A Critical Appraisal of the Box Counting Method to Assess the Fractal Dimension of Tree Crowns

In this paper, we study the application of the box counting method (BCM) to estimate the fractal dimension of 3D plant foliage. We use artificial crowns with known theoretical fractal dimension to characterize the accuracy of the BCM and we extend the approach to 3D digitized plants. In particular, errors are experimentally characterized for the estimated values of the fractal dimension. Results show that, with careful protocols, the estimated values are quite accurate. Several limits of the BCM are also analyzed in this context. This analysis is used to introduce a new estimator, derived from the BCM estimator, whose behavior is characterized.

[1]  Michael F. Barnsley,et al.  Fractals everywhere , 1988 .

[2]  Alvy Ray Smith,et al.  Plants, fractals, and formal languages , 1984, SIGGRAPH.

[3]  Russell Reeve,et al.  A warning about standard errors when estimating the fractal dimension , 1992 .

[4]  R. Ceulemans,et al.  A fractal-based Populus canopy structure model for the calculation of light interception , 1994 .

[5]  A. Eshel,et al.  On the fractal dimensions of a root system , 1998 .

[6]  Frédéric Boudon,et al.  GEOM Module manual. I. user guide , 2001 .

[7]  D. L. Critten,et al.  Fractal Dimension Relationships and Values Associated with Certain Plant Canopies , 1997 .

[8]  K. Falconer Techniques in fractal geometry , 1997 .

[9]  S. Hartley,et al.  Uses and abuses of fractal methodology in ecology , 2004 .

[10]  Hervé Sinoquet,et al.  Three-dimensional reconstruction of partially 3D digitised peach tree canopies , 2004 .

[11]  Christophe Godin,et al.  ESTIMATING THE FRACTAL DIMENSION OF PLANTS USING THE TWO-SURFACE METHOD: AN ANALYSIS BASED ON 3D-DIGITIZED TREE FOLIAGE , 2006 .

[12]  Kenneth Falconer,et al.  Fractal Geometry: Mathematical Foundations and Applications , 1990 .

[13]  J. Lawton,et al.  Fractal dimension of vegetation and the distribution of arthropod body lengths , 1985, Nature.

[14]  Pierre Dutilleul,et al.  Advances in the implementation of the box-counting method of fractal dimension estimation , 1999, Appl. Math. Comput..

[15]  Matthias Zwicker,et al.  Surfels: surface elements as rendering primitives , 2000, SIGGRAPH.

[16]  Brendan Lane,et al.  The use of positional information in the modeling of plants , 2001, SIGGRAPH.

[17]  Winfried Kurth,et al.  Structure and fractal dimensions of root systems of four co-occurring fruit tree species from Botswana , 2000 .

[18]  Benoit B. Mandelbrot,et al.  Fractal Geometry of Nature , 1984 .

[19]  Christophe Godin,et al.  Representing and encoding plant architecture: A review , 2000 .

[20]  Eric Andres,et al.  Supercover of Straight Lines, Planes and Triangles , 1997, DGCI.

[21]  R. O'Neill,et al.  Lacunarity indices as measures of landscape texture , 1993, Landscape Ecology.

[22]  Przemyslaw Prusinkiewicz,et al.  Lindenmayer Systems, Fractals, and Plants , 1989, Lecture Notes in Biomathematics.

[23]  Alastair H. Fitter,et al.  AN ARCHITECTURAL APPROACH TO THE COMPARATIVE ECOLOGY OF PLANT ROOT SYSTEMS , 2008 .

[24]  S. Levin Lectu re Notes in Biomathematics , 1983 .