Skip to main content
Log in

Using Multivariate Analysis to Predict the Behaviour of Soils Under Effluent Irrigation

  • Published:
Water, Air, and Soil Pollution Aims and scope Submit manuscript

Abstract

Onsite wastewater treatment systems aim to assimilate domestic effluent into the environment. Unfortunately failure of such systems is common and inadequate effluent treatment can have serious environmental implications. The capacity of a particular soil to treat wastewater will change over time. The physical properties influence the rate of effluent movement through the soil and its chemical properties dictate the ability to renovate effluent. A research project was undertaken to determine the role that physical and chemical soil properties play in predicting the long-term behaviour of soil under effluent irrigation and to determine if they have a potential function as early indicators of adverse effects of effluent irrigation on treatment sustainability. Principal Component Analysis (PCA) and Cluster Analysis grouped the soils independently of their soil classifications and allowed us to distinguish the most suitable soils for sustainable long term effluent irrigation and determine the most influential soil parameters to characterise them. Multivariate analysis allowed a clear distinction between soils based on the cation exchange capacities. This in turn correlated well with the soil mineralogy. Mixed mineralogy soils in particular sodium or magnesium dominant soils are the most susceptible to dispersion under effluent irrigation. The soil Exchangeable Sodium Percentage (ESP) was identified as a crucial parameter and was highly correlated with percentage clay, electrical conductivity, exchangeable sodium, exchangeable magnesium and low Ca:Mg ratios (less than 0.5).

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

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

Abbreviations

AS/NZS:

australian standard/new zealand standard

CCR:

clay activity ratio

CEC:

cation exchange capacity

EC:

electrical conductivity

ECEC:

effective cation exchange capacity

ESC exchangeable sodium content; ESI:

electrochemical stability index

ESP:

exchangeable sodium percentage

FCA:

fuzzy cluster analysis

PCA:

principal component analysis

SAR:

sodium adsorption ratio

References

  • Adams, M. J.: 1995, Chemometrics in Analytical Chemistry. The Royal Society of Chemistry: Cambridge.

    Google Scholar 

  • Baker, D. E. and Eldershaw, V. J.: 1993, Interpreting soil analysis for agricultural land use in Queensland. Division of Land Use & Fisheries, Report Series Q093014. Department of Primary Industries.

  • Bakker, A. C., Emerson, W. W. and Oades, J. M.: 1973, ‘The comparative effects of exchangeable calcium, magnesium and sodium on some physical properties of red-brown earth subsoils. l. Exchange reactions and water contents for dispersion of Shepparton soil’, Australian Journal of Soil Research 11, 143–150.

    Article  CAS  Google Scholar 

  • Balks, M. R., Bond, W. J. and Smith, C. J.: 1998, ‘Effects of sodium accumulation on soil physical properties under an effluent irrigated plantation’, Australian Journal of Soil Research 36, 821–830.

    Article  Google Scholar 

  • Beckmann, C. G., Hubble, G. D. and Thomson, C. H.: 1987, The soil landscapes of Brisbane and South Eastern Environs, Soils and Land Use Series, No. 60, CSIRO.

  • Brouwer, J. and Bugeja, R. M.: 1983, Land capability for septic tank effluent absorption fields. Australian Water Resources Council Technical Paper No. 80.

  • Carlon, C., Critto, A., Marcomini, A. and Nathanail, P.: 2001, ‘Risk based characterization of contaminated industrial site using multivariate and geostatistical tools’, Environmental Pollution 111, 417–427.

    Article  CAS  Google Scholar 

  • Cattell, R. B.: 1966, ‘The scree test for the number of factors’, Multivariate Behavioral Research 1, 245–276.

    Article  Google Scholar 

  • Cliver, D. O.: 2000, Research Needs in Decentralised Wastewater Treatment and Management: Fate and Transport of Pathogens. In: Proceedings of the National Research Needs Conference: Risk-Based Decision Making for On-Site Wastewater Treatment, Palo Alto, CA, EPRI, pp. 1–31.

    Google Scholar 

  • Crescimanno, G., Iovino, M. and Provenzano, G.: 1995, ‘Influence of salinity and sodicity on soil structural and hydraulic characteristics’, Soil Science Society of America 59, 1701–1708.

