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FRACTAL DIMENSION 
OF THE CZECH ROAD NETWORK 
www.geoinformatics.upol.cz 
Vít PÁSZTO 
vit.paszto@gmail.com 
Department of Geoinformatics, Faculty of Science, Palacký University in Olomouc, 
Czech Republic
PRESENTATION SCHEDULE 
• Introduction 
• Methods & Data 
• Results (a lot of…) 
www.geoinformatics.upol.cz
INTRODUCTION 
www.geoinformatics.upol.cz 
Source: ucl.ac.uk 
John O‘Keefe 
(Nobel Prize in Physiology or Medicine)
INTRODUCTION 
• What are fractals? 
www.geoinformatics.upol.cz
INTRODUCTION 
• Do we live in a fractal world? 
www.geoinformatics.upol.cz
INTRODUCTION 
• „Clouds are not spheres, mountains are not cones 
and lightning does not travel in a straight line“ 
www.geoinformatics.upol.cz 
B. Mandelbrot 
X
FRACTAL GEOMETRY 
• Descriptive tool for the Chaos theory 
• „Fractal“ firstly used by B. Mandelbrot in 1975 * 
• Fractus = broken 
• Accurate description of real objects 
• For complexity measures 
• Fractal dimension (FD): 
– Non-integer dimension (1.25 D; 2.56 D, etc.) 
– More complex object  higher fractal dimension 
– Extreme cases – „classic“ Euclidean dimension 
www.geoinformatics.upol.cz
WHAT I DID? 
Road network 
www.geoinformatics.upol.cz 
Procedures 
& 
software
DATA & METHODS 
• Data 
– Road network of the Czech Republic (Data200 from COSMC) 
– From highways to 3rd class roads 
• Methods of FD estimation: 
1) Box-counting method 
• Boxes/cells covering the object 
www.geoinformatics.upol.cz
DATA & METHODS 
• Data 
– Road network of the Czech Republic (Data200 from COSMC) 
– From highways to 3rd class roads 
• Methods of FD estimation: 
1) Box-counting method 
• Boxes/cells covering the object 
www.geoinformatics.upol.cz
DATA & METHODS 
2) General FD estimation 
• Applied directly on vector data 
• FD estimated for every single polyline 
www.geoinformatics.upol.cz 
d
PROCEDURES & SOFTWARE 
A) „Within GIS“ procedure (ArcGIS for Desktop 
and RStudio) 
• Using box-counting method 
B) Hawth‘s Tools for ArcGIS for Desktop 
• Using general FD estimation 
C) Fractalyse 
• Using box-counting method 
www.geoinformatics.upol.cz
A) „Within GIS“ 
www.geoinformatics.upol.cz
B) Hawth‘s Tools 
• Hawthorne Beyer (University of Queensland, AU) 
• Spatialecology.com 
www.geoinformatics.upol.cz
C) Fractalyse 
• Gilles Vuidel (Université de Franche-Comté) 
• Fractalyse.org 
www.geoinformatics.upol.cz
RESULTS – A) 
www.geoinformatics.upol.cz
RESULTS – A) 
www.geoinformatics.upol.cz
RESULTS – A) 
www.geoinformatics.upol.cz
RESULTS – A) 
www.geoinformatics.upol.cz
RESULTS – A) 
www.geoinformatics.upol.cz
RESULTS – B) 
www.geoinformatics.upol.cz
RESULTS – B) 
www.geoinformatics.upol.cz
RESULTS – B) 
www.geoinformatics.upol.cz
RESULTS – B) 
www.geoinformatics.upol.cz
RESULTS – C) 
www.geoinformatics.upol.cz
RESULTS – C) 
www.geoinformatics.upol.cz
RESULTS – C) 
www.geoinformatics.upol.cz
RESULTS 
www.geoinformatics.upol.cz
RESULTS 
www.geoinformatics.upol.cz 
Hawth‘s tools FD histogram
RESULTS 
www.geoinformatics.upol.cz 
Average FD
FRACTAL DIMENSION 
OF THE CZECH ROAD NETWORK 
www.geoinformatics.upol.cz 
Vít PÁSZTO 
vit.paszto@gmail.com 
Department of Geoinformatics, Faculty of Science, Palacký University in Olomouc, 
Czech Republic

