Artistic painting: A fractional calculus perspective

被引:17
作者
Machado, J. Tenreiro [1 ]
Lopes, Antonio M. [2 ]
机构
[1] Polytech Porto, Inst Engn, Dept Elect Engn, Porto, Portugal
[2] Univ Porto, UISPA LAETA INEGI, Fac Engn, Porto, Portugal
关键词
Paintings; Information theory; Entropy; Hierarchical clustering; Fractional calculus; INFORMATION-THEORY; TSALLIS ENTROPY;
D O I
10.1016/j.apm.2018.09.009
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper studies artistic paintings by means of information theory and fractional calculus. A set of artworks created by 100 artists in a time scale covering the last seven centuries of the human kind, is characterized through different entropy indices. First, the paintings are converted into digital format and discretized. Afterwards, the data for color and grayscale images are processed by means of the Shannon and the fractional entropies, both for 1- and 2-dim histograms. The results are correlated with artistic movements that took place throughout the history of painting. In a second phase, the similarities between artists are analyzed for various periods of time. A sample of 10 artworks per artist is considered and their 2-dim fractional entropy is calculated for time scales of 700 and 130 years. The data are processed by a hierarchical clustering algorithm and the results interpreted under the light of the emerging clusters. Finally, the works of a single artist are compared during a short time scale of 47 years. (C) 2018 Elsevier Inc. All rights reserved.
引用
收藏
页码:614 / 626
页数:13
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