Abstract
In-process monitoring of the electrical power of manufacturing equipment has become technologically and economically viable and is essential in capturing the energy consumption behaviour of manufacturing systems in relation to operations. A concept for real-time analysis of electrical power, based on data stream analysis and event-driven system approaches has been developed and implemented as a software application. Electrical power data is handled in the form of streaming time series and are statistically analysed and transformed in compact, information rich representations in real-time. The developed prototype is validated on the example of a milling machine.
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References
Verl, A., Westkämper, E., Abele, E., Dietmair, A., Schlechtendahl, J., Friedrich, J., et al.: Architecture for Multilevel Monitoring and Control of Energy Consumption. In: Glocalized Solutions for Sustainability in Manufacturing: Proceedings of the 18th CIRP International Conference on Life Cycle Engineering, Braunschweig, pp. 347–352 (2011)
Seliger, G.: Sustainability Engineering by Product-Service Systems. In: Glocalized Solutions for Sustainability in Manufacturing: Proceedings of the 18th CIRP International Conference on Life Cycle Engineering, Braunschweig, pp. 22–28 (2011)
Bunse, K., Vodicka, M., Schönsleben, P., Brülhart, M., Ernst, F.O.: Integrating energy efficiency performance in production management - gap analysis between industrial needs and scientific literature. Journal of Cleaner Production 19, 667–679 (2010)
Dornfeld, D., Vijayaraghavan, A.: Automated energy monitoring of machine tools. CIRP Annals - Manufacturing Technology 59, 21–24 (2010)
Herrmann, C., Suh, S., Bogdanski, G., Zein, A., Cha, J.M., Um, J., et al.: Context-Aware Analysis Approach to Enhance Industrial Smart Metering. In: Glocalized Solutions for Sustainability in Manufacturing: Proceedings of the 18th CIRP International Conference on Life Cycle Engineering, Braunschweig, pp. 323–328 (2011)
Karnouskos, S., Baecker, O., de Souza, L.M.S., Spiess, P.: Integration of SOA-ready networked embedded devices in enterprise systems via a cross-layered web service infrastructure. In: IEEE Conference on Emerging Technologies and Factory Automation, Patras, pp. 293–300 (2007)
Klein, A., Jerzak, Z.: GINSENG for Sustainable Energy Awareness – Flexible Energy Monitoring using Wireless Sensor Nodes. SAP Research Center Dresden (2010)
Etzion, O., Niblett, P.: Event Processing in Action. Manning Publications Co., Greenwich (2010)
Dietmair, A., Verl, A.: A generic energy consumption model for decision making and energy efficiency optimisation in manufacturing. International Journal of Sustainable Engineering, Bd. 2(2), 123–133 (2009)
Weinert, N.: Vorgehensweise für Planung und Betrieb energieeffizienter Produktionssysteme. Fraunhofer IRB, Stuttgart (2010)
Kara, S., Bogdanski, G., Li, W.: Electricity Metering and Monitoring in Manufacturing Systems. In: Proceedings of the 18th CIRP International Conference on Life Cycle Engineering Glocalized Solutions for Sustainability in Manufacturing, Braunschweig, pp. 1–10 (2011)
Chiotellis, S., Weinert, N., Seliger, G.: Energy-aware production planning and control. In: 16th CIRP International Conference on Life Cycle Engineering, Cairo, pp. 310–315 (2009)
Keogh, E., Chakrabarti, K., Pazzani, M., Mehrotra, S.: Dimensionality Reduction for Fast Similarity Search in Large Time Series Databases. Journal of Knowledge and Information Systems 3, 263–286 (2000)
Sakurai, Y., Faloutsos, C., Yamamuro, M.: Stream Monitoring under the Time Warping Distance. In: IEEE 23rd International Conference on Data Engineering, Istanbul, pp. 1046–1055 (2007)
Salvador, S., Chan, P.: Toward Accurate Dynamic Time Warping in Linear Time and Space. Intelligent Data Analysis 11, 561–580 (2007)
Aggarwal, C.C., Yu, P.S.: A Survey of Synopsis Construction in Data Streams. In: Data Streams: Models and Algorithms, vol. 31, pp. 169–207. Springer (2007)
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Chiotellis, S., Grismajer, M. (2012). Analysis of Electrical Power Data Streams in Manufacturing. In: Dornfeld, D., Linke, B. (eds) Leveraging Technology for a Sustainable World. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-29069-5_90
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DOI: https://doi.org/10.1007/978-3-642-29069-5_90
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-29068-8
Online ISBN: 978-3-642-29069-5
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