Title :
Data collection for global monitoring and trend analysis in the GRACE multi-agent system
Author :
Pereira, Antonio ; Rodrigues, Nelson ; Leitao, Paulo
Author_Institution :
Polytech. Inst. of Braganca, Braganca, Portugal
Abstract :
Multi-agent systems (MAS) paradigm is a suitable approach to implement distributed manufacturing systems addressing the emergent requirements of flexibility, robustness and responsiveness. In such systems, the distributed agents have a local view of the system environment being the global data collection a complex and critical issue to provide the functionalities of the ISA-95 standard, such as dynamic scheduling, maintenance management and quality assurance. This paper describes the data collection mechanisms in a multi-agent system that supports the global monitoring over the time and the trend analysis to perform self-adaptation and self-optimization. The proposed approach was developed and tested in an industrial washing machines production line.
Keywords :
computerised monitoring; data acquisition; distributed processing; flexible manufacturing systems; multi-agent systems; optimisation; process control; process monitoring; production engineering computing; quality control; self-adjusting systems; washing machines; GRACE multiagent system; ISA-95 standard; MAS; distributed agents; distributed manufacturing systems; flexibility; global data collection; global monitoring; industrial washing machine production line; responsiveness; robustness; self-adaptation; self-optimization; trend analysis; Data collection; Market research; Monitoring; Multi-agent systems; Optimization; Process control; Production;
Conference_Titel :
Industrial Technology (ICIT), 2013 IEEE International Conference on
Conference_Location :
Cape Town
Print_ISBN :
978-1-4673-4567-5
Electronic_ISBN :
978-1-4673-4568-2
DOI :
10.1109/ICIT.2013.6505851