industrial processes based on Multi-Agent Systems (MAS), which consists of optimizing coordination mechanisms that implement conversations between agents, by using cultural algorithms. The cultural algorithm uses formal models of interaction protocols between agents, such as auction and tender, and the integration scheme comes from automation architectures based on MAS, to which their interactions are optimized. The proposed scheme enables data and service-oriented integration. The proposed strategy is applied in two industrial case studies related to the oil production process.
AB - Integration in industrial automation can be approached from the theory of Distributed Artificial Intelligence. One approach is the modeling of different production units by agents that interact through interaction protocols, which are implemented following a coordination mechanism. Under this approach, integration in automation can be achieved through the optimization of implicit interactions in such mechanisms. This paper presents a strategy for integrating industrial processes based on Multi-Agent Systems (MAS), which consists of optimizing coordination mechanisms that implement conversations between agents, by using cultural algorithms. The cultural algorithm uses formal models of interaction protocols between agents, such as auction and tender, and the integration scheme comes from automation architectures based on MAS, to which their interactions are optimized. The proposed scheme enables data and service-oriented integration. The proposed strategy is applied in two industrial case studies related to the oil production process.
KW - Cultural algorithms
KW - Industrial automation
KW - Integration
KW - Multi-agent systems
UR - http://www.scopus.com/inward/record.url?scp=85020301812&partnerID=8YFLogxK
U2 - 10.1016/j.compind.2017.05.002
DO - 10.1016/j.compind.2017.05.002
M3 - Article
AN - SCOPUS:85020301812
SN - 0166-3615
VL - 91
SP - 11
EP - 23
JO - Computers in Industry
JF - Computers in Industry
ER -