Skip to main content

Multifractal Characterization of Apple Pore and Ham Fat-Connective Tissue Size Distributions Using Image Analysis

  • Conference paper
  • First Online:
Book cover Food Engineering Interfaces

Part of the book series: Food Engineering Series ((FSES))

  • 2926 Accesses

Abstract

Pore size distribution (PSD) in apple tissue and fat-connective size distribution (FSD) in hams are the fundamental physical properties analyzed in assessing their quality. In apple tissue, PSD is related to the mass-transport phenomena characteristics and complexity of oxygen (O2) and carbon dioxide (CO2) diffusivity, and in the case of hams, FSD is related to sensory properties such as texture, taste, quality of raw meat, and visual appearance. In both food products, accurate representation of these microstructural properties is needed for an objective quality characterization and prediction during apple preservation and ham formulation.

This chapter gives an overview of the multifractal theory as applied to natural objects and systems and illustrates in two examples the applications of this approach for characterizing contrasting PSD in apple tissue and FSD in cooked pork ham images. The identification of potential multifractal parameters, such as D 0, D 0, α(0) − α(1), α(−1) − α(0), D 0 − D 1, f[α(−1)] − D 0, and D 1/D 0, as well as multifractal spectrums, such as\( f\left( \alpha \right) \)-spectra and D q -spectra, which are useful for quality characterization and classification of these samples, will be the final aim.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 169.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 219.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 219.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  • Baoping J (1999) Nondestructive technology for fruits grading. In: Proceedings of 1999 international conference on agricultural engineering, Beijing, China, pp IV127–IV133

    Google Scholar 

  • Baumann H, Henze J (1983) Intercellular space volume of fruit. Acta Hort 138:107–111

    Google Scholar 

  • Callen HB (1985) Thermodynamics and an introduction to thermostatistics, 2nd edn. Wiley, New York

    Google Scholar 

  • Celia M, Reeves P, Ferrand L (1995) Recent advances in pore scale models for multiphase flow in porous media. Rev Geophys Suppl 33:1049–1057

    Article  Google Scholar 

  • Cheng Q, Banks NH, Nicholson SE, Kingsley AM, Mackay BR (1998) Effects of temperature on gas exchange of “Braeburn” apples. NZ J Crop Hort Sci 26:299–306

    Article  Google Scholar 

  • Chhabra A, Jensen RV (1989) Direct determination of the f(alpha) singularity spectrum. Phys Rev Lett 62(12):1327–1330

    Article  Google Scholar 

  • Chhaabra AB, Meneveu C, Jensen RV, Sreenivasan KR (1989) Direct determination of the f(alpha) singularity spectrum and its application to fully developed turbulence. Phys Rev A 40:5284–5294

    Article  Google Scholar 

  • Cox LB, Wang JSY (1993) Fractal surfaces: measurements and applications in earth sciences. Fractals 1:87–117

    Article  Google Scholar 

  • Delgado AE, Sun D-W (2001) Heat and mass transfer models for predicting freezing process – a review. J Food Eng 47(3):157–174

    Article  Google Scholar 

  • Dražeta L, Lang A, Alistair JH, Richard KV, Paula EJ (2004) Air volume measurement of “Braeburn” apple fruit. J Exp Bot 55:1061–1069

    Article  Google Scholar 

  • Eghball B, Schepers JS, Negahban M, Schlemmer MR (2003) Spatial and temporal variability of soil nitrate and corn yield: multifractal analysis. Agron J 95:339–346

    Article  Google Scholar 

  • Esau K (1977) Anatomy of seed plants. Wiley, New York

    Google Scholar 

  • Everstz CJG, Mandelbrot BB (1992) Multifractal measures. In: Peitgen H, Jürgens H, Saupe D (eds) Chaos and fractals. Springer, Berlin, pp 922–953

    Google Scholar 

  • Gouyet J-F (1996) Physics and fractal structures. Springer, New York

    Google Scholar 

  • Grassberger P, Procaccia I (1983) Characterization of strange attractors. Phys Rev Lett 50(5):346–349

    Article  Google Scholar 

  • Halsey TC, Jensen MH, Kadanoff LP, Procaccia I, Shraiman BI (1986) Fractal measures and their singularities: the characterization of strange sets. Phys Rev A 33(2):1141–1151

