Skip to main content
Erschienen in: Experimental Mechanics 7/2018

02.11.2017

Development of Optimal Multiscale Patterns for Digital Image Correlation via Local Grayscale Variation

verfasst von: G.F. Bomarito, J.D. Hochhalter, T.J. Ruggles

Erschienen in: Experimental Mechanics | Ausgabe 7/2018

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

In many applications of digital image correlation (DIC), it is advantageous to have measurements at multiple scales. Because it is rare to have natural features that can be used for DIC at multiple magnifications, an appropriately multiscale DIC pattern is needed. This work develops a multiscale DIC pattern that (1) contains features appropriate for both high and low magnification, (2) does not need to know the location of high magnification a priori, and (3) does not require specialized DIC equipment beyond what is necessary to achieve the two magnifications. The pattern is developed based on an optimization framework that minimizes expected DIC error while constraining sub-regions of the pattern to biased average grayscale values. The inclusion of local grayscale biases in the pattern has the effect of introducing resolvable features at a length scale much larger than the speckles of which the pattern is composed. Numerical and physical experiments were performed to illustrate the functionality and utility of the designed patterns. Notable among the findings is the trade off between DIC accuracy at the two scales and how it is controlled by grayscale bias.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Berfield TA, Patel JK, Shimmin RG, Braun PV, Lambros J, Sottos NR (2007) Micro-and nanoscale deformation measurement of surface and internal planes via digital image correlation. Exp Mech 47(1):51–62CrossRef Berfield TA, Patel JK, Shimmin RG, Braun PV, Lambros J, Sottos NR (2007) Micro-and nanoscale deformation measurement of surface and internal planes via digital image correlation. Exp Mech 47(1):51–62CrossRef
2.
Zurück zum Zitat Carroll J, Efstathiou C, Lambros J, Sehitoglu H, Hauber B, Spottswood S, Chona R (2009) Investigation of fatigue crack closure using multiscale image correlation experiments. Eng Fract Mech 76 (15):2384–2398CrossRef Carroll J, Efstathiou C, Lambros J, Sehitoglu H, Hauber B, Spottswood S, Chona R (2009) Investigation of fatigue crack closure using multiscale image correlation experiments. Eng Fract Mech 76 (15):2384–2398CrossRef
3.
Zurück zum Zitat Haldar S, Gheewala N, Grande-Allen KJ, Sutton MA, Bruck HA (2011) Multi-scale mechanical characterization of palmetto wood using digital image correlation to develop a template for biologically-inspired polymer composites. Exp Mech 51(4):575–589CrossRef Haldar S, Gheewala N, Grande-Allen KJ, Sutton MA, Bruck HA (2011) Multi-scale mechanical characterization of palmetto wood using digital image correlation to develop a template for biologically-inspired polymer composites. Exp Mech 51(4):575–589CrossRef
4.
Zurück zum Zitat Cornell SR, Leser WP, Hochhalter JD, Newman JA, Hartl DJ (2014) Development and characterization of embedded sensory particles using multi-scale 3d digital image correlation. In: ASME 2014 conference on smart materials, adaptive structures and intelligent systems Cornell SR, Leser WP, Hochhalter JD, Newman JA, Hartl DJ (2014) Development and characterization of embedded sensory particles using multi-scale 3d digital image correlation. In: ASME 2014 conference on smart materials, adaptive structures and intelligent systems
5.
Zurück zum Zitat Casperson MC, Carroll JD, Lambros J, Sehitoglu H, Dodds RH (2014) Investigation of thermal effects on fatigue crack closure using multiscale digital image correlation experiments. Int J Fatigue 61:10–20CrossRef Casperson MC, Carroll JD, Lambros J, Sehitoglu H, Dodds RH (2014) Investigation of thermal effects on fatigue crack closure using multiscale digital image correlation experiments. Int J Fatigue 61:10–20CrossRef
