Self-Learning Production Systems (SLPS)-Energy management application for machine tools

IEEE International Symposium on Industrial Electronics

Volumn , Issue , 2013, Pages

  Candido, Goncalo ^a   Di Orio, Giovanni ^a   Barata, Jose ^a   Bittencourt, Jose Luiz ^b   Bonefeld, Ralf ^b  

^a UNIVERSIDADE NOVA DE LISBOA   (Portugal)

^b BOSCH REXROTH AG   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

APPLICATION SCENARIO; CONTEXTUAL INFORMATION; INTEGRATED MONITORING; INTELLIGENT MONITORING; MANAGEMENT APPLICATIONS; MANUFACTURING COMPANIES; REDUCING ENERGY CONSUMPTION; TOTAL COST OF OWNERSHIP;

COMPUTER CONTROL SYSTEMS; FAULT DETECTION; INTEGRATED CONTROL; MACHINE TOOLS; MANUFACTURE; PRODUCTION ENGINEERING; SUSTAINABLE DEVELOPMENT; THROUGHPUT;

INDUSTRIAL ELECTRONICS;

EID: 84881632683     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ISIE.2013.6563805     Document Type: Conference Paper

References (20)

1. D. Noble, Forces of production: A social history of industrial automation. Transaction Publishers, 2011.
2. R. Narula, Globalization & technology: interdependence, innovation systems and industrial policy. Polity, 2003.
3. T. Levitt, "The globalization of markets," Readings in international business: a decision approach, vol. 249, 1993.
4. H. Van Dyke Parunak, "What can agents do in industry, and why? an overview of industrially-oriented r&d at cec," Cooperative Information Agents II Learning, Mobility and Electronic Commerce for Information Discovery on the Internet, pp. 1-18, 1998.
5. S. Rusina, F.; Temperini, "Advanced maintenance strategies for a sustainable manufacturing environment," Proceedings of the 10th IFAC Workshop on Intelligent Manufacturing Systems (IMS'10), 2010.
6. F. Jovane, E. Westkamper, and D. Williams, The manufuture road: towards competitive and sustainable high-adding-value manufacturing. Springer Verlag, 2009, vol. 10.
7. A. Cannata, M. Gerosa, and M. Taisch, "A technology roadmap on soa for smart embedded devices: Towards intelligent systems in manufacturing," in Industrial Engineering and Engineering Management, 2008. IEEM 2008. IEEE International Conference on. IEEE, 2008, pp. 762-767.
8. G. Candido, A. Colombo, J. Barata, and F. Jammes, "Service-oriented infrastructure to support the deployment of evolvable production systems," Industrial Informatics, IEEE Transactions on, no. 99, pp. 1-1, 2011.
9. D. A. Dornfeld, "Sustainable Manufacturing-Greening Processes, Systems and Products," in Proceedings of the ICMC Sustainable Production for Resource Efficiency and Ecomobility., R. Neugebauer, Ed., Fraunhofer Institute for Machine Tools and Forming Technology. Verlag Wissenschaftliche Scripten, Sep. 2010.
10. T. Gutowski, J. Dahmus, and A. Thiriez, "Electrical Energy Requirements for Manufacturing Processes," in 13th CIRP International Conference on Life Cycle Engineering, May 2006. [Online]. Available: http://web.mit.edu/ebm/www/Publications/CIRP 2006.pdf
11. C. Brecher, W. Boos, W. Klein, K. Kuhlmann, and J. Triebs, "Ressourceneffizienzbewertung einer Werkzeugmaschine zur Steigerung ihrer Wirtschaftlichkeit," Werkzeugmaschinen ZWF, no. 9, pp. 711-715, 2009.
12. R. Schmitt, J. L. Bittencourt, and R. Bonefeld, "Modelling Machine Tools for Self-Optimisation of Energy Consumption," in Glocalized Solutions for Sustainability in Manufacturing, J. Hesselbach and C. Herrmann, Eds. Berlin, Heidelberg: Springer Berlin Heidelberg, 2011, pp. 253-257. [Online]. Available: http://dx.doi.org/10.1007/978-3-642-19692-8 44
13. A. Cannata and M. Taisch, "Introducing Energy Performances in Production Management: Towards Energy Efficient Manufacturing Advances in Production Management Systems. New Challenges, New Approaches," ser. IFIP Advances in Information and Communication Technology, B. Vallespir and T. Alix, Eds. Berlin, Heidelberg: Springer Boston, 2010, vol. 338, ch. 22, pp. 168-175. [Online]. Available: http://dx.doi.org/10.1007/978-3-642-16358-6 22
14. A. Pechmann and I. Scholer, "Optimizing Energy Costs by Intelligent Production Scheduling," in Glocalized Solutions for Sustainability in Manufacturing, J. Hesselbach and C. Herrmann, Eds. Berlin, Heidelberg: Springer Berlin Heidelberg, 2011, ch. 51, pp. 293-298. [Online]. Available: http://dx.doi.org/10.1007/978-3-642-19692-8 51
15. K. Fang, N. Uhan, F. Zhao, and J. W. Sutherland, "A New Shop Scheduling Approach in Support of Sustainable Manufacturing," in Glocalized Solutions for Sustainability in Manufacturing, J. Hesselbach and C. Herrmann, Eds. Berlin, Heidelberg: Springer Berlin Heidelberg, 2011, ch. 53, pp. 305-310. [Online]. Available: http://dx.doi.org/10.1007/978-3-642-19692-8 53
16. M. Uddin, A. Dvoryanchikova, J. Lastra, S. Scholze, D. Stokic, G. Candido, and J. Barata, "Service oriented computing to self-learning production system," in Industrial Informatics (INDIN), 2011 9th IEEE International Conference on. IEEE, 2011, pp. 212-217.
17. S. Kotsiantis, I. Zaharakis, and P. Pintelas, "Supervised machine learning: A review of classification techniques," Frontiers in Artificial Intelligence and Applications, vol. 160, p. 3, 2007.
18. R. Kohavi et al., "A study of cross-validation and bootstrap for accuracy estimation and model selection," in International joint Conference on artificial intelligence, vol. 14. Lawrence Erlbaum Associates Ltd, 1995, pp. 1137-1145.
19. G. Candido, G. Di Orio, J. Barata, and S. Scholze, "Adapter for self-learning production systems," Technological innovation for value creation, pp. 171-178, 2012.
20. J. Bittencourt, R. Bonefeld, S. Scholze, D. Stokic, M. Uddin, and J. Lastra, "Energy efficiency improvement through context sensitive self-learning of machine availability," in Industrial Informatics (INDIN), 2011 9th IEEE International Conference on. IEEE, 2011, pp. 93-98.