    Article  Google Scholar 

  • Harker FR, Ferguson IB (1988) Calcium ion transport across discs of the cortical flesh of apple fruit in relation to fruit development. Physiol Plant 74:695–700

    Article  CAS  Google Scholar 

  • Harker FR, Hallet IC (1992) Physiological changes associated with development of mealiness of apple fruit during cool storage. HortScience 27:1291–1294

    Google Scholar 

  • Harker FR, Watkins CB, Brookfield PL, Miller MJ, Reid S, Jackson PJ, Bieleski RL, Bartley T (1999) Maturity and regional influences on watercore development and its postharvest disappearance in “Fuji” apples. J Am Soc Hortic Sci 124:166–172

    Google Scholar 

  • Hentchel HGE, Procaccia I (1983) The infinite number of generalized dimensions of fractals and strange attractors. Physica D 8:435–444

    Article  Google Scholar 

  • Ho QT, Verlinden BE, Verboven P, Nicolaï BM (2006) Gas diffusion properties at different positions in the pear. Postharvest Biol Technol 41:113–120

    Article  Google Scholar 

  • IEC (1999) IEC 61966–2–1: multimedia systems and equipment – colour measurements and management – Part 2–1: colour management – default RGB color space – sRGB. International Electrotechnical Commission (IEC), Geneva, Switzerland

    Google Scholar 

  • Kennedy C (2003) Developments in freezing. In: Zeuthen P, Bøgh-Sørensen L (eds) Food preservation techniques. CRC Press, Cambridge/England, pp 228–240

    Chapter  Google Scholar 

  • Ketipearachchi KW, Tatsumi J (2000) Local fractal dimensions and multifractal analysis of the root system of legumes. Plant Prod Sci 3:289–295

    Article  Google Scholar 

  • Khan AA, Vincent JFV (1990) Anisotropy of apple parenchyma. J Sci Food Agric 52:455–466

    Article  Google Scholar 

  • Korvin G (1992) Fractals models in the earth sciences. Elsevier, Amsterdam, The Netherlands

    Google Scholar 

  • Kravchenko AN, Boast CW, Bullock DG (1999) Multifractal analysis of soil variability. Agron J 91:1033–1041

    Article  Google Scholar 

  • Kuroki S, Oshita S, Sotome I, Kawagoe Y, Seo Y (2004) Visualization of 3-D network of gas-filled intercellular spaces in cucumber fruit after harvest. Postharvest Biol Technol 33:255–262

    Article  Google Scholar 

  • Mandelbrot BB (1992) The fractal geometry of nature, 2nd edn. W.H. Freeman, New York

    Google Scholar 

  • Mardia KV, Hainsworth TJ (1988) A spatial thresholding method for image segmentation. IEEE Trans Pattern Anal Mach Intell 6:919–927

    Article  Google Scholar 

  • Martino MN, Otero L, Sanz PD, Zaritzky NE (1998) Size and location of ice crystals in pork frozen by high-pressure-assisted freezing as compared to classical methods. Meat Sci 50(3):303–313

    Article  CAS  Google Scholar 

  • Mendoza F, Verboven P, Mebatsion HK, Kerckhofs G, Wevers M, Nicolaï BM (2007) Three-dimensional pore space quantification of apple tissue using x-ray computed microtomography. Planta 226:559–570

    Article  CAS  Google Scholar 

  • Mendoza F, Valous NA, Allen P, Kenny TA, Ward P, Sun D-W (2009) Analysis and classification of commercial ham slice images using directional fractal dimension features. Meat Sci 81(2):313–320

    Article  Google Scholar 

  • Oh W, Lindquist W (1999) Image thresholding by indicator kriging. IEEE Trans Pattern Anal Mach Intell 21:590–602

    Article  Google Scholar 

  • Pascual M, Ascioti FA, Caswell H (1995) Intermittency in the plankton: a multifractal analysis of zooplankton biomass variability. J Plankton Res 17:1209–1232

