Title :
Context and implications of learning in Evolvable Production Systems
Author :
Neves, Pedro ; Ferreira, João ; Onori, Mauro ; Barata, José
Author_Institution :
Dept. of Production Eng., KTH, Stockholm, Sweden
Abstract :
More than ever the impact of market turbulence, high product customization and sustainability can be perceived through the increase of dynamics and complexity of manufacturing and business environments. Modular and distributed control structures are nowadays a consensual way, common to the majority of modern paradigms, to deal with unpredictability and volatility of markets. With modern paradigms aiming on adaptability, evolution and re-configuration as a way to deal with this reality, learning mechanism have become very important to achieve such requirements. This paper presents an exploratory discussion on the topic of agent-based learning applied in a modern production paradigm such as Evolvable Production Systems (EPS).
Keywords :
business continuity; industrial economics; learning (artificial intelligence); manufacturing systems; production engineering computing; software agents; Modular control structure; agent-based learning; business environment; distributed control structure; evolvable production system; learning context; learning implication; manufacturing environment; market turbulence; market unpredictability; market volatility; product customization; sustainability; Humans; Learning; Learning systems; Manufacturing systems; Multiagent systems;
Conference_Titel :
IECON 2011 - 37th Annual Conference on IEEE Industrial Electronics Society
Conference_Location :
Melbourne, VIC
Print_ISBN :
978-1-61284-969-0
DOI :
10.1109/IECON.2011.6119745