Abstract
A decision analysis method for integrating environmental indicators was developed. This was a combination of Principal Component Analysis (PCA) and the Analytic Network Process (ANP). Being able to take into account the interdependency among variables, the method was capable of ranking ecosystems in terms of environmental conditions and suggesting cumulative impacts across a large region. Using data on land cover, population, roads, streams, air pollution, and topography of the Mid-Atlantic Region of the United States, we were able to point out areas which were in relatively poor condition and/or vulnerable to future deterioration regarding various environmental aspects. The method offered an easy and comprehensive way to combine the strengths of conventional multivariate statistics (PCA) and decision-making science tool (ANP) for integrated environmental assessment.
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References
Alphonce, C.B.: 1997, 'Application of the Analytic Hierarchy Process in Agriculture in Developing Countries', Agric. Syst. 53 (1), 97-112.
Boughton, D.A., Smith, E.R. and O'Neill, R.V.: 1999, 'Regional Vulnerability: A Conceptual Framework', Ecosyst. Health. 5, 312-322.
Calais, M.D., Kerzee, R.G., Bing-Canar, J., Mensah, E.K., Croke, K.G. and Swger, R.S.: 1996, 'An Indicator of Solid Waste Generation Potential for Illinois Using Principal Component Analysis and Geographic Information System', J. Air Waste Manage. Assoc. 46, 414-419.
Chatfield, C. and Collins, A.J.: 1980, Introduction to Multivariate Analysis, Chapman and Hall, London, UK.
DeAngelis, D.L., Barnthouse, L.W., Van Winkle, W. and Otto, R.G.: 1990, 'A Critical Appraisal of Population Approaches in Assessing Fish Community Health', J. Great Lakes Res. 16, 576-590.
Everitt, B.S., and Dunn, G.: 1992, Applied Multivariate Data Analysis, Oxford University Press, New York, NY, USA.
Hotelling, H.: 1933, 'Analysis of a Complex of Statistical Variables into Principal Components', J. Educ. Psychol. 24, 417-41.
Jobson, J.D.: 1992, Applied Multivariate Data Analysis, Volume II: Categorical and Multivariate Methods. Springer-Verlag, New York, NY, USA, pp. 731.
Jones, K.B., Riitters, K.H., Wickham, J.D., Tankersley, R.D., O'Neill, R.V., Chaloud, D.J., Smith, E.R. and Neale, A.C.: 1997, 'An Ecological Assessment of the United States: Mid-Atlantic Region: A Landscape Atlas,' EPA/600/R-97/130 U.S. Environmental Protection Agency, Office of Research and Development, Washington, D.C.
Karr, J.R.: 1991, 'Biological Integrity: A Long-Neglected Aspect of Water Resource Management', Ecol. Appl. 1, 66-84.
Karr, J.R., Fausch, K.D., Angermeier, P.L., Yant, P.R. and Schlosser, I.J.: 1986, 'Assessing biological integrity in running waters: a method and its rationale,' Special Publication 5 Illinois Department of Natural Resources, Illinois Natural History Survey, Champaign, IL, USA.
Lewis, R. and Levy, D.E.: 1989, 'Predicting a National Acid Rain Policy', in B.L. Golden, E.A. Wasil, and P.T. Harker (eds.), Application of the Analytic Hierarchy Process, Springer-Verlag, New York, NY, USA.
Locantore, N.W., Tran, L.T., O'Neill, R.V., McKinnis, P.W., Smith, E.R. and O'Connell, M.: 2004, 'An Overview of Data Integration Methods for Regional Assessment', Environ. Monit. Assess. 94, 249-261
Mummolo, G.: 1996, 'An Analytic Hierarchy Process Model for Landfill Site Selection', J. Environ. Syst. 24 (4), 445-465.
O'Neill, R.V., Hunsaker, C.T., Jones, K.B., Riiters, K.H., Wickham, J.D., Schwarz, P., Goodman, I.A., Jackson, B. and Baillargeon, W.S.: 1997, 'Monitoring Environmental Quality at the Landscape Scale', Bioscience. 47, 513-51.
O'Neill, R.V., Riitters, K.H., Wickham, J.D. and Jones, K.B.: 1999, 'Landscape Pattern Metrics and Regional Assessment', Ecosyst. Health. 4, 225-233.
Ott, W.R.: 1978, Environmental Indices-Theory and Practice, Ann Arbor Science, Ann Arbor, MI, USA.
Pearson, K.: 1901, 'On Lines and Planes of Closest Fit to Systems of Points in Space', Philos. Mag. 2, 559-72.
