Predictive Load Management in Smart Grid Environments

Beitrag bei einer Tagung
(Originalarbeit)


Details zur Publikation

Autor(en): Mutschler C, Löffler C, Witt N, Edelhäußer T, Philippsen M
Verlag: ACM
Verlagsort: New York
Jahr der Veröffentlichung: 2014
Tagungsband: Proceedings of the 8th ACM International Conference on Distributed Event-Based Systems (DEBS'14)
Seitenbereich: 282-287
ISBN: 978-1-4503-2737-4
Sprache: Englisch


Abstract





The DEBS 2014 Grand Challenge targets the monitoring and prediction of energy loads of smart plugs installed in private households. This paper presents details of our middleware solution and efficient median calculation, shows how we address data quality issues, and provides insights into our enhanced prediction based on hidden Markov models.



The evaluation on the smart grid data set shows that we process up to 244k input events per second with an average detection latency of only 13.3ms, and that our system efficiently scales across nodes to increase throughput. Our prediction model significantly outperforms the median-based prediction as it deviates much less from the real load values, and as it consumes considerably less memory.






 



FAU-Autoren / FAU-Herausgeber

Edelhäußer, Thorsten Dr.-Ing.
Lehrstuhl für Informatik 2 (Programmiersysteme)
Löffler, Christoffer
Lehrstuhl für Informatik 14 (Maschinelles Lernen und Datenanalytik)
Mutschler, Christopher Dr.-Ing.
Lehrstuhl für Informatik 2 (Programmiersysteme)
Philippsen, Michael Prof. Dr.
Lehrstuhl für Informatik 2 (Programmiersysteme)


Zitierweisen

APA:
Mutschler, C., Löffler, C., Witt, N., Edelhäußer, T., & Philippsen, M. (2014). Predictive Load Management in Smart Grid Environments. In Proceedings of the 8th ACM International Conference on Distributed Event-Based Systems (DEBS'14) (pp. 282-287). Mumbai, India, IN: New York: ACM.

MLA:
Mutschler, Christopher, et al. "Predictive Load Management in Smart Grid Environments." Proceedings of the 8th ACM International Conference on Distributed Event-Based Systems (DEBS'14), Mumbai, India New York: ACM, 2014. 282-287.

BibTeX: 

Zuletzt aktualisiert 2019-01-03 um 21:53