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An adaptive optimization model for power conservation in the smart grid
LUMS School of Science and Engineering, Lahore, Pakistan.
LUMS School of Science and Engineering, Lahore, Pakistan.
Mälardalens högskola, Akademin för hållbar samhälls- och teknikutveckling.ORCID-id: 0000-0003-4589-7045
Mälardalens högskola, Akademin för hållbar samhälls- och teknikutveckling.ORCID-id: 0000-0001-5277-4567
Vise andre og tillknytning
2010 (engelsk)Inngår i: Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics, 2010, 2010, s. 1563-1570Konferansepaper, Publicerat paper (Fagfellevurdert)
Abstract [en]

Dynamically adaptive systems (DAS) such as smart grids, cloud computing applications, sensor networks and P2P networks tend to change their structure at runtime. T herefore, design-time modeling for such systems are sometimes not enough to incorporate self-* properties. To this end, we have developed a dynamic mathematical modeling framework for runtime optimizations for DAS. In this paper, we describe how our system engineers a linear programming model by using a smart-grid application for power distribution as a case-study. At runtime whenever an optimization is desired this modeling framework captures the state of the system, converts it into an appropriate linear programming model, plan the changes using mathematical manipulations and apply the changes to the actual system. Our results show that this framework is able to capture accurate runtime models of large power systems and is able to adapt itself with the change in the size or structure of the system.

sted, utgiver, år, opplag, sider
2010. s. 1563-1570
Serie
Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics, ISSN 1062-922X
Emneord [en]
Adaptive systems, Power conservation, Power optimization, Smart grid, Actual system, Adaptive optimization, Cloud computing, Grid applications, Large power systems, Linear programming models, Mathematical modeling, Modeling frameworks, P2P network, Power distributions, Runtime models, Runtime optimization, Runtimes, System engineers, Time modeling, Computer systems programming, Linear programming, Optimization, Peer to peer networks, Distributed computer systems
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Identifikatorer
URN: urn:nbn:se:mdh:diva-20769DOI: 10.1109/ICSMC.2010.5642343ISI: 000295015300091Scopus ID: 2-s2.0-78751490643ISBN: 9781424465880 (tryckt)OAI: oai:DiVA.org:mdh-20769DiVA, id: diva2:641771
Konferanse
2010 IEEE International Conference on Systems, Man and Cybernetics, SMC 2010, 10 October 2010 through 13 October 2010, Istanbul
Tilgjengelig fra: 2013-08-19 Laget: 2013-07-31 Sist oppdatert: 2025-10-10bibliografisk kontrollert

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Wallin, FredrikVassileva, IanaDahlquist, Erik

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