Title :
Energy efficiency improvement through context sensitive self-learning of machine availability
Author :
Bittencourt, José Luiz ; Bonefeld, Ralf ; Scholze, Sebastian ; Stokic, Dragan ; Uddin, M. Kamal ; Lastra, J. L Martinez
Abstract :
In this paper, we present a generic solution for context based self-adaptation of production systems. We describe the overall architecture of the proposed system, as well as its components. Furthermore, we illustrate how this architecture is being used to extract the production context of machine tools and improve their energy efficiency.
Keywords :
flexible manufacturing systems; machine tools; production engineering computing; unsupervised learning; context sensitive self-learning; energy efficiency improvement; machine availability; machine tools production context; production systems context self adaptation; Context; Context modeling; Data mining; Monitoring; Ontologies; Production systems;
Conference_Titel :
Industrial Informatics (INDIN), 2011 9th IEEE International Conference on
Conference_Location :
Caparica, Lisbon
Print_ISBN :
978-1-4577-0435-2
Electronic_ISBN :
978-1-4577-0433-8
DOI :
10.1109/INDIN.2011.6034843
