Intercomparison of Multiple Hydroclimatic Datasets across the Lower Nelson River Basin, Manitoba, Canada

References

• Adler, R. F., Kidd, C., Petty, G., Morissey, M., & Goodman, H. M. (2001). Intercomparison of global Precipitation products: The third Precipitation Intercomparison Project (PIP–3). Bulletin of the American Meteorological Society, 82(7), 1377–1396.
   Web of Science ®Google Scholar
• Berg, P., Donnelly, C., & Gustafsson, D. (2018). Near-real-time adjusted reanalysis forcing data for hydrology. Hydrology and Earth System Sciences, 22(2), 989–1000. doi: 10.5194/hess-22-989-2018
   Web of Science ®Google Scholar
• Betts, A. K., Ball, J. H., & Viterbo, P. (2003). Evaluation of the ERA-40 surface water budget and surface temperature for the Mackenzie River Basin. Journal of Hydrometeorology, 4(6), 1194–1211.
   Web of Science ®Google Scholar
• Betts, A. K., & Beljaars, A. C. M. (2017). Analysis of near-surface biases in ERA-Interim over the Canadian Prairies. Journal of Advances in Modeling Earth Systems, 9(5), 2158–2173. doi: 10.1002/2017MS001025
   Web of Science ®Google Scholar
• Blenkinsop, S., & Fowler, H. J. (2007). Changes in European drought characteristics projected by the PRUDENCE regional climate models. International Journal of Climatology, 27(12), 1595–1610.
   Web of Science ®Google Scholar
• Boden, T., Kaiser, D. P., Sepanski, R. J., & Stoss, F. W. (1994). Trends’ 93: A compendium of data on global change (p. 984). Oak Ridge National Laboratory, Oak Ridge, Tennessee: ORNL/CDIAC-65, Carbon Dioxide Information Analysis Center.
   Google Scholar
• Bromwich, D. H., Wilson, A. B., Bai, L.-S., Moore, G. W. K., & Bauer, P. (2016). A comparison of the regional Arctic System Reanalysis and the global ERA-Interim reanalysis for the Arctic. Quarterly Journal of the Royal Meteorological Society, 142(695), 644–658. doi: 10.1002/qj.2527
   Web of Science ®Google Scholar
• Bukovsky, M. S., & Karoly, D. J. (2007). A brief evaluation of precipitation from the North American Regional Reanalysis. Journal of Hydrometeorology, 8(4), 837–846. doi: 10.1175/JHM595.1
   Web of Science ®Google Scholar
• Burford, J. E., Déry, S. J., & Holmes, R. D. (2009). Some aspects of the hydroclimatology of the Quesnel River Basin, British Columbia, Canada. Hydrological Processes, 23(10), 1529–1536.
   Web of Science ®Google Scholar
• Choi, W., Kim, S. J., Rasmussen, P. F., & Moore, A. R. (2009). Use of the North American Regional Reanalysis for hydrological modelling in Manitoba. Canadian Water Resources Journal, 34(1), 17–36.
   Web of Science ®Google Scholar
• Christensen, N. S., & Lettenmaier, D. P. (2007). A multimodel ensemble approach to assessment of climate change impacts on the hydrology and water resources of the Colorado River Basin. Hydrology and Earth System Sciences, 11(4), 1417–1434. doi: 10.5194/hess-11-1417-2007
   Web of Science ®Google Scholar
• Costa, M. H., & Foley, J. A. (1998). A comparison of precipitation datasets for the Amazon basin. Geophysical Research Letters, 25(2), 155–158.
   Web of Science ®Google Scholar
• Cuo, L., Beyene, T. K., Voisin, N., Su, F., Lettenmaier, D. P., Alberti, M., & Richey, J. E. (2011). Effects of mid-twenty-first century climate and land cover change on the hydrology of the Puget Sound basin, Washington. Hydrological Processes, 25(11), 1729–1753.
   Web of Science ®Google Scholar
• Dee, D. P., Uppala, S. M., Simmons, A. J., Berrisford, P., Poli, P., Kobayashi, S., … Bauer, P. (2011). The ERA-Interim reanalysis: Configuration and performance of the data assimilation system. Quarterly Journal of the Royal Meteorological Society, 137(656), 553–597.
