Development of diatom-based tools for assessing stream water quality in south-eastern Australia: assessment of environmental transfer functions

Models were developed of relationships among water quality, geospatial and species-level diatom data for 465 samples collected from stream sites across south-eastern Australia. Transfer functions were derived from weighted averaging and artificial neural network approaches. Analysis of spatial variations in species assemblages was used to divide the sites into two groups according to site elevation. The strongest predictive models for the upland group associated diatom assemblages with conductivity, longitude, altitude, and to a lesser extent pH, NOx and TKN. The strongest predictors for the lowland group were longitude and conductivity, but artificial neural network models performed well for NOx and temperature. The importance of the geospatial variables suggests that there may be a capacity to develop diatom sub-regions within which robust models for other water quality variables important to management can be generated.

[1]  J. Karr Assessment of Biotic Integrity Using Fish Communities , 1981 .

[2]  Kim H. Esbensen,et al.  Modelling data tables by principal components and PLS: class patterns and quantitative predictive relations , 1984 .

[3]  H. Birks Recent and possible future mathematical developments in quantitative palaeoecology , 1985 .

[4]  C. Braak Canonical Correspondence Analysis: A New Eigenvector Technique for Multivariate Direct Gradient Analysis , 1986 .

[5]  B. Chessman Dietary studies of aquatic insects from two Victorian rivers , 1986 .

[6]  C.J.F. ter Braak,et al.  The analysis of vegetation-environment relationships by canonical correspondence analysis , 1987 .

[7]  Richard W. Battarbee,et al.  The use of diatom assemblages in lake sediments as a means of assessing the timing, trends, and causes of lake acidification , 1987 .

[8]  C.J.F. ter Braak,et al.  Diatoms and pH Reconstruction , 1990 .

[9]  John P. Smol,et al.  Paleolimnology: an important tool for effective ecosystem management , 1992 .

[10]  H. Birks,et al.  Diatom assemblages from Adirondack lakes (New York, USA) and the development of inference models for retrospective environmental assessment , 1993 .

[11]  The assessment of water quality in the Artois-Picardie water basin (France) by the use of diatom indices , 1993 .

[12]  D. M. Rosenberg,et al.  Freshwater biomonitoring and benthic macroinvertebrates. , 1994 .

[13]  John H. Harris,et al.  The use of fish in ecological assessments , 1995 .

[14]  Richard H. Norris,et al.  The need for biological assessment of water quality: Australian perspective , 1995 .

[15]  P. Gell,et al.  The use of diatoms to assess past and present water quality , 1995 .

[16]  J. Smol,et al.  Applications of freshwater diatoms to geographical research , 1996 .

[17]  J. Kociolek Icongraphia Diatomologica. Annotated Diatom Micrographs. Volume 2. Ecology–Diversity-Taxonomy. Indicators of Oligotrophy. 800 Taxa Representative of Three Ecologically Distinct Lake Types. Carbonate Buffered–Oligodystrophic–Weakly Buffered Soft Water. , 1997 .

[18]  P. Gell The Development of a Diatom Database for Inferring Lake Salinity, Western Victoria, Australia: Towards a Quantitative Approach for Reconstructing Past Climates , 1997 .

[19]  E. Reavie,et al.  Diatom-based Model to Infer Past Littoral Habitat Characteristics in the St. Lawrence River , 1997 .

[20]  Chris O. Yoder,et al.  The Role of Biological Indicators in a State Water Quality Management Process , 1998 .

[21]  H. Birks,et al.  D.G. Frey and E.S. Deevey Review 1: Numerical tools in palaeolimnology – Progress, potentialities, and problems , 1998 .

[22]  C.J.F. ter Braak,et al.  CANOCO Reference Manual and User's Guide to Canoco for Windows: Software for Canonical Community Ordination (Version 4) , 1998 .

[23]  B. Chessman,et al.  PREDICTING DIATOM COMMUNITIES AT THE GENUS LEVEL FOR THE RAPID BIOLOGICAL ASSESSMENT OF RIVERS , 1999 .

[24]  Jennifer G. Winter,et al.  Epilithic diatoms as indicators of stream total N and total P concentration , 2000, Journal of the North American Benthological Society.

[25]  H. LANGE-BERTALOT,et al.  Diatom flora of marine coasts I , 2000 .