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Paszto - Fractal dimension of the Czech road network

  • 1. FRACTAL DIMENSION OF THE CZECH ROAD NETWORK www.geoinformatics.upol.cz Vít PÁSZTO vit.paszto@gmail.com Department of Geoinformatics, Faculty of Science, Palacký University in Olomouc, Czech Republic
  • 2. PRESENTATION SCHEDULE • Introduction • Methods & Data • Results (a lot of…) www.geoinformatics.upol.cz
  • 3. INTRODUCTION www.geoinformatics.upol.cz Source: ucl.ac.uk John O‘Keefe (Nobel Prize in Physiology or Medicine)
  • 4. INTRODUCTION • What are fractals? www.geoinformatics.upol.cz
  • 5. INTRODUCTION • Do we live in a fractal world? www.geoinformatics.upol.cz
  • 6. INTRODUCTION • „Clouds are not spheres, mountains are not cones and lightning does not travel in a straight line“ www.geoinformatics.upol.cz B. Mandelbrot X
  • 7. FRACTAL GEOMETRY • Descriptive tool for the Chaos theory • „Fractal“ firstly used by B. Mandelbrot in 1975 * • Fractus = broken • Accurate description of real objects • For complexity measures • Fractal dimension (FD): – Non-integer dimension (1.25 D; 2.56 D, etc.) – More complex object  higher fractal dimension – Extreme cases – „classic“ Euclidean dimension www.geoinformatics.upol.cz
  • 8. WHAT I DID? Road network www.geoinformatics.upol.cz Procedures & software
  • 9. DATA & METHODS • Data – Road network of the Czech Republic (Data200 from COSMC) – From highways to 3rd class roads • Methods of FD estimation: 1) Box-counting method • Boxes/cells covering the object www.geoinformatics.upol.cz
  • 10. DATA & METHODS • Data – Road network of the Czech Republic (Data200 from COSMC) – From highways to 3rd class roads • Methods of FD estimation: 1) Box-counting method • Boxes/cells covering the object www.geoinformatics.upol.cz
  • 11. DATA & METHODS 2) General FD estimation • Applied directly on vector data • FD estimated for every single polyline www.geoinformatics.upol.cz d
  • 12. PROCEDURES & SOFTWARE A) „Within GIS“ procedure (ArcGIS for Desktop and RStudio) • Using box-counting method B) Hawth‘s Tools for ArcGIS for Desktop • Using general FD estimation C) Fractalyse • Using box-counting method www.geoinformatics.upol.cz
  • 13. A) „Within GIS“ www.geoinformatics.upol.cz
  • 14. B) Hawth‘s Tools • Hawthorne Beyer (University of Queensland, AU) • Spatialecology.com www.geoinformatics.upol.cz
  • 15. C) Fractalyse • Gilles Vuidel (Université de Franche-Comté) • Fractalyse.org www.geoinformatics.upol.cz
  • 16. RESULTS – A) www.geoinformatics.upol.cz
  • 17. RESULTS – A) www.geoinformatics.upol.cz
  • 18. RESULTS – A) www.geoinformatics.upol.cz
  • 19. RESULTS – A) www.geoinformatics.upol.cz
  • 20. RESULTS – A) www.geoinformatics.upol.cz
  • 21. RESULTS – B) www.geoinformatics.upol.cz
  • 22. RESULTS – B) www.geoinformatics.upol.cz
  • 23. RESULTS – B) www.geoinformatics.upol.cz
  • 24. RESULTS – B) www.geoinformatics.upol.cz
  • 25. RESULTS – C) www.geoinformatics.upol.cz
  • 26. RESULTS – C) www.geoinformatics.upol.cz
  • 27. RESULTS – C) www.geoinformatics.upol.cz
  • 31. FRACTAL DIMENSION OF THE CZECH ROAD NETWORK www.geoinformatics.upol.cz Vít PÁSZTO vit.paszto@gmail.com Department of Geoinformatics, Faculty of Science, Palacký University in Olomouc, Czech Republic