Rachdawong, P. and Christensen, E.R.: 1997, 'Determination of PCB Sources by Principal Component Method with Nonnegative Constraints', Environ. Sci. Technol. 31, 2686-2691.
Ramanathan, R. and Ganesh, L.S.: 1995, 'Energy Resource Allocation Incorporating Qualitative and Quantitative Criteria: An Integrated Model Using Goal Programming and AHP', Socio-Econ. Plann. Sci. 29 (3), 197-218.
Rencher, A.C.: 1995, Methods of Multivariate Analysis John Wiley and Sons, New York, NY, USA, pp. 627.
Riitters, K.H., O'Neill, R.V. and Jones, K.B.: 1997, 'Assessing Habitat Suitability at Multiple Scales: a Landscape-Level Approach', Biol. Conserv. 1997, 191-202.
Saaty, T.L.: 1980, The Analytic Hierarchy Process, Planning, Priority Setting, and Resource Allocation, McGraw-Hill, New York, NY, USA.
Saaty, T.L.: 1986, 'Absolute and Relative Measurement with the AHP: the Most Livable Cities in the US', Socio-Econ. Plann. Sci. 20 (6), 327-331.
Saaty, T.L.: 2001, Decision-making with dependence and feedback: The analytic network process (2nd edition), RWS Publications, Pittsburgh, PA, USA.
Statherropoulos, M., Vassiliadis, N. and Pappa, A.: 1998, 'Principal Component and Canonical Correlation Analysis for Examining Air Pollution and Meteorological Data', Atmos. Environ. 32 (6), 1087-1095.
Suter, G.W.: 1993, 'A Critique of Ecosystem Health Concepts and Indices', Environ. Toxicol. Chem. 12, 1533-1539.
Topalián, M.L., Castañé, P.M., Rovedatti, M.G. and Salibián, A.: 1999, 'Principal Component Analysis of Dissolved Heavy Metals in Water of the Reconquista River (Buenos Aires, Argentina)', Bull. Environ. Contam. Toxicol. 63, 484-490.
Tran, L.T., Knight, C.G., O'Neill, R.V., Smith, E.R., Riitters, K.H. and Wickham, J.: 2002, 'Fuzzy Decision Analysis for Integrated Environmental Vulnerability Assessment of the Mid-Atlantic Region', Environ. Manage. 29, 845-859.
USEPA: 1998, 'Guidelines for Ecological Risk Assessment', Risk Assessment Forum EPA/630/R-95/002F, Federal Register 63 (93), 26846-26924.
USGS: 1982, 'Codes for the Identification of Hydrologic Units in the United Sates and the Caribbean Outlying Areas', USGS Circular 878-A U.S. Geological Survey, Reston, VA, USA.
Varis, O.: 1989, 'The Analysis of Preferences in Complex Environmental Judgments-A Focus on the Analytic Hierarchy Process', J. Environ. Manage. 28 (4), 283-294.
Wickham, J.D., O'Neill, R.V., Riitters, K.H., Wade, T.G. and Jones, K.B.: 1997, 'Sensitivity of Selected Landscape Pattern Metrics to Land-Cover Misclassification and Differences in Land-Cover Composition', Photogramm. Eng.Remote Sensing. 63, 397-402.
Wickham, J.D., Jones, K.B., Riitters, K.H., O'Neill, R.V., Tankersley, R.D., Smith, E.R., Neale, A.C. and Chaloud, D.J.: 1999, 'An integrated Environmental Assessment of the Mid-Atlantic Region', Environ. Manage. 24 (4), 553-560.
Yu, C.C., Quinn, J.T., Dufournaud, C.M., Harrington, J.J., Rogers, P.P. and Lohani, B.: 1998, 'Effective Dimensionality of Environmental Indicators: a Principal Component Analysis with Bootstraps Confidence Intervals', J. Environ. Manage. 53, 101-11.
Yu, T.Y. and Chang, L.F.: 2000, 'Selection of the Scenarios of Ozone Pollution at Southern Taiwan Area Utilizing Principal Component Analysis', Atmos. Environ. 34, 4499-4509.
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Tran, L.T., Knight, C.G., O'Neill, R.V. et al. Integrated Environmental Assessment of the Mid-Atlantic Region with Analytical Network Process. Environ Monit Assess 94, 263–277 (2004). https://doi.org/10.1023/B:EMAS.0000016893.77348.67
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DOI: https://doi.org/10.1023/B:EMAS.0000016893.77348.67