Optimized U -type designs on flexible regions

The concept of a flexible region describes an infinite variety of symmetrical shapes to enclose a particular region of interest within a space. In experimental design, the properties of a function on the region of interest are analyzed based on a set of design points. The choice of design points can...

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Veröffentlicht in:Computational statistics & data analysis 2010-06, Vol.54 (6), p.1505-1515
Hauptverfasser: Lin, D.K.J., Sharpe, C., Winker, P.
Format: Artikel
Sprache:eng
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Zusammenfassung:The concept of a flexible region describes an infinite variety of symmetrical shapes to enclose a particular region of interest within a space. In experimental design, the properties of a function on the region of interest are analyzed based on a set of design points. The choice of design points can be made based on some discrepancy criterion. The generation of design points on a flexible region is investigated. A recently proposed discrepancy measure, the central composite discrepancy, is used for this purpose. The optimization heuristic Threshold Accepting is applied to generate low-discrepancy U -type designs. The proposed algorithm is capable of constructing optimal U -type designs under various flexible experimental regions in two or more dimensions. The illustrative results for the two-dimensional case indicate that by using an optimization heuristic in combination with an appropriate discrepancy measure produces high-quality experimental designs on flexible regions.
ISSN:0167-9473
1872-7352
DOI:10.1016/j.csda.2010.01.032