   Web of Science ®Google Scholar
• Déry, S. J., & Brown, R. D. (2007). Recent Northern Hemisphere snow cover extent trends and implications for the snow-albedo feedback. Geophysical Research Letters, 34(22), L22504. doi: 10.1029/2007GL031474
   Web of Science ®Google Scholar
• Déry, S. J., Stadnyk, T. A., MacDonald, M. K., Koenig, K. A., & Guay, C. (2018). Flow alteration impacts on Hudson Bay river discharge. Hydrological Processes, 32, 3576–3587. doi: 10.1002/hyp.13285
   Web of Science ®Google Scholar
• Déry, S. J., & Wood, E. F. (2005). Observed twentieth century land surface air temperature and precipitation covariability. Geophysical Research Letters, 32, L21414. doi: 10.1029/2005GL024234
   Web of Science ®Google Scholar
• Dore, M. H. (2005). Climate change and changes in global precipitation patterns: What do we know? Environment International, 31(8), 1167–1181.
   PubMed Web of Science ®Google Scholar
• Eisner, S., Flörke, M., Chamorro, A., Daggupati, P., Donnelly, C., Huang, J., … Krysanova, V. (2017). An ensemble analysis of climate change impacts on streamflow seasonality across 11 large river basins. Climatic Change, 141(3), 401–417. doi: 10.1007/s10584-016-1844-5
   Web of Science ®Google Scholar
• Environment Canada. (1995). The state of Canada’s climate: Monitoring variability and change (No. 95–1, p. 52). Ottawa, Canada: Minister of Public Works and Government Services.
   Google Scholar
• Environment and Climate Change Canada. (2016). Canadian climate normals 1981-2010 station data [Data]. Retrieved from http://climate.weather.gc.ca/climate_normals/results_1981_2010_e.html
   Google Scholar
• Essou, G. R., Sabarly, F., Lucas-Picher, P., Brissette, F., & Poulin, A. (2016). Can precipitation and temperature from meteorological reanalyses be used for hydrological modeling? Journal of Hydrometeorology, 17(7), 1929–1950.
   Web of Science ®Google Scholar
• Eum, H.-I., Dibike, Y., Prowse, T., & Bonsal, B. (2014). Inter-comparison of high-resolution gridded climate data sets and their implication on hydrological model simulation over the Athabasca Watershed, Canada. Hydrological Processes, 28(14), 4250–4271.
   Web of Science ®Google Scholar
• Fortin, V., Roy, G., Stadnyk, T., Koenig, K., Gasset, N., & Mahidjiba, A. (2018). Ten years of science based on the Canadian Precipitation Analysis: A CaPA system overview and literature review. Atmosphere-Ocean, 56(3), 178–196. doi: 10.1080/07055900.2018.1474728
   Web of Science ®Google Scholar
• Fowler, H. J., Ekström, M., Blenkinsop, S., & Smith, A. P. (2007). Estimating change in extreme European precipitation using a multimodel ensemble. Journal of Geophysical Research: Atmospheres, 112(D18104). doi: 10.1029/2007JD008619
   Google Scholar
• Fowler, H. J., & Kilsby, C. G. (2007). Using regional climate model data to simulate historical and future river flows in northwest England. Climatic Change, 80(3–4), 337–367.
   Web of Science ®Google Scholar
• Gan, T. Y., & Kwong, Y. T. (1992). Identification of warming trends in northern Alberta and southern Northwest Territories by the non-parametric Kendall’s test. In G. W. Kite & K. D. Harvey (Eds.), Proceedings of NHRI workshop no. 8: Using hydrometric data to detect and monitor climatic change (pp. 43–56). Saskatoon, SK: National Hydrology Research Institute.
   Google Scholar
• Gebremichael, M., Krajewski, W. F., Morrissey, M. L., Huffman, G. J., & Adler, R. F. (2005). A detailed evaluation of GPCP 1 daily rainfall estimates over the Mississippi River Basin. Journal of Applied Meteorology, 44(5), 665–681.
   Google Scholar
• Gemmer, M., Becker, S., & Jiang, T. (2004). Observed monthly precipitation trends in China 1951–2002. Theoretical and Applied Climatology, 77(1–2), 39–45. doi: 10.1007/s00704-003-0018-3
   Web of Science ®Google Scholar
• Gocic, M., & Trajkovic, S. (2013). Analysis of changes in meteorological variables using Mann-Kendall and Sen’s slope estimator statistical tests in Serbia. Global and Planetary Change, 100, 172–182.
