TECHNICAL PAPERS
Dec 4, 2009

Anisotropy in the Spatial Distribution of Roller-Measured Soil Stiffness

Publication: International Journal of Geomechanics
Volume 10, Issue 4

Abstract

The geostatistical analysis of roller-measured soil properties (from continuous compaction control and intelligent compaction) is required for advanced quality control/quality assurance of earthwork and asphalt compaction. This paper explores the existence of anisotropy in the spatial distribution of roller-measured soil stiffness and the effect of anisotropy on kriging. Field testing was conducted to collect roller measurement value (MV) data over typical roadway embankment evaluation areas and on a large square area to enable a robust investigation of anisotropy. The semivariogram analysis of the field data clearly indicates that range anisotropy exists. The spatial distributions of roller MV data are different in the longitudinal x -direction than in the transverse y -direction. Magnitudes of range anisotropy (x-range/y-range) varied from 2.4 to over 5. The observed range anisotropy is not due to the roller measurement system; rather, it is likely due to the directional nature of earthwork construction activities and to alignment geometry. The influence of anisotropy on kriging was found to be significant when considering the use of kriged data in earthwork specifications. The error introduced by not accounting for anisotropy in kriging varied from 5 to 17% when considering pass to pass or layer to layer map analysis. The anisotropy in the spatial distribution of roller MV data should be factored into kriging and other geostatistical analyses. For typical earthwork area geometries, the roller mapping procedure requires a slight modification to determine the y -range and anisotropy ratio.

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References

Adam, D. (2007). “Roller integrated continuous compaction control (CCC) technical contractual provisions and recommendations.” Design and construction of pavements and rail tracks: Geotechnical aspects and processed materials, A. G. Correia, Y. Momoya, and F. Tatsuoka, eds., CRC, Boca Raton, Fla., 111–138.
Anderegg, R., and Kaufmann, K. (2004). “Intelligent compaction with vibratory rollers.” Transportation Research Record. 1868, Transportation Research Board, Washington, D.C.
Baecher, G. B., and Christian, J. T. (2006). “The meaning(s) of statistical inference in geotechnical practice.” Proc., Geocongress 2006: Geotechnical Engineering in the Information Technology Age, ASCE, Atlanta, 1–6.
Bräu, G., Hartman, K., and Pelz, G. (2004). Flächendeckende prufüng der verdichtung (FDVK)-baupraktische umsetzung und verfahrens-bezogene verdichtungsanforderungen, München, Germany (in German).
Breysse, D., Niandou, H., Elachachi, S., and Houy, L. (2005). “A generic approach to soil-structure interaction considering the effects of soil heterogeneity.” Geotechnique, 55(2), 143–150.
Cressie, N., and Hawkins, D. H. (1980). “Robust estimation of the variogram: I.” Math. Geol., 12(2), 115–125.
Cressie, N. A. C. (1993). Statistical methods for spatial data analysis, revised edition, Wiley, New York.
El Gonnouni, M., Riou, Y., and Hicher, P. Y. (2005). “Geostatistical method for analyzing soil displacement from underground urban construction.” Geotechnique, 55(2), 171–182.
Elkateb, T., Chalaturnyk, R., and Robertson, P. (2003). “An overview of soil heterogeneity: Quantification and implications on geotechnical field problems.” Can. Geotech. J., 40, 1–15.
Eriksson, M., and Siska, P. (2000). “Understanding anisotropy computations.” Math. Geol., 32(6), 683–700.
Facas, N., and Mooney, M. (2010). “Position reporting error of intelligent compaction and continuous compaction control roller-measured soil properties.” J. Test. Eval., 38(1), 13–18.
Fenton, G. A., and Griffiths, D. V. (2002). “Probabilistic foundation settlement on spatially random soil.” J. Geotech. Geoenviron. Eng., 128(5), 381–390.
Fenton, G. A., and Griffiths, D. V. (2008). Risk assessment in geotechnical engineering, Wiley, Hoboken, N.J.
Furrer, R., Genton, M. G., and Nychka, D. (2006). “Covariance tapering for interpolation of large spatial datasets.” J. Comput. Graph. Stat., 15(3), 502–523.
Grabe, J. (1994). “Spatial variation of soil stiffness: Spectral density approach.” Soil Dyn. Earthquake Eng., 13, 25–29.
Mn/DOT. (2007). “Excavation and embankment—Quality compaction by IC, LWD, and test rolling (pilot specification for embankment grading materials).” Specification 2106, Minnesota Dept. of Transportation.
Mooney, M., Rinehart, R., White, D., Vennapusa, P., Facas, N., and Musimbi, O. (2010). “Intelligent soil compaction systems.” Final Rep., NCHRP Project No. 21-09, Transportation Research Board, Washington, D.C., in press.
Mooney, M. A., and Adam, D. (2007). “Vibratory roller integrated measurement of earthwork compaction: An overview.” Proc., FMGM2007—Int. Symp. on Field Measurements in Geomechanics, ASCE, Boston.
Mooney, M. A., and Rinehart, R. V. (2007). “Field monitoring of roller vibration during compaction of subgrade soil.” J. Geotech. Geoenviron. Eng., 133(3), 257–265.
Petersen, D., Erickson, M., Roberson, R., and Siekmeier, J. (2007). “Intelligent soil compaction: Geostatistical data analysis and construction specifications.” Transportation Research Board 86th Annual Meeting, Transportation Research Board, Washington, D.C.
Phoon, K., and Kulhawy, F. (1999). “Characterization of geotechnical variability.” Can. Geotech. J., 36(4), 612–624.
Rinehart, R., and Mooney, M. (2009). “Measurement depth of vibratory roller determined soil stiffness.” Geotechnique, 59(7), 609–619.
Schabenberger, O., and Gotway, C. A. (2004). Statistical methods for spatial data analysis, Chapman & Hall/CRC, London/Boca Raton, Fla.
White, D., Thompson, M., and Vennapusa, P. (2007). Field validation of intelligent compaction monitoring technology for unbound material, Minnesota Dept. of Transportation, St. Paul, Minn., 123–164.
Zimmerman, D. L. (1993). “Another look at anisotropy in geostatistics.” Math. Geol., 25(4), 453–470.

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Go to International Journal of Geomechanics
International Journal of Geomechanics
Volume 10Issue 4August 2010
Pages: 129 - 135

History

Received: Jan 23, 2009
Accepted: Dec 2, 2009
Published online: Dec 4, 2009
Published in print: Aug 2010

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Authors

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Norman W. Facas [email protected]
Graduate Student, Division of Engineering, Colorado School of Mines, Golden, CO 80401 (corresponding author). E-mail: [email protected]
Michael A. Mooney, M.ASCE [email protected]
Professor, Division of Engineering, Colorado School of Mines, Golden, CO 80401. E-mail: [email protected]
Reinhard Furrer [email protected]
Assistant Professor, Institute of Mathematics, Univ. of Zurich, 8057 Zurich, Switzerland; formerly, Assistant Professor, Dept. of Mathematical and Computer Sciences, Colorado School of Mines, Golden, CO 80401. E-mail: [email protected]

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