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Title Exploring high-dimensional data space [electronic resource] : identifying optimal process conditions in photovoltaics : preprint / Changwon Suh ... [et al.].

Imprint [Golden, CO] : National Renewable Energy Laboratory, [2011]

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Location Call No. OPAC Message Status
 Axe Federal Documents Online  E 9.17:NREL/CP-2 C 00-50693    ---  Available
Description 1 online resource (6 p.) : col. ill.
Series NREL/CP ; 2C00-50693
Conference paper (National Renewable Energy Laboratory (U.S.)) ; NREL/CP-2 C 00-50693.
System Details Full text available via Internet in .pdf format. Adobe Acrobat Reader required.
Note Title from title screen (viewed August 1, 2011).
"July 2011."
Summary We demonstrate how advanced exploratory data analysis coupled to data-mining techniques can be used to scrutinize the high-dimensional data space of photovoltaics in the context of thin films of Al-doped ZnO (AZO), which are essential materials as a transparent conducting oxide (TCO) layer in CuInxGa1-xSe2 (CIGS) solar cells. AZO data space, wherein each sample is synthesized from a different process history and assessed with various characterizations, is transformed, reorganized, and visualized in order to extract optimal process conditions. The data-analysis methods used include parallel coordinates, diffusion maps, and hierarchical agglomerative clustering algorithms combined with diffusion map embedding.
Note "Presented at the 37th IEEE Photovoltaic Specialists Conference (PVSC 37), Seattle, Washington, June 19-24, 2011."
Bibliography Includes bibliographical references (p. 6).
Funding DE-AC36-08GO28308
Subject Thin films -- Research.
Data mining.
Photovoltaic power systems -- Data processing.
Visualization.
Added Author Suh, Changwon.
National Renewable Energy Laboratory (U.S.)
University of Colorado, Boulder.
IEEE Photovoltaic Specialists Conference (37th : 2011 : Seattle, Wash.)
Added Title Exploring high dimensional data space
Gpo Item No. 0430-P-04 (online)
Sudoc No. E 9.17:NREL/CP-2 C 00-50693

 
    
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