Title :
Multi-agent system for heterarchical product-driven manufacturing
Author :
Morariu, Octavian ; Raileanu, Silviu ; Morariu, Cristina ; Borangiu, Theodor
Author_Institution :
Univ. Politeh., Bucharest, Romania
Abstract :
Product-driven manufacturing has gained a lot of traction recently among practitioners as it has the potential to take flexibility and agility of the manufacturing system to a new level compared to hierarchical control models. The advances in embedded technology have created the premises for the emergence of truly intelligent products that are capable not only of identification and information storage, but also of complex behavior and local decision making. In this context, this paper proposes a multi-agent control system that aims to solve the new challenges introduced by the shift to product-driven manufacturing, specifically addressing the special needs for information flow between shop floor entities and the MES system. The paper presents the pilot implementation, using the JADE multi-agent platform, a backtracking scheduler, an artificial neural network (ANN) for local decision making and the experimental results outlining the agent processing requirements during the product lifecycle.
Keywords :
control engineering computing; intelligent control; manufacturing systems; multi-agent systems; neural nets; production engineering computing; scheduling; ANN; JADE multiagent platform; artificial neural network; backtracking scheduler; embedded technology; heterarchical product-driven manufacturing; hierarchical control models; manufacturing system; multiagent control system; Artificial neural networks; Control systems; Electric breakdown; Manufacturing systems; Neurons; Real-time systems; distributed control; embedded devices; intelligent product; multi agent system; neural network; product-driven manufacturing;
Conference_Titel :
Automation, Quality and Testing, Robotics, 2014 IEEE International Conference on
Conference_Location :
Cluj-Napoca
Print_ISBN :
978-1-4799-3731-8
DOI :
10.1109/AQTR.2014.6857897