Statistical approaches used to assess and redesign surface water-quality-monitoring networks.

An up-to-date review of the statistical approaches utilized for the assessment and redesign of surface water quality monitoring (WQM) networks is presented. The main technical aspects of network design are covered in four sections, addressing monitoring objectives, water quality variables, sampling frequency and spatial distribution of sampling locations. This paper discusses various monitoring objectives and related procedures used for the assessment and redesign of long-term surface WQM networks. The appropriateness of each approach for the design, contraction or expansion of monitoring networks is also discussed. For each statistical approach, its advantages and disadvantages are examined from a network design perspective. Possible methods to overcome disadvantages and deficiencies in the statistical approaches that are currently in use are recommended.

[1]  J. Kirchner,et al.  Assessing water quality impacts and cleanup effectiveness in streams dominated by episodic mercury discharges. , 2000, The Science of the total environment.

[2]  Adam H. Monahan,et al.  Nonlinear Principal Component Analysis by Neural Networks: Theory and Application to the Lorenz System , 2000 .

[3]  Maty C. MacKenzie,et al.  Analysis of Statistical Monitoring Network Design , 1987 .

[4]  M. A. Wong,et al.  A Hybrid Clustering Method for Identifying High-Density Clusters , 1982 .

[5]  Paul H. Whitfield,et al.  Monitoring Transient Water Quality Events Electronically , 1992 .

[6]  Adam H. Monahan,et al.  The preferred structure of variability of the Northern Hemisphere atmospheric circulation , 2001 .

[7]  L. Hubert,et al.  Measuring the Power of Hierarchical Cluster Analysis , 1975 .

[8]  Vujica Yevjevich,et al.  Transfer of hydrologic information among river points , 1987 .

[9]  R. O. Strobl,et al.  A Water Quality Monitoring Network Design Methodology for the Selection of Critical Sampling Points: Part I , 2006, Environmental monitoring and assessment.

[10]  Jim C. Loftis,et al.  Considerations of Scale in Water Quality Monitoring and Data Analysis , 1991 .

[11]  Paul H. Whitfield Evaluation of Water Quality Sampling Locations on the Yukon River , 1983 .

[12]  R. Horton EROSIONAL DEVELOPMENT OF STREAMS AND THEIR DRAINAGE BASINS; HYDROPHYSICAL APPROACH TO QUANTITATIVE MORPHOLOGY , 1945 .

[13]  Taha B. M. J. Ouarda,et al.  Regional flood peak and volume estimation in northern Canadian basin , 2000 .

[14]  T. Ouarda,et al.  Regional flood frequency estimation with canonical correlation analysis , 2001 .

[15]  B. B. Bernstein,et al.  Optimum sampling design and power tests for environmental biologists , 1983 .

[16]  Jim C. Loftis,et al.  Design of Water Quality Monitoring Systems , 1990 .

[17]  D. King,et al.  Short-term ionic responses as indicators of hydrochemical processes in the Allt a' Mharcaidh catchment, western Cairngorms, Scotland , 1990 .

[18]  John R. Skalski,et al.  Design for aquatic monitoring programs , 1982 .

[19]  Donald H. Burn,et al.  An entropy approach to data collection network design , 1994 .

[20]  M. Kramer Nonlinear principal component analysis using autoassociative neural networks , 1991 .

[21]  V. Singh,et al.  THE USE OF ENTROPY IN HYDROLOGY AND WATER RESOURCES , 1997 .

[22]  E. Parzen On Estimation of a Probability Density Function and Mode , 1962 .

[23]  Yangxiao Zhou Sampling frequency for monitoring the actual state of groundwater systems , 1996 .

[24]  J. Fyfe,et al.  A regime view of northern hemisphere atmospheric variability and change under global warming , 2000 .

[25]  H. Hotelling Analysis of a complex of statistical variables into principal components. , 1933 .

[26]  Thomas G. Sanders DESIGN OF WATER QUALITY MONITORING NETWORKS , 1981 .

[27]  M. Rosenblatt Remarks on Some Nonparametric Estimates of a Density Function , 1956 .

[28]  Raymond M. Rice USING CANONICAL CORRELATION FOR HYDROLOGICAL PREDICTIONS , 1972 .

[29]  W. E. Sharp,et al.  A Topologically Optimum Water‐Sampling Plan for Rivers and Streams , 1971 .

[30]  Thomas G. Sanders,et al.  Sampling frequency for river quality monitoring , 1978 .

[31]  Brian W. Mar,et al.  Nonpoint Source Pollution Monitoring Program Design , 1988 .

[32]  James W. Kirchner,et al.  The fine structure of water‐quality dynamics: the (high‐frequency) wave of the future , 2004 .

[33]  Deborah V. Chapman,et al.  Water Quality Assessments: A Guide to the Use of Biota, Sediments and Water in Environmental Monitoring , 1996 .