   Web of Science ®Google Scholar
• Hively, W. D., Gérard-Marchant, P., & Steenhuis, T. S. (2006). Distributed hydrological modeling of total dissolved phosphorus transport in an agricultural landscape, part II: Dissolved phosphorus transport. Hydrology and Earth System Sciences, 10(2), 263–276. doi: 10.5194/hess-10-263-2006
   Web of Science ®Google Scholar
• Hong, Y., Adler, R. F., Huffman, G. J., & Pierce, H. (2010). Applications of TRMM-based multi-satellite precipitation estimation for global runoff prediction: Prototyping a global flood modeling system. In Satellite rainfall applications for surface hydrology (pp. 245–265). Netherlands: Springer.
   Google Scholar
• Hopkinson, R. F., McKenney, D. W., Milewska, E. J., Hutchinson, M. F., Papadopol, P., & Vincent, L. A. (2011). Impact of aligning climatological day on gridding daily maximum–minimum temperature and precipitation over Canada. Journal of Applied Meteorology and Climatology, 50(8), 1654–1665.
   Web of Science ®Google Scholar
• Horton, P., Schaefli, B., Mezghani, A., Hingray, B., & Musy, A. (2006). Assessment of climate-change impacts on alpine discharge regimes with climate model uncertainty. Hydrological Processes, 20(10), 2091–2109.
   Web of Science ®Google Scholar
• Huisman, J. A., Breuer, L., Bormann, H., Bronstert, A., Croke, B. F. W., Frede, H. G., … Kite, G. (2009). Assessing the impact of land use change on hydrology by ensemble modeling (LUCHEM) III: Scenario analysis. Advances in Water Resources, 32(2), 159–170.
   Web of Science ®Google Scholar
• Islam, S. U., & Déry, S. J. (2017). Evaluating uncertainties in modelling the snow hydrology of the Fraser River Basin, British Columbia, Canada. Hydrology and Earth System Sciences, 21(3), 1827–1847. doi: 10.5194/hess-21-1827-2017
   Web of Science ®Google Scholar
• Kalnay, E., Kanamitsu, M., Kistler, R., Collins, W., Deaven, D., Gandin, L., … Woollen, J. (1996). The NCEP/NCAR 40-year reanalysis project. Bulletin of the American Meteorological Society, 77(3), 437–471.
   Web of Science ®Google Scholar
• Kay, A. L., Davies, H. N., Bell, V. A., & Jones, R. G. (2009). Comparison of uncertainty sources for climate change impacts: Flood frequency in England. Climatic Change, 92(1), 41–63.
   Web of Science ®Google Scholar
• Kendall, M. G. (1975). Rank correlation methods (4th ed., Vol. 8). London: Charles Griffin.
   Google Scholar
• Kistler, R., Collins, W., Saha, S., White, G., Woollen, J., Kalnay, E., … Kousky, V. (2001). The NCEP–NCAR 50–year reanalysis: Monthly means CD–ROM and documentation. Bulletin of the American Meteorological Society, 82(2), 247–267.
   Web of Science ®Google Scholar
• Kouwen, N. (1988). WATFLOOD: A micro-computer based flood forecasting system based on real-time weather radar. Canadian Water Resources Journal, 13(1), 62–77. doi: 10.4296/cwrj1301062
   Google Scholar
• Krishnamurti, T. N., Kishtawal, C. M., LaRow, T. E., Bachiochi, D. R., Zhang, Z., Williford, C. E., … Surendran, S. (1999). Improved weather and seasonal climate forecasts from multimodel superensemble. Science, 285(5433), 1548–1550. doi: 10.1126/science.285.5433.1548
   PubMed Web of Science ®Google Scholar
• Langlois, A., Kohn, J., Royer, A., Cliche, P., Brucker, L., Picard, G., … Willemet, J. M. (2009). Simulation of snow water equivalent (SWE) using thermodynamic snow models in Québec, Canada. Journal of Hydrometeorology, 10(6), 1447–1463. doi: 10.1175/2009JHM1154.1
   Web of Science ®Google Scholar
• Mahfouf, J.-F., Brasnett, B., & Gagnon, S. (2007). A Canadian Precipitation Analysis (CaPA) project: Description and preliminary results. Atmosphere-Ocean, 45(1), 1–17. doi: 10.3137/ao.v450101
   Web of Science ®Google Scholar
• Manitoba Hydro. (2015). Climate change report - Fiscal year 2014-2015. (p. 48). Retrieved from https://www.hydro.mb.ca/environment/pdf/climate_change_report_2014_15.pdf
   Google Scholar
• Mann, H. B. (1945). Nonparametric tests against trend. Econometrica: Journal of the Econometric Society, 13, 245–259.
