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<article language="en">
	<journal>
		<journal_title>Hydrology and Earth System Sciences</journal_title>
		<journal_url>www.hydrol-earth-syst-sci.net</journal_url>
		<issn>1027-5606</issn>
		<eissn>1607-7938</eissn>
		<volume_number>13</volume_number>
		<issue_number>6</issue_number>
		<publication_year>2009</publication_year>
	</journal>
	<doi>10.5194/hess-13-865-2009</doi>
	<article_url>http://www.hydrol-earth-syst-sci.net/13/865/2009/</article_url>
	<abstract_html>http://www.hydrol-earth-syst-sci.net/13/865/2009/hess-13-865-2009.html</abstract_html>
	<fulltext_pdf>http://www.hydrol-earth-syst-sci.net/13/865/2009/hess-13-865-2009.pdf</fulltext_pdf>
	<start_page>865</start_page>
	<end_page>881</end_page>
	<publication_date>2009-06-22</publication_date>
	<article_title content_type="html">A generic system dynamics model for simulating and evaluating the hydrological performance of reconstructed watersheds</article_title>
	<authors>
		<author numeration="1" affiliations="1">
			<name>N. Keshta</name>
		</author>
		<author numeration="2" affiliations="1">
			<name>A. Elshorbagy</name>
		</author>
		<author numeration="3" affiliations="2">
			<name>S. Carey</name>
		</author>
	</authors>
	<affiliations>
		<affiliation numeration="1" content_type="html">Centre for Advanced Numerical Simulation (CANSIM), Dept. of Civil and Geological Engineering, University of &lt;br&gt;Saskatchewan, Saskatoon, SK, S7N 5A9, Canada</affiliation>
		<affiliation numeration="2" content_type="html">Dept. Geography and Environmental Studies, Carleton University, Ottawa, ON, K1S 5B6, Canada</affiliation>
	</affiliations>
	<abstract content_type="html">A generic system dynamics watershed (GSDW) model is developed and applied to
five reconstructed watersheds located in the Athabasca mining basin, Alberta,
Canada, and one natural watershed (boreal forest) located in Saskatchewan,
Canada, to simulate various hydrological processes in reconstructed and
natural watersheds. This paper uses the root mean square error (RMSE), the
mean absolute relative error (MARE), and the correlation coefficient (&lt;i&gt;R&lt;/i&gt;) as
the main performance indicators, in addition to the visual comparison. For
the South Bison Hills (SBH), South West Sand Storage (SWSS) and Old Aspen
(OA) simulated soil moisture, the RMSE values ranges between 2.5–4.8 mm,
and the MARE ranges from 7% to 18%, except for the D2-cover it was
26% for the validation year. The &lt;i&gt;R&lt;/i&gt; statistics ranges from 0.3 to 0.77
during the validation period. The error between the measured and simulated
cumulative actual evapotranspiration (AET) flux for the SWSS, SBH, and the OA
sites were 2%, 5%, and 8%, respectively. The developed GSDW model
enables the investigation of the utility of different soil cover designs and
evaluation of their performance. The model is capable of capturing the
dynamics of water balance components, and may used to conduct short- and
long- term predictions under different climate scenarios.</abstract>
	<references>
		<reference numeration="1" content_type="text"> Arnold, J. G. and Fohrer, N.: SWAT2000: Current capabilities and research opportunities in applied watershed modeling, Hydrol. Process., 19(3), 563–572, 2005. </reference>
		<reference numeration="2" content_type="text"> Arnold, J. G., Potter, K. N., King, K. W., and Allen, P. M.: Estimation of soil cracking and the effect on surface runoff in a Texas Blackland Prairie watershed, Hydrol. Process. 19(3), 589–603, 2005. </reference>
		<reference numeration="3" content_type="text"> Arnold, J. G., Srinivasan, R., Muttiah, R. S., and Williams, J. R.: Large-area hydrologic modeling and assessment: Part I, Model development, Water Resour. Bull., 34, 1, 73–89, 1998. </reference>
		<reference numeration="4" content_type="text"> Arora, V.: Modeling vegetation as a dynamic component in soil-vegetation-atmosphere transfer scheme and hydrological models, Rev. Geophys., 40, 1006, doi:10.1029/2001RG000103, 2002. </reference>
		<reference numeration="5" content_type="text"> Balland, V., Bhatti, J., Errington, R., Castonguay, M., and Arp, P. A.: Modeling snowpack and soil temperature and moisture conditions in a jack pine, black spruce and aspen forest stand in central Saskatchewan~(BOREAS SSA), Can. J. Soil. Sci., 86, 203–217, 2006. </reference>
		<reference numeration="6" content_type="text"> Barbour, S. L., Chapman, D., Qualizza, C., Kessler, S., Boese, C., Shurniak, R., Meiers, G., O&apos;Kane, M., Hendry, J., and Wall, S.: Tracking the evolution of reclaimed landscapes through the use of instrumented watersheds – a brief history of the Syncrude Southwest 30 Overburden Reclamation Research Program, Proc. Int., Instrumented Watershed Symp., Edmonton, 15 Canada, www.rr.ualberta.ca/oilsands/IIWS.htm, 2004. </reference>
