Artificial immune systems based multi-agent architecture to perform distributed diagnosis

被引:21
作者
Rocha, Andre Dionisio [1 ]
Lima-Monteiro, Pedro [1 ]
Parreira-Rocha, Mafalda [1 ]
Barata, Jose [1 ]
机构
[1] Univ Nova Lisboa, FCT, Dept Engn Electrotecn, Uninova CTS, P-2825149 Caparica, Portugal
基金
欧盟地平线“2020”;
关键词
Artificial immune systems; Cyber-physical systems; Multi-agent systems; Bio-inspired algorithms; STRUCTURAL DESIGN; OPTIMIZATION; ALGORITHM;
D O I
10.1007/s10845-017-1370-y
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Cyber-physical systems (CPS) emerge as a new idea to implement new manufacturing paradigms. There paradigms aim at answering the socio-economic factors that characterise modern enterprises, such as mass customisation and new markets. The authors propose an architecture that performs distributed diagnosis. The proposed solution uses artificial immune systems (AIS) to perform evolutionary diagnose. Industrial approaches to machine diagnosis are centralised. The authors pretend to make a CPS capable of distributed diagnosis with learning capabilities. An architecture capable of machine diagnosis and learning is also presented. This is done by bio-inspired algorithms. These were rated by a fuzzy inference system. The algorithms were tested for situations a system may endure and for their learning capability. The results of the obtained research, study and development are hereby presented. These results constitute proof of the sustainability of the AIS paradigm as a solution to distributed diagnosis.
引用
收藏
页码:2025 / 2037
页数:13
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