   Web of Science ®Google Scholar
• McKenney, D. W., Hutchinson, M. F., Papadopol, P., Lawrence, K., Pedlar, J., Campbell, K., … Owen, T. (2011). Customized spatial climate models for North America. Bulletin of the American Meteorological Society, 92(12), 1611–1622. doi: 10.1175/2011BAMS3132.1
   Web of Science ®Google Scholar
• Mekis, E., & Hogg, W. D. (1999). Rehabilitation and analysis of Canadian daily precipitation time series. Atmosphere-Ocean, 37(1), 53–85.
   Web of Science ®Google Scholar
• Mesinger, F., DiMego, G., Kalnay, E., Mitchell, K., Shafran, P. C., Ebisuzaki, W., … Shi, W. (2006). North American regional reanalysis. Bulletin of the American Meteorological Society, 87(3), 343–360. doi: 10.1175/BAMS-87-3-343
   Web of Science ®Google Scholar
• Middelkoop, H., Daamen, K., Gellens, D., Grabs, W., Kwadijk, J. C., Lang, H., … Wilke, K. (2001). Impact of climate change on hydrological regimes and water resources management in the Rhine basin. Climatic Change, 49(1–2), 105–128.
   Web of Science ®Google Scholar
• Milewska, E. J., Hopkinson, R. F., & Niitsoo, A. (2005). Evaluation of geo-referenced grids of 1961–1990 Canadian temperature and precipitation normals. Atmosphere-Ocean, 43(1), 49–75.
   Web of Science ®Google Scholar
• Mishra, V., & Lilhare, R. (2016). Hydrologic sensitivity of Indian sub-continental river basins to climate change. Global and Planetary Change, 139, 78–96. doi: 10.1016/j.gloplacha.2016.01.003
   Web of Science ®Google Scholar
• Modarres, R., & Sarhadi, A. (2009). Rainfall trends analysis of Iran in the last half of the twentieth century. Journal of Geophysical Research: Atmospheres, 114, D03101. doi: 10.1029/2008JD010707
   Web of Science ®Google Scholar
• Mondal, A., Kundu, S., & Mukhopadhyay, A. (2012). Rainfall trend analysis by Mann-Kendall test: A case study of north-eastern part of Cuttack district, Orissa. International Journal of Geology, Earth and Environmental Sciences, 2(1), 70–78.
   Google Scholar
• Newbury, R., & Malaher, G. (1973). The destruction of Manitoba’s last great river. Retrieved from http://www.arlis.org/docs/vol2/hydropower/APA_DOC_no._887.pdf
   Google Scholar
• Nijssen, B., & Lettenmaier, D. P. (2004). Effect of precipitation sampling error on simulated hydrological fluxes and states: Anticipating the global precipitation measurement satellites. Journal of Geophysical Research: Atmospheres, 109(D02103). doi: 10.1029/2003JD003497
   Google Scholar
• NRCan. (2014). Regional, national and international climate modelling (Introduction). Retrieved from http://cfs.nrcan.gc.ca/projects/3?lang=en_CA
   Google Scholar
• O’Neil, H. C. L., Prowse, T. D., Bonsal, B. R., & Dibike, Y. B. (2017). Spatial and temporal characteristics in streamflow-related hydroclimatic variables over western Canada. Part 1: 1950–2010. Hydrology Research, 48(4), 915–931.
   Web of Science ®Google Scholar
• Phillips, D. (1990). The climates of Canada (p. 178). Ottawa, Ontario: Canadian Government Publishing Centre. Environment Canada.
   Google Scholar
• Schneider, U., Fuchs, T., Meyer-Christoffer, A., & Rudolf, B. (2008). Global precipitation analysis products of the GPCC. Offenbach, Germany: Deutscher Wetterdienst.
