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On Learning to Generate Wind Farm Layouts

Wilson, Dennis and Awa, Emmanuel and Cussat-Blanc, Sylvain and Veeramachaneni, Kalyan and O'Reilly, Una-May On Learning to Generate Wind Farm Layouts. (2013) In: Genetic and Evolutionary Computation COnference - GECCO 2013, 6 July 2013 - 10 July 2013 (Amsterdam, Netherlands).

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Official URL: http://dx.doi.org/10.1145/2463372.2463462

Abstract

Optimizing a wind farm layout is a very complex problem that involves many local and global constraints such as inter- turbine wind interference or terrain peculiarities. Existing methods are either inefficient or, when efficient, take days or weeks to execute. Solutions are contextually sensitive to the specific values of the problem variables; when one value is modified, the algorithm has to be re-run from scratch. This paper proposes the use of a developmental model to generate farm layouts. Controlled by a gene regulatory net- work, virtual cells have to populate a simulated environment that represents the wind farm. When the cells' behavior is learned, this approach has the advantage that it is re-usable in different contexts; the same initial cell is responsive to a variety of environments and the layout generation takes few minutes instead of days.

Item Type:Conference or Workshop Item (Paper)
Additional Information:Thanks to Springer editor. The definitive version is available at http://dl.acm.org/citation.cfm?id=2463462
Audience (conference):International conference proceedings
Uncontrolled Keywords:
Institution:Other partners > Brandeis University (USA)
French research institutions > Centre National de la Recherche Scientifique - CNRS (FRANCE)
Université de Toulouse > Institut National Polytechnique de Toulouse - INPT (FRANCE)
Other partners > Massachusetts Institute of Technology - MIT (USA)
Université de Toulouse > Université Toulouse III - Paul Sabatier - UPS (FRANCE)
Université de Toulouse > Université Toulouse - Jean Jaurès - UT2J (FRANCE)
Université de Toulouse > Université Toulouse 1 Capitole - UT1 (FRANCE)
Laboratory name:
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Deposited By: IRIT IRIT
Deposited On:07 Apr 2015 11:53

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