[en] This paper describes recent advances in prediction software using advanced data-mining tools, and shows how this can significantly increase the operational value of the data gathered. These new tools allow for new operational procedures to be defined that increase the usages of the network without decreasing security of supply. We will use the example of dynamic line rating, i.e. determining the thermal rating of an overhead line based on real-time environmental parameters (temperature, wind speed & direction and solar radiation) to highlight how the use of numerical data-mining tools can help us reliably predict future behavior of power networks.
Disciplines :
Energy
Author, co-author :
Schell, Peter; Ampacimon SA
Jones, Lauren; Alstom Grid
Mack, Philippe; Pepite SA
Godard, Bertrand; Ampacimon SA
Lilien, Jean-Louis ; Université de Liège - ULiège > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Transport et distribution de l'énergie
Language :
English
Title :
Dynamic Prediction of Energy Delivery Capacity of Power Networks : Unlocking the Value of Real-Time Measurements.
Publication date :
January 2012
Event name :
Third IEEE PES Conference on Innovative Smart Grid Technologies
Event organizer :
IEEE PES Conference
Event place :
Washington DC, United States
Event date :
16-20 January 2012
Audience :
International
Main work title :
2012 IEEE PES Innovative Smart Grid Technologies (ISGT)
TWENTIES Project : UE Seventh Framework programme theme energy [Energy-2009-7 - Smart energy Networks], Annex I -"description of work", 2010, www.twenties-project.eu
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E. Cloet, JL. Lilien, P. Ferrières. Experiences of the Belgian and French TS0s using the "Ampacimon" real-time dynamic rating system. CIGRE 2010 Session papers, Group C2, C2-106
E. Cloet, J.L. Lilien. Uprating Transmission Lines Through the Use of an Innovative Real-Time Monitoring System. IEEE Power & Energy Society, ESMO conference. IEEE PES 12th International Conference on Transmission and Distribution Construction, Operation and live-line maintenance, Providence, Rhodes Island, 16-19 May 2011.
www.ampacimon.com
P. Schell, HM Nguyen, JL Lilien, Quantifying the limits of weather based dynamic line rating methods, CIGRE, Conference on Power Systems, Halifax, 2011 (submitted)