Multivariate modelling of water temperature in the okanagan watershed

Canadian Water Resources Journal

Volumn 35, Issue 3, 2010, Pages 237-258

  Daigle, Anik ^a   St Hilaire, André ^a,d   Peters, Daniel ^b,c   Baird, Donald ^c,d  

^a CENTRE EAU TERRE ENVIRONNEMENT   (Canada)

^b UNIVERSITY OF VICTORIA   (Canada)

^c UNIVERSITY OF NEW BRUNSWICK   (Canada)

^d UNIVERSITY OF NEW BRUNSWICK   (Canada)

Author keywords

[No Author keywords available]

Indexed keywords

AKAIKE INFORMATION CRITERION; CANADIAN NATIONALS; CANONICAL CORRELATION ANALYSIS; DRAINAGE BASIN; ECOSYSTEM PROTECTION; ENVIRONMENTAL STANDARDS; GEOSTATISTICAL APPROACH; GEOSTATISTICAL INTERPOLATION; HUMAN ACTIVITIES; LEAVE-ONE-OUT; MANAGEMENT GOALS; MULTIVARIATE REGRESSION; RE-SAMPLING APPROACH; RIVER ECOSYSTEM; ROOT MEAN SQUARE ERRORS; STATISTICAL REGRESSION METHOD; WATER TEMPERATURES;

CATCHMENTS; LANDFORMS; REGRESSION ANALYSIS; STANDARDIZATION; TEMPERATURE; TIME SERIES; WATER POLLUTION; WATER QUALITY; WATERSHEDS;

ECOSYSTEMS;

EID: 78649765636     PISSN: 07011784     EISSN: None     Source Type: Journal    
DOI: 10.4296/cwrj3503237     Document Type: Article

References (45)