6.
Zurück zum Zitat Lane C, Burguete RL, Shterenlikht A (2008) An objective criterion for the selection of an optimum dic pattern and subset size. In: Proceedings of the XIth international congress and exposition, pp 1–9 Lane C, Burguete RL, Shterenlikht A (2008) An objective criterion for the selection of an optimum dic pattern and subset size. In: Proceedings of the XIth international congress and exposition, pp 1–9
7.
Zurück zum Zitat Dupré J-C, Bornert M, Robert L, Wattrisse B (2010) Digital image correlation: displacement accuracy estimation. In: EPJ web of conferences, vol 6, p 31006CrossRef Dupré J-C, Bornert M, Robert L, Wattrisse B (2010) Digital image correlation: displacement accuracy estimation. In: EPJ web of conferences, vol 6, p 31006CrossRef
8.
Zurück zum Zitat Winiarski B, Schajer GS, Withers PJ (2012) Surface decoration for improving the accuracy of displacement measurements by digital image correlation in SEM. Exp Mech 52(7):793–804CrossRef Winiarski B, Schajer GS, Withers PJ (2012) Surface decoration for improving the accuracy of displacement measurements by digital image correlation in SEM. Exp Mech 52(7):793–804CrossRef
9.
Zurück zum Zitat Lecompte D, Smits A, Bossuyt S, Sol H, Vantomme J, Van Hemelrijck D, Habraken AM (2006) Quality assessment of speckle patterns for digital image correlation. Opt Lasers Eng 44(11):1132–145CrossRef Lecompte D, Smits A, Bossuyt S, Sol H, Vantomme J, Van Hemelrijck D, Habraken AM (2006) Quality assessment of speckle patterns for digital image correlation. Opt Lasers Eng 44(11):1132–145CrossRef
10.
Zurück zum Zitat Lecompte D, Bossuyt S, Cooreman S, Sol H, Vantomme J (2007) Study and generation of optimal speckle patterns for dic. In: Proceedings of the annual conference and exposition on experimental and applied mechanics, vol 3, pp 1643–1649 Lecompte D, Bossuyt S, Cooreman S, Sol H, Vantomme J (2007) Study and generation of optimal speckle patterns for dic. In: Proceedings of the annual conference and exposition on experimental and applied mechanics, vol 3, pp 1643–1649
11.
Zurück zum Zitat Hua T, Xie H, Wang S, Hu Z, Chen P, Zhang Q (2011) Evaluation of the quality of a speckle pattern in the digital image correlation method by mean subset fluctuation. Opt Laser Technol 43(1):9–13CrossRef Hua T, Xie H, Wang S, Hu Z, Chen P, Zhang Q (2011) Evaluation of the quality of a speckle pattern in the digital image correlation method by mean subset fluctuation. Opt Laser Technol 43(1):9–13CrossRef
12.
Zurück zum Zitat Crammond G, Boyd SW, Dulieu-Barton JM (2013) Speckle pattern quality assessment for digital image correlation. Opt Lasers Eng 51(12):1368–1378CrossRef Crammond G, Boyd SW, Dulieu-Barton JM (2013) Speckle pattern quality assessment for digital image correlation. Opt Lasers Eng 51(12):1368–1378CrossRef
13.
Zurück zum Zitat Reu P (2014) All about speckles: speckle size measurement. Exp Tech 38(6):1–2CrossRef Reu P (2014) All about speckles: speckle size measurement. Exp Tech 38(6):1–2CrossRef
14.
Zurück zum Zitat Bomarito GF, Hochhalter JD, Ruggles TJ, Cannon AH (2017) Increasing accuracy and precision of digital image correlation through pattern optimization. Opt Lasers Eng 91:73–85CrossRef Bomarito GF, Hochhalter JD, Ruggles TJ, Cannon AH (2017) Increasing accuracy and precision of digital image correlation through pattern optimization. Opt Lasers Eng 91:73–85CrossRef
15.
Zurück zum Zitat Bossuyt S (2013) Optimized patterns for digital image correlation. Imaging Methods for Novel Materials and Challenging Applications 3:239–248CrossRef Bossuyt S (2013) Optimized patterns for digital image correlation. Imaging Methods for Novel Materials and Challenging Applications 3:239–248CrossRef