    Article  Google Scholar 

  • Plotnick RE, Gardner RH, Hargrove WW, Prestegaard K, Perlmutter M (1996) Lacunarity analysis: a general technique for the analysis of spatial patterns. Phys Rev E 53(5):5461–5468

    Article  CAS  Google Scholar 

  • Rajapakse NC, Banks NH, Hewett EW, Cleland DJ (1990) Development of oxygen concentration gradients in flesh tissues of bulky plant organs. J Am Soc Hortic Sci 115:793–797

    CAS  Google Scholar 

  • Raven JA (1996) Into the voids: the distribution, function, development and maintenance of gas spaces in plants. Ann Bot 78:137–142

    Article  Google Scholar 

  • Rényi A (1995) On a new axiomatic theory of probability. Acta Mathematica Hungarica VI 3–4:285–335

    Google Scholar 

  • Scheuring I, Riedi RH (1994) Application of multifractals to the analysis of vegetation pattern. J Veg Sci 5:489–496

    Article  Google Scholar 

  • Shannon CE, Weaver W (1949) The mathematical theory of communication. University of Illinois Press, Chicago

    Google Scholar 

  • Sterling C (1968) Effect of low temperature on structure and firmness of apple tissue. J Food Sci 33:577–580

    Article  Google Scholar 

  • Sun D-W (ed) (2001) Advances in food refrigeration. Leatherhead Publishing, LFRA Ltd, Surrey

    Google Scholar 

  • Valous NA, Mendoza F, Sun D-W, Allen P (2009) Colour calibration of a laboratory computer vision system for quality evaluation of pre-sliced hams. Meat Sci 81(1):132–141

    Article  Google Scholar 

  • Vicsek T (1992) Fractal growth phenomena, 2nd edn. Word Scientific Publishing, Singapore

    Book  Google Scholar 

  • Vincent JFV (1989) Relationships between density and stiffness of apple flesh. J Sci Food Agric 31:267–276

    Google Scholar 

  • Volz RK, Harker FR, Hallet IC, Lang A (2004) Development of texture in apple fruit – a biophysical perspective. Acta Hort 636:473–479

    Google Scholar 

  • Voss RF (1988) Fractals in nature: from characterization to simulation. In: Peitgen H-O, Saupe D (eds) The sciences of fractal images. Springer, New York, pp 21–69

    Chapter  Google Scholar 

  • Westwood MN, Batjer LP, Billingsley HD (1967) Cell size, cell number and fruit density of apples as related to fruit size, position in the cluster and thinning method. Proc Am Soc Hort Sci 91:51–62

    Google Scholar 

  • Xiaoyan G, Peiling Y, Shumei R, Yunkai L (2007) Multifractal analysis of soil structure under long-term wastewater irrigation based on digital image technology. NZ J Agric Res 50:789–796

    Article  Google Scholar 

  • Yamaki S, Ino M (1992) Alteration of cellular compartmentation and membrane permeability to sugars in immature and mature apple fruit. J Am Soc Hortic Sci 117:951–954

    CAS  Google Scholar 

  • Yearsley CW, Banks NH, Ganesh S (1997a) Temperature effects on the internal lower oxygen limits of apple fruit. Postharvest Biol Technol 11:73–83

    Article  Google Scholar 

  • Yearsley CW, Banks NH, Ganesh S (1997b) Effects of carbon dioxide on the internal lower oxygen limits of apple fruit. Postharvest Biol Technol 12:1–13

    Article  CAS  Google Scholar 

Download references

Acknowledgements

The authors gratefully acknowledge the Food Institutional Research Measure (FIRM) strategic research initiative, as administered by the Irish Department of Agriculture and Food, for their financial support.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Fernando Mendoza .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2010 Springer New York

About this paper

Cite this paper

Mendoza, F., Valous, N., Delgado, A., Sun, DW. (2010). Multifractal Characterization of Apple Pore and Ham Fat-Connective Tissue Size Distributions Using Image Analysis. In: Aguilera, J., Simpson, R., Welti-Chanes, J., Bermudez-Aguirre, D., Barbosa-Canovas, G. (eds) Food Engineering Interfaces. Food Engineering Series. Springer, New York, NY. https://doi.org/10.1007/978-1-4419-7475-4_25

Download citation

Publish with us

Policies and ethics