1. Ahmadi-Nedushan, B., A. St-Hilaire, T. B. M. J. Ouarda, L. Bilodeau, É. Robichaud, N. Thiémonge, and B. Bobée. 2007. Predicting river water temperatures using stochastic models: Case study of the Moisie River (Québec, Canada). Hydrological Processes 21: 21-34. DOI: 10.1002/hyp.6353. (Pubitemid 46131671)
2. Anderson, T. W. 2003. An introduction to multivariate statistical analysis, 3rd Edition. Wiley Series in Probability and Statistics. New York: John Wiley and Sons, 752 pp.
3. Armanini, D. G., N. Horrigan, W. Monk, D. L. Peters, and D. J. Baird. 2010. Development of a benthic macroinvertebrate flow sensitivity index for Canadian rivers. Regulated Rivers and Research 10.1002/rra.1389.
4. Arscott, D. B., K. Tockner, and J. V. Ward. 2001. Thermal heterogeneity along a braided floodplain river (Tagliamento River, northeastern Italy). Canadian Journal of Fisheries and Aquatic Sciences 58: 2359-2373.
5. Baird, D. J., D. L. Peters, R. A. Curry, N. Horrigan, W. Monk, and D. E. Tenenbaum. 2009. National Agri-Environmental Standards Initiative Synthesis Report: Establishing Standards and Assessment Criteria for Instream Flow Needs in Agricultural Watersheds of Canada, Synthesis Report No. 15. Gatineau, Quebec: Environment Canada, 73 pp.
6. Bartholow, J. M. 2000a. The Stream Segment Temperature (SSTEMP) model for Windows. Software and user manual (version 1.1.3). Fort Collins, CO: U.S. Geological Survey.
7. Bartholow, J. M. 2000b. Estimating cumulative effects of clearcutting on stream temperatures. Rivers 7(4): 284-297.
8. Becker, C. D. and R. G. Genoway. 1979. Evaluation of the critical thermal maximum for determining thermal tolerance of freshwater fish. Environmental Biology of Fishes 4: 245-256. DOI: 10.1007/BF00005481.
9. Benyahya, L., A. Saint-Hilaire, T. B. M. J. Ouarda, B. Bobée, and B. Nedushan. 2007. Modeling of water temperatures based on stochastic approaches: Case study of Deschutes River (Oregon, USA). Journal of Environmental Engineering and Science 6: 437-448. DOI: 10.1139/S06-067.
10. British Columbia Ministry of Environment, Lands and Parks Surveys and Resource Mapping Branch. 1995. British Columbia specifications and guidelines for geomatics. Content Series, Volume 6, Part 1, Release 1. Victoria: British Columbia Ministry of Environment, Lands and Parks.
11. Caissie, D., N. El-Jabi, and A. St-Hilaire. 1998. Stochastic modelling of water temperatures in a small stream using air to water relations. Canadian Journal of Civil Engineering 25: 250-260.
12. Caissie, D., N. El-Jabi, and M. Satish. 2001. Modeling of maximum daily water temperatures in a small stream using air temperatures. Journal of Hydrology 251: 14-28. DOI:10.1016/S0022-1694(01)00427-9. (Pubitemid 32731521)
13. Chambers, P. A., J. M. Culp, D. J. Baird, G. Benoy, D. L. Peters, J. Erker, N. Glozier, E. Luiker, L. Maclean, D. McGoldrick, T. Pascoe, and B. Upsdell. 2006. Evaluation of parameters for setting standards for nutrients, sediments and instream flow needs for agricultural streams. NAESI Technical Report prepared by Environment Canada for the National Agri-Environmental Standards Initiative, NAESI Technical Series No. 2-59; 72 pp.
14. Chokmani, K. and T. B. M. J. Ouarda. 2004. Physiographical space-based kriging for regional flood frequency estimation at ungauged sites. Water Resources Research 40: 1-13. DOI:10.1029/2003WR002983.
15. Cluis, D. A. 1972. Relationship between stream water temperature and ambient air temperature - A simple autoregressive model for mean daily stream water temperature fluctuations. Nordic Hydrology 3: 65-71. DOI:10.2166.
16. Environment Canada. 2008. National Climate Data and Information Archive. Canadian Climate Normals 1971-2000. http://www.climate.weatheroffice.gc.ca/ climate-normals/index-e.html (accessed May 2010).
17. Gamma Design Software. 2008. GS+ Geostatistics for the Environmental Sciences, Professional Edition (version 9.0). Plainwell, Michigan: Gamma design Software.
18. Gardner, B., P. J. Sullivan, and A. J. Lembo. 2003. Predicting stream temperatures: Geostatistical model comparison using alternative distance metrics. Canadian Journal of Fisheries and Aquatic Sciences 60: 344-351. DOI: 10.1139/F03-025. (Pubitemid 36658795)
19. Goovaerts, P. 2000. Geostatistical approaches for incorporating elevation into the spatial interpolation of rainfall. Journal of Hydrology 228: 113-129. DOI:10.1016/S0022-1694(00)00144-X. (Pubitemid 30156971)