   Google Scholar
• Sen, P. K. (1968). Estimates of the regression coefficient based on Kendall’s tau. Journal of the American Statistical Association, 63(324), 1379–1389.
   Web of Science ®Google Scholar
• Sharma, A. R., & Déry, S. J. (2016). Elevational dependence of air temperature variability and trends in British Columbia’s Cariboo Mountains, 1950–2010. Atmosphere-Ocean, 54(2), 153–170.
   Web of Science ®Google Scholar
• Shepard, D. (1968). A two-dimensional interpolation function for irregularly-spaced data. In Proceedings of the 1968 23rd ACM National Conference (pp. 517–524). New York: ACM. doi: 10.1145/800186.810616
   Google Scholar
• Simmons, A. J., & Poli, P. (2015). Arctic warming in ERA-Interim and other analyses. Quarterly Journal of the Royal Meteorological Society, 141(689), 1147–1162. doi: 10.1002/qj.2422
   Web of Science ®Google Scholar
• Simmons, A. J., Poli, P., Dee, D. P., Berrisford, P., Hersbach, H., Kobayashi, S., & Peubey, C. (2014). Estimating low-frequency variability and trends in atmospheric temperature using ERA-Interim. Quarterly Journal of the Royal Meteorological Society, 140(679), 329–353. doi: 10.1002/qj.2317
   Web of Science ®Google Scholar
• Skinner, W. R., & Gullett, D. W. (1993). Trends of daily maximum and minimum temperature in Canada during the past century. Climatological Bulletin, 27(2), 63–77.
   Google Scholar
• Smith, A., Delavau, C., & Stadnyk, T. (2015). Identification of geographical influences and flow regime characteristics using regional water isotope surveys in the lower Nelson River, Canada. Canadian Water Resources Journal, 40(1), 23–35.
   Web of Science ®Google Scholar
• Suh, M.-S., Oh, S.-G., Lee, D.-K., Cha, D.-H., Choi, S.-J., Jin, C.-S., & Hong, S.-Y. (2012). Development of new ensemble methods based on the performance skills of regional climate models over South Korea. Journal of Climate, 25(20), 7067–7082. doi: 10.1175/JCLI-D-11-00457.1
   Web of Science ®Google Scholar
• Taubenböck, H., Wurm, M., Netzband, M., Zwenzner, H., Roth, A., Rahman, A., & Dech, S. (2011). Flood risks in urbanized areas – Multi-sensoral approaches using remotely sensed data for risk assessment. Natural Hazards and Earth System Science, 11, 431–444.
   Web of Science ®Google Scholar
• Wang, A., Bohn, T. J., Mahanama, S. P., Koster, R. D., & Lettenmaier, D. P. (2009). Multimodel ensemble reconstruction of drought over the continental United States. Journal of Climate, 22(10), 2694–2712.
   Web of Science ®Google Scholar
• Weedon, G. P., Balsamo, G., Bellouin, N., Gomes, S., Best, M. J., & Viterbo, P. (2014). The WFDEI meteorological forcing data set: WATCH forcing data methodology applied to ERA-Interim reanalysis data. Water Resources Research, 50(9), 7505–7514.
   Web of Science ®Google Scholar
• Wilks, D. S. (2011). Statistical methods in the atmospheric sciences ( Vol. 100). San Diego, CA: Academic Press.
   Google Scholar
• Wong, J. S., Razavi, S., Bonsal, B. R., Wheater, H. S., & Asong, Z. E. (2017). Inter-comparison of daily precipitation products for large-scale hydro-climatic applications over Canada. Hydrology and Earth System Sciences, 21(4), 2163–2185. doi: 10.5194/hess-21-2163-2017
   Web of Science ®Google Scholar
• Yue, S., Pilon, P., Phinney, B., & Cavadias, G. (2002). The influence of autocorrelation on the ability to detect trend in hydrological series. Hydrological Processes, 16(9), 1807–1829. doi: 10.1002/hyp.1095
   Web of Science ®Google Scholar
• Zhang, Q., Sun, P., Singh, V. P., & Chen, X. (2012). Spatial-temporal precipitation changes (1956–2000) and their implications for agriculture in China. Global and Planetary Change, 82-83, 86–95.
   Web of Science ®Google Scholar