		<reference numeration="7" content_type="text"> Berger, K., Melchior, S., and Miehlich, G.: Suitability of Hydrologic Evaluation of Landfill Performance (HELP) model of the US Environmental Protection Agency for the simulation of the water balance of landfill cover systems, Environ. Geol., 28(\refeq4), 181–189, 1996. </reference>
		<reference numeration="8" content_type="text"> Berger, K.: Validation of the Hydrologic Evaluation of Landfill Performance (HELP) model for simulating the water balance of cover systems, Environ. Geol., 39(\refeq11), 1261–1274, 2000. </reference>
		<reference numeration="9" content_type="text"> Beven, K. J.: Rainfall-runoff modelling, the primer, John Wiley&amp;Sons, Chichester, 360~pp., 2001. </reference>
		<reference numeration="10" content_type="text"> Boese, K.: The design and installation of a field instrumentation program for the evaluation of soil-atmosphere water fluxes in a vegetated cover over saline/sodic shale overburden, MSc Thesis, University of Saskatchewan, Saskatoon, Saskatchewan, Canada, 169~pp., 2003. </reference>
		<reference numeration="11" content_type="text"> Carey, S. K.: Growing season energy and water exchange from an oil sands overburden reclamation soil cover, Fort McMurray, Alberta, Canada, Hydrol. Process., 22, 2847–2857, 2008. </reference>
		<reference numeration="12" content_type="text"> Cuenca, R. H., Stangel, D. E., and Kelly, S. F.: Soil water balance in a boreal forest, J. Geophys. Res., 102(D24), 29, 355–29, 365, 1997. </reference>
		<reference numeration="13" content_type="text"> Dawson, C. W., Abrahart, R. J., and See, I. M.: HydroTest: a web-based toolbox of evaluation metrics for the standardized assessment of hydrological forecasts, Environ. Modell. Softw., 22, 1034–1052, 2007. </reference>
		<reference numeration="14" content_type="text"> Dingman, S. L.: Physical Hydrology, 2nd edn., Prentice Hall, Upper Saddle River, New Jersey, 646~pp., 2002. </reference>
		<reference numeration="15" content_type="text"> Eichinger, W. E., Nichols, J., Prueger, J. H., Hipps, L. E., Neale, C. M. U., Cooper, D. I., and Bawazir, A. S.: Lake evaporation estimation in arid environments, Final Report, IIHR – Hydroscience &amp; Engineering, The University of Iowa, Iowa City, 52242–1585, 2003. </reference>
		<reference numeration="16" content_type="text"> Elshorbagy A., Jutla, A., and Kells, J.: Simulation of the hydrological processes on reconstructed watersheds using system dynamics, Hydrolog. Sci. J., 52(\refeq3), 538–561, 2007. </reference>
		<reference numeration="17" content_type="text"> Elshorbagy, A. and Barbour, L.: A probabilistic approach for design and hydrologic performance assessment of reconstructed watersheds, J. Geotech. Geoenviron., ASCE, 133(\refeq9), 1110–1118, \mbox2007. </reference>
		<reference numeration="18" content_type="text"> Elshorbagy, A., Julta, A., Barbour, L., and Kells, J.: System dynamics approach to assess the sustainability of reclamation of distributed watersheds, Can. J. Civil. Eng., 32, 144–158, 2005. </reference>
		<reference numeration="19" content_type="text"> Falkenmark, M.: Society&apos;s interaction with the water cycle: a conceptual framework for a more holistic approach, Hydrolog. Sci. J., 42, 451–466, 1997. </reference>
		<reference numeration="20" content_type="text"> Ford A.: Modeling the environment: an introduction to system dynamics modeling of environmental systems, Island Press, Washington~DC, USA, 401~pp., 1999. </reference>
		<reference numeration="21" content_type="text"> Forrester, J. W.: Information sources for modeling the national economy, J. Am. Stat. Assoc., 75, 555–566, 1980a. </reference>
		<reference numeration="22" content_type="text"> Forrester, J. W.: System dynamics – future opportunities, TIMS studies in the Management Sciences, 14, 7–21, 1980b. </reference>
		<reference numeration="23" content_type="text"> Gee, G. and Hillel, D.: Groundwater recharge in arid regions: review and critique of estimation methods, Hydrol. Process., 2, 255–266, 1988. </reference>
		<reference numeration="24" content_type="text"> GeoAnalysis~(2000): SoilCover Software User&apos;s Manual. University of Saskatchewan, Saskatoon, Canada, 2000. </reference>
		<reference numeration="25" content_type="text"> Haigh, M. J.: The aims of land reclamation, Land Reconstruction and Management, A. A. Balkema Publishers, Rotterdam, The Netherlands, vol 1, 1–20, 2000. </reference>
		<reference numeration="26" content_type="text"> High Performance Systems Inc (HPS): Tutorial and technical documentation: STELLA\textregistered II, High Performance Systems Inc., Hanover, N. H. (now ISES Systems, Lebanon, N. H.), 2001. </reference>
		<reference numeration="27" content_type="text"> Iwata, Y., Hayashi, M., and Hirota, T.: Comparison of snowmelt infiltration under different soil-freezing conditions influenced by snow cover, Vadose Zone J., 7, 79–86, 2008. </reference>