20. Guillemette, N. 2009. Modélisation de la température de l'eau basée sur une méthode d'interpolation spatiale combinée à une approche multivariée. Mémoire de maítrise en sciences de l'eau, L'Institut national de la recherche scientifique - Eau, Terre, Environnement (INRS-ETE), Quebec, 138 pp.
21. Guillemette, N., A. St-Hilaire, T. B. M. J. Ouarda, and N. Bergeron. 2010. Statistical tools for thermal regime characterization at segment river scale: case study of the Ste-Marguerite River. River Research and Applications. Published Online DOI: 10.1002/rra.1411.
22. Hoerl, A. and R. Kennard. 1970. Ridge regression: Biased estimation for nonorthogonal problems. Technometrics 12(1): 55-67.
23. Holland, P. W. and R. E. Welsch. 1977. Robust regression using iteratively reweighted least-squares. Communications in Statistics - Theory and Methods 6: 813-827.
24. Isaaks, E. H. and R. M. Srivastava. 1989. An introduction to applied geostatistics. New York: Oxford University Press, 561 pp.
25. Iskra, I. and R. Droste. 2008. Parameter uncertainty of a watershed model. Canadian Water Resources Journal 33(1): 5-22.
26. Johnson, S. L. 2004. Factors influencing stream temperatures in small streams: Substrate effects and a shading experiment. Canadian Journal of Fisheries and Aquatic Sciences 61: 913-923.
27. Manly, B. F. J. 2004. Multivariate statistical methods: A primer, 3rd edition. CRC Press Company, Chapman and Hall.
28. McQuarrie, A. D. R. and C.-L. Tsai. 1998. Regression and time series model selection. Singapore City: World Scientific Publishing, 480 pp.
29. Mohseni, O., H. G. Stefan, and T. R. Erickson. 1998. A nonlinear regression model for weekly stream temperatures. Water Resources Research 34: 2685-2692.
30. Moore, R. D., D. L. Spittlehouse, and A. Story. 2005a. Riparian microclimate and stream temperature response to forest harvesting: A review. Journal of the American Water Resources Association 41(4): 813-834.
31. Moore, R. D., P. Sutherland, T. Gomi, and A. Dhakal. 2005b. Thermal regime of a headwater stream within a clear-cut, coastal British Columbia, Canada. Hydrological Processes 10: 2591-2608.
32. Moore, R. D. 2006. Stream temperature patterns in British Columbia, Canada, based on routine spot measurements. Canadian Water Resources Journal 31(1): 41-56.
33. Morin, G. and D. Couillard. 1990. Predicting river temperatures with a hydrological model. Encyclopedia of Fluid Mechanics 10. Hudson, Texas: Gulf Publishing Company, 724 pp.
34. Morrill, J. C., R. C. Bales, and M. H. Conklin. 2005. Estimating stream temperature from air temperature: Implications for future water quality. Journal of Environmental Engineering 131(1): 139-146.
35. Peters, D. L., D. J. Baird, and D. E. Tenenbaum. 2007. Working towards the development of ecological instream flow needs standards for agricultural watersheds in Canada - interim report 2006-2007. National Agri-Environmental Standards Initiative Technical Series Report No. 3-40, 89 pp.
36. Poole, G. C. and C. H. Berman. 2001. An ecological perspective on in-stream temperature: Natural heat dynamics and mechanisms of human-caused thermal degradation. Environmental Management 27(6): 787-802.
37. Quilty, E. and R. D. Moore. 2007. Measuring stream temperature. Streamline Watershed Management Bulletin 10(2): 25-30.
38. Rice, S. and M. Church. 1998. Grain size along two gravel-bed rivers: statistical variations, spatial pattern and sedimentary links. Earth Surface Processes and Landforms 23: 345-363.
39. Scherer, R. and R. G. Pike. 2003. Management activities on streamflow in the Okanagan basin: Outcomes of a literature review and a workshop. FORREX Series 9. Kamloops, BC: FORREX, 45 pp.
40. Stefan, H. G. and E. Preud'homme. 1993. Stream temperature estimation from air temperature. Water Resources Bulletin 29(1): 27-45. DOI:10.1111/j.1752-1688.1993.tb01502.x.
41. Sweeney, B. W. 1978. Bioenergetic and developmental response of a mayfly to thermal variation. Limnology and Oceanography 23: 461-477.
42. Thompson, B. 1984. Canonical correlation analysis: Uses and interpretation. Sage University Papers. Quantitative applications in the social sciences. Number 07-047. Beverly Hills: Sage Publications, 71 pp.
43. USEPA. 1995. QUAL2E Windows interface user's guide. United States Environmental Protection Agency. EPA/823/B/95/00.
44. Webb, B. W. 1996. Trends in stream and river temperatures. Hydrological Processes 10: 205-226.
45. Webb, B. W., P. D. Clack, and D. E. Wallin. 2003. Water-air temperature relationships in a Devon river system and the role of flow. Hydrological Processes 17: 3069-3084. DOI:10.1002/hyp.1280. (Pubitemid 37365742)