16.
Zurück zum Zitat Sutton MA, Orteu JJ, Schreier H (2009) Image correlation for shape, motion and deformation measurements: basic concepts, theory and applications. Springer Science & Business Media Sutton MA, Orteu JJ, Schreier H (2009) Image correlation for shape, motion and deformation measurements: basic concepts, theory and applications. Springer Science & Business Media
17.
Zurück zum Zitat Pan B, Qian K, Xie H, Asundi A (2009) Two-dimensional digital image correlation for in-plane displacement and strain measurement: a review. Meas Sci Technol 20(6):062001CrossRef Pan B, Qian K, Xie H, Asundi A (2009) Two-dimensional digital image correlation for in-plane displacement and strain measurement: a review. Meas Sci Technol 20(6):062001CrossRef
18.
Zurück zum Zitat Pan B (2011) Recent progress in digital image correlation. Exp Mech 51(7):1223–1235CrossRef Pan B (2011) Recent progress in digital image correlation. Exp Mech 51(7):1223–1235CrossRef
19.
Zurück zum Zitat Sun Y, Pang JH (2007) Study of optimal subset size in digital image correlation of speckle pattern images. Opt Lasers Eng 45(9):967–974CrossRef Sun Y, Pang JH (2007) Study of optimal subset size in digital image correlation of speckle pattern images. Opt Lasers Eng 45(9):967–974CrossRef
20.
Zurück zum Zitat Pan B, Xie H, Wang Z, Qian K, Wang Z (2008) Study on subset size selection in digital image correlation for speckle patterns. Opt Express 16(10):7037–7048CrossRef Pan B, Xie H, Wang Z, Qian K, Wang Z (2008) Study on subset size selection in digital image correlation for speckle patterns. Opt Express 16(10):7037–7048CrossRef
21.
Zurück zum Zitat Schreier HW, Sutton MA (2002) Systematic errors in digital image correlation due to undermatched subset shape functions. Exp Mech 42(3):303–310CrossRef Schreier HW, Sutton MA (2002) Systematic errors in digital image correlation due to undermatched subset shape functions. Exp Mech 42(3):303–310CrossRef
22.
Zurück zum Zitat Bornert M, Brémand F, Doumalin P, Dupré J-C, Fazzini M, Grédiac M, Hild F, Mistou S, Molimard J, Orteu J-J et al (2009) Assessment of digital image correlation measurement errors: methodology and results. Exp Mech 49(3):353–370CrossRef Bornert M, Brémand F, Doumalin P, Dupré J-C, Fazzini M, Grédiac M, Hild F, Mistou S, Molimard J, Orteu J-J et al (2009) Assessment of digital image correlation measurement errors: methodology and results. Exp Mech 49(3):353–370CrossRef
23.
Zurück zum Zitat Lu H, Cary PD (2000) Deformation measurements by digital image correlation: implementation of a second-order displacement gradient. Exp Mech 40(4):393–400CrossRef Lu H, Cary PD (2000) Deformation measurements by digital image correlation: implementation of a second-order displacement gradient. Exp Mech 40(4):393–400CrossRef
24.
Zurück zum Zitat Yu L, Pan B (2015) The errors in digital image correlation due to overmatched shape functions. Meas Sci Technol 26(4):045202CrossRef Yu L, Pan B (2015) The errors in digital image correlation due to overmatched shape functions. Meas Sci Technol 26(4):045202CrossRef
25.
Zurück zum Zitat Schreier HW, Braasch JR, Sutton MA (2000) Systematic errors in digital image correlation caused by intensity interpolation. Opt Eng 39(11):2915–2921CrossRef Schreier HW, Braasch JR, Sutton MA (2000) Systematic errors in digital image correlation caused by intensity interpolation. Opt Eng 39(11):2915–2921CrossRef
26.