[34]  Lloyd D. Fisher,et al.  Approximate confidence intervals for the number of clusters , 1989 .

[35]  T. Ouarda,et al.  MULTIVARIATE ANALYSIS OF WATER QUALITY IN THE RICHIBUCTO DRAINAGE BASIN (NEW BRUNSWICK, CANADA) 1 , 2004 .

[36]  W. E. Sharp Stream Order as a Measure of Sample Source Uncertainty , 1970 .

[37]  Vijay P. Singh,et al.  Entropy-Based Assessment of Water Quality Monitoring Networks , 2000 .

[38]  S. Ormerod,et al.  The importance of acid episodes in determining faunal distributions in Welsh streams , 1991 .

[39]  Taha B. M. J. Ouarda,et al.  Ontario hydrometric network rationalization : statistical considerations. , 1996 .

[40]  Richard N. Palmer,et al.  Optimization of Water Quality Monitoring Networks , 1985 .

[41]  Ying Ouyang,et al.  Evaluation of river water quality monitoring stations by principal component analysis. , 2005, Water research.

[42]  K. P. Hapuarachchi,et al.  Autoregressive processes applied to acceptance sampling by varlables , 1992 .

[43]  Stuart W. McKenzie Long-term water-quality trends in Delaware streams , 1976 .

[44]  S. Yue,et al.  The Mann-Kendall Test Modified by Effective Sample Size to Detect Trend in Serially Correlated Hydrological Series , 2004 .

[45]  D. Krige A statistical approach to some basic mine valuation problems on the Witwatersrand, by D.G. Krige, published in the Journal, December 1951 : introduction by the author , 1951 .

[46]  W. Hsieh,et al.  Nonlinear characteristics of the surface air temperature over Canada , 2002 .

[47]  H. Fischer Mixing in Inland and Coastal Waters , 1979 .

[48]  Richard Ballance,et al.  Water Quality Monitoring : A Practical Guide to the Design and Implementation of Freshwater Quality Studies and Monitoring Programmes , 1998 .

[49]  Robert O Strobl,et al.  Network design for water quality monitoring of surface freshwaters: a review. , 2008, Journal of environmental management.

[50]  T. G. Sanders Design of Networks for Monitoring Water Quality , 1983 .

[51]  A. Mace Sample-Size Determination. , 1964 .

[52]  William W. Hsieh,et al.  Nonlinear multivariate and time series analysis by neural network methods , 2004 .

[53]  David R. Basco,et al.  Computational fluid dynamics - an introduction for engineers , 1989 .

[54]  Optimisation of sampling for the temporal monitoring of technetium-99 in the Arctic marine environment. , 2005, Journal of environmental radioactivity.

[55]  Nilgun B. Harmancioglu,et al.  WATER QUALITY MONITORING NETWORK DESIGN: A PROBLEM OF MULTI‐OBJECTIVE DECISION MAKING , 1992 .

[56]  J. M. Hammersley,et al.  The “Effective” Number of Independent Observations in an Autocorrelated Time Series , 1946 .

[57]  C Hughes,et al.  Statistical assessment of violations of water quality standards under Section 303(d) of the clean water act. , 2001, Environmental science & technology.

[58]  R. A. Kempton,et al.  Sampling Design and Statistical Methods for Environmental Biologists , 1981 .

[59]  Mahmoud A. Mahmoud,et al.  Evaluation of water quality using acceptance sampling by variables , 2003 .

[60]  T. Ouarda,et al.  Flood frequency analysis at ungauged sites using artificial neural networks in canonical correlation analysis physiographic space , 2007 .

[61]  Dennis P. Lettenmaier,et al.  Multivariate nonparametric tests for trend in water quality , 1988 .

[62]  K. Gregson,et al.  Biostatistical Microcomputing in Pascal. , 1987 .

[63]  Adam H. Monahan,et al.  Nonlinear Principal Component Analysis: Tropical Indo–Pacific Sea Surface Temperature and Sea Level Pressure , 2001 .

[64]  B. Bobée,et al.  NONPARAMETRIC TESTS FOR TREND DETECTION IN WATER QUALITY TIME SERIES , 1988 .

[65]  Dennis P. Lettenmaier,et al.  Detection of trends in water quality data from records with dependent observations , 1976 .

[66]  K. Odom Assessment and Redesign of the Synoptic Water Quality Monitoring Network in the Great Smoky Mountains National Park , 2003 .

[67]  G B McBride,et al.  Confidence of compliance: a Bayesian approach for percentile standards. , 2001, Water research.

[68]  C. E. SHANNON,et al.  A mathematical theory of communication , 1948, MOCO.

[69]  G. Matheron Principles of geostatistics , 1963 .

[70]  John F. Ficke,et al.  Quality of rivers of the United States, 1975 water year; based on the National Stream Quality Accounting Network (NASQAN) , 1977 .