PRACTICAL APPLICATION OF FRACTAL ANALYSIS - PROBLEMS AND SOLUTIONS

Citation
G. Gonzato et al., PRACTICAL APPLICATION OF FRACTAL ANALYSIS - PROBLEMS AND SOLUTIONS, Geophysical journal international, 132(2), 1998, pp. 275-282
Citations number
15
Categorie Soggetti
Geochemitry & Geophysics
ISSN journal
0956540X
Volume
132
Issue
2
Year of publication
1998
Pages
275 - 282
Database
ISI
SICI code
0956-540X(1998)132:2<275:PAOFA->2.0.ZU;2-Y
Abstract
Fractal analysis is now common in many disciplines, but its actual app lication is often affected by methodological errors which can bias the results, These problems are commonly associated with the evaluation o f the fractal dimension D and the range of scale invariance R. We show that by applying the most common algorithms for fractal analysis (Wal ker's Ruler and box counting), it is always possible to obtain a fract al dimension, but this value might be physically meaningless. The chie f problem is the number of data points, which is bound to be insuffici ent when the algorithms are implemented by hand. Further, erroneous ap plication of regression analysis can also lead to incorrect results. T o remedy the former point, we have implemented a convenient numerical program for box counting. After discussing the rationale of linear reg ression and its application to fractal analysis, we present a methodol ogy that can be followed to obtain meaningful results.