[26]  P. Newall,et al.  Potential for delineating indicator-defined regions for streams in Victoria, Australia , 2000, Journal of the North American Benthological Society.

[27]  P. Gell,et al.  An Illustrated Guide to Common Stream Diatom Species from Temperate Australia , 2000 .

[28]  Julien M. J. Racca,et al.  A comparison between diatom-based pH inference models using Artificial Neural Networks (ANN), Weighted Averaging (WA) and Weighted Averaging Partial Least Squares (WA-PLS) regressions , 2001 .

[29]  E. Pipp A regional diatom-based trophic state indication system for running water sites in Upper Austria and its overregional applicability , 2001 .

[30]  John P. Smol,et al.  Tracking environmental change using lake sediments. Volume 3: Terrestrial, algal, and siliceous indicators. , 2001 .

[31]  Jennifer G. Winter,et al.  Use of Diatoms and Macroinvertebrates as Bioindicators of Water Quality in Southern Ontario Rivers , 2002 .

[32]  D. Charles,et al.  Benthic diatoms in USA rivers: distributions along spatial and environmental gradients , 2002 .

[33]  J. Soininen,et al.  Inferring the phosphorus levels of rivers from benthic diatoms using weighted averaging , 2002 .

[34]  J. Schönfelder,et al.  RELATIONSHIPS BETWEEN LITTORAL DIATOMS AND THEIR CHEMICAL ENVIRONMENT IN NORTHEASTERN GERMAN LAKES AND RIVERS 1 , 2002 .

[35]  L. Metzeling,et al.  Macroinvertebrate Regionalisation for use in the Management of Aquatic Ecosystems in Victoria, Australia , 2002, Environmental monitoring and assessment.

[36]  Y. Prairie,et al.  Diatom-based transfer functions for western Quebec lakes (Abitibiand Haute Mauricie): the possible role of epilimnetic CO2 concentration in influencing diatom assemblages , 2002, Journal of Paleolimnology.

[37]  Y. Prairie,et al.  Is the introduction of benthic species necessary for open-water chemical reconstruction in diatom- based transfer functions? , 2002 .

[38]  Peter Gell,et al.  Seasonal and interannual variations in diatom assemblages in Murray River connected wetlands in north-west Victoria, Australia , 2002 .

[39]  Ter Braak,et al.  Canoco reference manual and CanoDraw for Windows user''s guide: software for canonical community ord , 2002 .

[40]  Donald F. Charles,et al.  Distribution of benthic diatoms in U.S. rivers in relation to conductivity and ionic composition , 2003 .

[41]  B. Hart,et al.  Assessing long-term pH change in an Australian river catchment using monitoring and palaeolimnological data. , 2003, Environmental science & technology.

[42]  C. Braak,et al.  The analysis of vegetation-environment relationships by canonical correspondence analysis , 1987, Vegetatio.

[43]  C. Braak,et al.  Weighted averaging, logistic regression and the Gaussian response model , 2004, Vegetatio.

[44]  F. Gasse Diatoms for reconstructing palaeoenvironments and paleohydrology in tropical semi-arid zones , 1987, Hydrobiologia.

[45]  Young-Seuk Park,et al.  Water quality assessment using diatom assemblages and advanced modelling techniques , 2004 .

[46]  C.J.F. ter Braak,et al.  A Theory of Gradient Analysis , 2004 .

[47]  C. Braak,et al.  Inferring pH from diatoms: a comparison of old and new calibration methods , 1989, Hydrobiologia.

[48]  S. Sabater,et al.  Determination of the biological diatom index (IBD NF T 90–354): results of an intercomparison exercise , 2002, Journal of Applied Phycology.

[49]  Steve Juggins,et al.  Weighted averaging partial least squares regression (WA-PLS): an improved method for reconstructing environmental variables from species assemblages , 1993, Hydrobiologia.

[50]  Dean W. Blinn,et al.  Land-use influence on stream water quality and diatom communities in Victoria, Australia: a response to secondary salinization , 2001, Hydrobiologia.

[51]  Leon Metzeling,et al.  Biological Objectives for the Protection of Rivers and Streams in Victoria, Australia , 2006, Hydrobiologia.

[52]  P. Wallbrink,et al.  Accessing limnological change and variability using fossil diatom assemblages, south‐east Australia , 2005 .

[53]  E. Szczepocka Water quality assessment using diatoms in the Bzura River , 2005 .