    CAS  Google Scholar 

  • Critto, A., Carlon, C. and Marcomini, A.: 2003, ‘Characterisation of contaminated soil and groundwater surrounding an illegal landfill (S. Giuliano, Venice, Italy) by principal component analysis and kriging’, Environmental Pollution 122, 235–244.

    Article  CAS  Google Scholar 

  • Curtin, D., Steppuhn, H. and Selles, F. 1994, ‘Effects of magnesium on Cation Selectivity and Structural Stability of Sodic Soils’, Soil Science Society of America 58, 730–737.

    CAS  Google Scholar 

  • Dawes, L. and Goonetilleke, A.: 2003, ‘An investigation into the role of site and soil characteristics in onsite Sewage treatment’, Journal of Environmental Geology 44(4), 467–477.

    Article  CAS  Google Scholar 

  • Diack, M. and Stott, D. E.: 2001, Development of a Soil Quality Index for the Chalmers Silty Clay Loam from Midwest USA, 10th International Soil Conservation Organisation Meeting, Purdue University and USDA-ARS National Soil Erosion Research Laboratory, pp. 550–55.

  • Einax, J. W., Zwanzinger, H. W. and Geib, S.: 1997, Chemometrics in Environmental Analysis. VHA A Wiley company, Weinheim.

    Google Scholar 

  • Einax, J. W. and Soldt, U.: 1999, ‘Geostatistical and multivariate statistical methods for the assessment of polluted soils—merits and limitations’, Chemometrics and Intelligent Laboratory Systems 46, 79–91.

    Article  CAS  Google Scholar 

  • Emerson, W. W.: 1977, ‘Determination of the contents of clay sized particles in soil’, Journal of Soil Sciences 22, 50–59.

    Article  Google Scholar 

  • Emerson, W. W.: 1983. Interparticle bonding, Soils: An Australian Viewpoint. The Division of Soils, CSIRO, Melbourne, pp. 477–98.

    Google Scholar 

  • Ford, G. W., Martin, J. J., Boucher, S. C. and Ellington A.: 1993, ‘Soil sodicity in Victoria’, Australian Journal of Soil Research 31, 869–709.

    Article  Google Scholar 

  • Gallego, J. L. R., Ordonez, A. and Loredo, J.: 2002, ‘Investigation of trace element sources from an industrialized area (Aviles, northern Spain) using multivariate statistical methods’, Environment International 27, 589–596.

    Article  CAS  Google Scholar 

  • Hanesch, M., Scholger, R. and Dekkers, M. J.: 2001, ‘The application of fuzzy c-means cluster analysis and non-linear mapping to a soil data set for the detection of polluted sites’, Physical Chemical Earth (A), 26(11/12): 885–891.

    Article  Google Scholar 

  • Isbell, R. F.: 1996, A classification system for Australian soils. CSIRO Publishing, Victoria, Australia.

    Google Scholar 

  • Levine, P. E., Crites, R. W. and Olsen, J. V.: 1980, ‘Soil chemistry changes at rapid infiltration sites’, Journal of the Environmental Engineering Division ASCE, 160, 869–883.

    Google Scholar 

  • Loch, R. J. and Smith, G. D.: 1988, Soil factors affecting soil physical properties. In: Understanding Soils and Soils Data, Invited Lectures, Australian Society of Soil Science, pp. 135–150.

  • McDonald, R. C., Isbell, R. F., Speight, J. G., Walker, J. and Hopkins, M. S.: 1990, Australian Soil and Land Survey Field Handbook (2nd ed.). CSIRO Publishing, Australia.

    Google Scholar 

  • Massert, D. L., Vandeginste, B. G. M., Deming, S. N., Michotte, Y. and Kaufman, L.: 1988, Chemometrics: a textbook, Elsevier, Amsterdam.

    Google Scholar 

  • Northcote, K. H and Skene, J. K. M.: 1972, Australian soils with saline and sodic properties. CSIRO Australia, Division of Soils, Publication No. 27.

  • O'Keefe, N.: 2001. ‘Towards national consistency for accreditation of On-site installation and service personnel’, Proceedings of Onsite ′01 Conference: Advancing onsite wastewater systems. University of New England, Armidale, Lanfax Laboratories, pp. 295–299.

  • Peverill, K. I., Sparrow, L. A. and Reuter, D. J.: (eds.), 1999, Soil Analysis: An Interpretation Manual. ASPAC, CSIRO Publishing, Victoria, Australia.