Zurück zum Zitat Wang YQ, Sutton MA, Bruck HA, Schreier HW (2009) Quantitative error assessment in pattern matching: effects of intensity pattern noise, interpolation, strain and image contrast on motion measurements. Strain 45(2):160–178CrossRef Wang YQ, Sutton MA, Bruck HA, Schreier HW (2009) Quantitative error assessment in pattern matching: effects of intensity pattern noise, interpolation, strain and image contrast on motion measurements. Strain 45(2):160–178CrossRef
27.
Zurück zum Zitat Triconnet K, Derrien K, Hild F, Baptiste D (2009) Parameter choice for optimized digital image correlation. Opt Lasers Eng 47(6):728–737CrossRef Triconnet K, Derrien K, Hild F, Baptiste D (2009) Parameter choice for optimized digital image correlation. Opt Lasers Eng 47(6):728–737CrossRef
28.
Zurück zum Zitat Pan B, Lu Z, Xie H (2010) Mean intensity gradient: an effective global parameter for quality assessment of the speckle patterns used in digital image correlation. Opt Lasers Eng 48(4):469–477CrossRef Pan B, Lu Z, Xie H (2010) Mean intensity gradient: an effective global parameter for quality assessment of the speckle patterns used in digital image correlation. Opt Lasers Eng 48(4):469–477CrossRef
29.
Zurück zum Zitat Park J, Yoon S, Kwon TH, Park K (2017) Assessment of speckle-pattern quality in digital image correlation based on gray intensity and speckle morphology. Opt Lasers Eng 91:62–72CrossRef Park J, Yoon S, Kwon TH, Park K (2017) Assessment of speckle-pattern quality in digital image correlation based on gray intensity and speckle morphology. Opt Lasers Eng 91:62–72CrossRef
30.
Zurück zum Zitat Stoilov G, Kavardzhikov V, Pashkouleva D (2012) A comparative study of random patterns for digital image correlation. J Theor Appl Mech 42(2):55–66CrossRef Stoilov G, Kavardzhikov V, Pashkouleva D (2012) A comparative study of random patterns for digital image correlation. J Theor Appl Mech 42(2):55–66CrossRef
31.
Zurück zum Zitat Cannon AH, Hochhalter JD, Mello AW, Bomarito GF, Sangid MD (2015) Microstamping for improved speckle patterns to enable digital image correlation. Microsc Microanal 21(S3):451–452CrossRef Cannon AH, Hochhalter JD, Mello AW, Bomarito GF, Sangid MD (2015) Microstamping for improved speckle patterns to enable digital image correlation. Microsc Microanal 21(S3):451–452CrossRef
32.
Zurück zum Zitat Ruggles TJ, Bomarito GF, Cannon AH, Hochhalter JD (in Press) Selectively electron transparent microstamping toward concurrent digital image correlation and high angular resolution ebsd analysis. Microsc Microanal Ruggles TJ, Bomarito GF, Cannon AH, Hochhalter JD (in Press) Selectively electron transparent microstamping toward concurrent digital image correlation and high angular resolution ebsd analysis. Microsc Microanal
33.
Zurück zum Zitat Carter JLW, Uchic MD, Mills MJ (2015) Impact of speckle pattern parameters on DIC strain resolution calculated from in situ SEM experiments. In: Fracture, fatigue, failure, and damage evolution, volume 5: proceedings of the 2014 annual conference on experimental and applied mechanics. Springer International Publishing, pp 119–126 Carter JLW, Uchic MD, Mills MJ (2015) Impact of speckle pattern parameters on DIC strain resolution calculated from in situ SEM experiments. In: Fracture, fatigue, failure, and damage evolution, volume 5: proceedings of the 2014 annual conference on experimental and applied mechanics. Springer International Publishing, pp 119–126
34.
Zurück zum Zitat Gupta VK, Willard SA, Hochhalter JD, Smith SW (2014) Microstructure-scale in situ image correlation-based study of grain deformation and crack tip displacements in al–cu alloys. Materials Performance and Characterization 4(2):228–253 Gupta VK, Willard SA, Hochhalter JD, Smith SW (2014) Microstructure-scale in situ image correlation-based study of grain deformation and crack tip displacements in al–cu alloys. Materials Performance and Characterization 4(2):228–253
35.