    Google Scholar 

  • Quirk, J. P.: 1971, Chemistry of saline soils and their physical properties. National Symposium on Hydrology, Canberra, Talsma, T. and Philip, J. R. (eds.), pp. 79–90.

  • Rayment, G. E. and Higginson, F. R.: 1992, Australian laboratory handbook of soil and water chemical methods. Inkata Press, Melbourne, Australia.

    Google Scholar 

  • Schipper, L. A., Williamson, J. C., Kettles, H. A. and Speir, T. W.: 1996, ‘Impact of Land-Applied Tertiary Treated Effluent on Soil Biochemical Properties’, Journal of Environmental Quality 25, 1073–1077.

    Article  CAS  Google Scholar 

  • Siegrist, R. L.: 2001, ‘Advancing the science and engineering of onsite wastewater systems’, Onsite Wastewater Treatment: Proceedings of the 9th National Symposium on Individual and Small Community Sewage Systems, Fort Worth, Texas, ASAE, pp. 1–10.

    Google Scholar 

  • Siegrist, R. L. and Van Cuyk, S.: 2001, Wastewater Soil Absorption Systems: The performance effects of process and environmental conditions. Onsite Wastewater Treatment: Proceedings of the 9th National Symposium on Individual and Small Community Sewage Systems, Fort Worth, Texas, pp. 41–51.

  • Sena, M. M., Frighetto, R. T. S., Valarini, P. J., Tokeshi, H. and Poppi, R. J.: 2002, ‘Discrimination of management effects on soil parameters by using principal component analysis: a multivariate analysis case study’, Soil and Tillage Research 67, 171–181.

    Article  Google Scholar 

  • Shaw, R. J., Brebber, L., Ahern, C. and Weinand, M.: 1994, ‘A review of sodicity and sodic soil behaviour in Queensland’, Australian Journal of Soil Research 32, 143–172.

    Article  Google Scholar 

  • Shaw, R. J., Coughlan, K. J. and Bell, L. C.: 1998, Root Zone Sodicity, In Sodic Soils:Distribution, Properties, Management and Environmental Consequences, Oxford University Press, pp. 95–106.

  • Hughes, J. D.: 1999, SOILpak, N.S.W Agriculture.

  • Standards Australia 1994, AS 1547:1994. Onsite domestic-wastewater management. Standards Australia, Strathfield, Australia.

    Google Scholar 

  • Standards Australia 2000, AS/NZS 1547:2000. Onsite domestic-wastewater management. Standards Australia/New Zealand, Strathfield, Australia.

    Google Scholar 

  • Sumner, M. E.: 1993, ‘Sodic Soils: new perspectives’, Australian Journal of Soil Research 31, 683–750.

    Article  Google Scholar 

  • The MathWorks Inc., 2002, MATLAB, Version 6.5. Release 13, The MathWorks, Natick,MA

    Google Scholar 

  • USEPA, 2002, Onsite Wastewater Treatment Systems Manual, EPA/615/R-00/008, Office of Water, USEPA, February 2002.

  • Van Cuyk, S., Siegrist, R., Logan, A., Masson, S., Fescher, E. and Figueroa L.: 2001, ‘Hydraulic and purification behaviours and their interactions during wastewater treatment in soil infiltration systems’, Water Research 35(4), 953–964.

    Article  Google Scholar 

  • Vance, W. H., McKenzie, B. M. and Tisdall, J. M.: 2002, ‘The stability of soils used for cropping in northern Victoria and southern New South Wales’, Australian Journal of Soil Research 40, 615–624.

    Article  Google Scholar 

  • Whitehead, J. H. and Geary, P. M.: 2000, ‘Geotechnical aspects of domestic onsite effluent management systems’, Australian Journal of Earth Sciences 47, 75–82.

    Article  CAS  Google Scholar 

  • Wold S., Esbensen, K. and Geladi, P.: 1987, ‘Principal component analysis’, Chemometrics and Intelligent Laboratory Systems 2, 37–52.

    Article  CAS  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Les Dawes.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Dawes, L., Goonetilleke, A. Using Multivariate Analysis to Predict the Behaviour of Soils Under Effluent Irrigation. Water Air Soil Pollut 172, 109–127 (2006). https://doi.org/10.1007/s11270-005-9064-z

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11270-005-9064-z

Keywords

Navigation