Zurück zum Zitat Chen Z, Quan C, Zhu F, He X (2015) A method to transfer speckle patterns for digital image correlation. Meas Sci Technol 26(9):095201CrossRef Chen Z, Quan C, Zhu F, He X (2015) A method to transfer speckle patterns for digital image correlation. Meas Sci Technol 26(9):095201CrossRef
36.
Zurück zum Zitat Mazzoleni P, Matta F, Zappa E, Sutton MA, Cigada A (2015) Gaussian pre-filtering for uncertainty minimization in digital image correlation using numerically-designed speckle patterns. Opt Lasers Eng 66:19–33CrossRef Mazzoleni P, Matta F, Zappa E, Sutton MA, Cigada A (2015) Gaussian pre-filtering for uncertainty minimization in digital image correlation using numerically-designed speckle patterns. Opt Lasers Eng 66:19–33CrossRef
37.
Zurück zum Zitat Estrada JB, Franck C (2015) Intuitive interface for the quantitative evaluation of speckle patterns for use in digital image and volume correlation techniques. J Appl Mech 82(9):095001CrossRef Estrada JB, Franck C (2015) Intuitive interface for the quantitative evaluation of speckle patterns for use in digital image and volume correlation techniques. J Appl Mech 82(9):095001CrossRef
38.
Zurück zum Zitat Bornert M, Doumalin P, Dupré JC, Poilâne C, Robert L, Toussaint E, Wattrisse B (2012) Short remarks about synthetic image generation in the context of the assessment of sub-pixel accuracy of digital image correlation. In: 15th international conference on experimental mechanics, ICEM, vol 15, pp 22–27 Bornert M, Doumalin P, Dupré JC, Poilâne C, Robert L, Toussaint E, Wattrisse B (2012) Short remarks about synthetic image generation in the context of the assessment of sub-pixel accuracy of digital image correlation. In: 15th international conference on experimental mechanics, ICEM, vol 15, pp 22–27
39.
Zurück zum Zitat Bornert M, Doumalin P, Dupré J-C, Poilane C, Robert L, Toussaint E, Wattrisse B (2017) Shortcut in dic error assessment induced by image interpolation used for subpixel shifting. Opt Lasers Eng 91:124–133CrossRef Bornert M, Doumalin P, Dupré J-C, Poilane C, Robert L, Toussaint E, Wattrisse B (2017) Shortcut in dic error assessment induced by image interpolation used for subpixel shifting. Opt Lasers Eng 91:124–133CrossRef
40.
Zurück zum Zitat Zhou Y, Sun C, Song Y, Chen J (2015) Image pre-filtering for measurement error reduction in digital image correlation. Opt Lasers Eng 65:46–56CrossRef Zhou Y, Sun C, Song Y, Chen J (2015) Image pre-filtering for measurement error reduction in digital image correlation. Opt Lasers Eng 65:46–56CrossRef
42.
Zurück zum Zitat Pan B (2013) Bias error reduction of digital image correlation using gaussian pre-filtering. Opt Lasers Eng 51(10):1161–1167CrossRef Pan B (2013) Bias error reduction of digital image correlation using gaussian pre-filtering. Opt Lasers Eng 51(10):1161–1167CrossRef
43.
Zurück zum Zitat Dong YL, Pan B (2017) A review of speckle pattern fabrication and assessment for digital image correlation. Exp Mech 1–21 Dong YL, Pan B (2017) A review of speckle pattern fabrication and assessment for digital image correlation. Exp Mech 1–21
Metadaten
Titel
Development of Optimal Multiscale Patterns for Digital Image Correlation via Local Grayscale Variation
verfasst von
G.F. Bomarito
J.D. Hochhalter
T.J. Ruggles
Publikationsdatum
02.11.2017
Verlag
Springer US
Erschienen in
Experimental Mechanics / Ausgabe 7/2018
Print ISSN: 0014-4851
Elektronische ISSN: 1741-2765
DOI
https://doi.org/10.1007/s11340-017-0348-1

Weitere Artikel der Ausgabe 7/2018

Experimental Mechanics 7/2018 Zur Ausgabe

    Marktübersichten

    Die im Laufe eines Jahres in der „adhäsion“ veröffentlichten Marktübersichten helfen Anwendern verschiedenster Branchen, sich einen gezielten Überblick über Lieferantenangebote zu verschaffen.