		<reference numeration="28" content_type="text"> Julta, A. S.: Hydrologic modeling of reconstructed watersheds using a system dynamics approach, M.Sc. Thesis, University of Saskatchewan, Canada, 139~pp., 2006. </reference>
		<reference numeration="29" content_type="text"> Kilmartin, M. P.: Hydrological management of reclaimed opencast coal mine sites, Land reconstruction and Management, A. A. Balkema Publishers, Rotterdam, The Netherlands, 137–158, 2000. </reference>
		<reference numeration="30" content_type="text"> Li, L. and Simonovic, S. P.: System dynamics model for predicting floods from snowmelt in North American prairie watersheds, Hydrol. Process., 16, 2645–2666, 2002. </reference>
		<reference numeration="31" content_type="text"> Mahmood, R. and Hubbard, K. G.: Simulating sensitivity of soil moisture and evapotranspiration under heterogeneous soils and land uses, J. Hydrol., 280, 72–90, 2003. </reference>
		<reference numeration="32" content_type="text"> Mapfumo, E., Chanasyk, D. S., and Chaikowsky, C. L. A.: Simulation of soil water content on a small reclaimed watershed in northern Alberta using the Root Zone Water Quality Model (RZWQM), Can. J. Soil. Sci., 86, 675–690, 2006. </reference>
		<reference numeration="33" content_type="text"> Mays, L. W.: Water resources engineering, John Wiley&amp;Sons, New York, USA, 842~pp., 2005. </reference>
		<reference numeration="34" content_type="text"> McKenna, G. T.: Sustainable mine reclamation and landscape engineering, Ph.D. Thesis, University of Alberta, Edmonton, Alberta, Canada, 661~pp., 2002. </reference>
		<reference numeration="35" content_type="text"> Milczarek, M., Hammermeister, D., and Vinson, J.: Myths, models and realities: performance of mine reclamation cover systems in controlling infiltration and seepage in the southwestern United States, Fifth International Conference on Acid Rock Drainage (Society for Mining, Metallurgy and Exploration: Littleton), 2000. </reference>
		<reference numeration="36" content_type="text"> Milczarek, M., Yao, T., Vinson, J., Word, J., Kiessling, S., Musser, B., and Mohr, R.: Performance of mono-layer evapotranspirative covers in response to high precipitation and extended drought periods in the South Western United States, sixth International Conference on Acid Rock Drainage (Society for Mining, Metallurgy and Exploration: Littleton), 2003. </reference>
		<reference numeration="37" content_type="text"> Neitsch, S. L., Arnold, J. G., Kiniry, J. R., Williams, J. R., and King, K. W.: Soil and water assessment tool theoretical documentation version~2000, Texas Water Resources Institute, College Station, TWRI Report TR-191, Texas, 2002. </reference>
		<reference numeration="38" content_type="text"> Parasuraman, K., Elshorbagy, A., and Carey, S. K.: Modelling the dynamics of the evapotranspiration process using genetic programming, Hydrolog. Sci. J., 52(\refeq3), 563–578, 2007. </reference>
		<reference numeration="39" content_type="text"> Pitman, J. I.: Rainfall interception by bracken in open habitats – relations between leaf area, canopy storage and drainage rate, J. Hydrol., 105, 317–334, 1989. </reference>
		<reference numeration="40" content_type="text"> Porporato, A. and Rodriguez-Iturbe, I.: Ecohydrology – A challenging multidisciplinary research perspective, Hydrolog. Sci. J., 47, 811–822, 2002. </reference>
		<reference numeration="41" content_type="text"> Porporato, A., Laio, F., Ridolfi, L., and Rodriguez-Iturbe, I.: Plants in water-controlled ecosystems: active role in hydrologic processes and response to water stress - III. Vegetation water stress, Adv. Water Resour., 24, 725–744, 2001. </reference>
		<reference numeration="42" content_type="text"> Quevedo, D. I. and Francés, F.: A conceptual dynamic vegetation-soil model for arid and semiarid zones, Hydrol. Earth Syst. Sci., 12, 1175–1187, 2008. </reference>
		<reference numeration="43" content_type="text"> Rick, G.: Closure considerations in environmental impact statements, Mineral Industry International, 1022, 5–10, 1995. </reference>
		<reference numeration="44" content_type="text"> Rodriguez-Iturbe, I., Porporato, A., Laio, F., and Ridolfi, L.: Plants in water-controlled ecosystems: Active role in hydrologic processes and response to water stress – I. Scope and general outline, Adv. Water Resources, 24, 695–705, 2001. </reference>
		<reference numeration="45" content_type="text"> Rodriguez-Iturbe, I.: Ecohydrology: A hydrology perspective of climate-soil-vegetation dynamics, Water Resour. Res., 36, 3–9, 2000. </reference>
		<reference numeration="46" content_type="text"> Sankarasubramanian, A. and Vogel, R. M.: Annual hydroclimatology of the United States, Water Resour. Res., 38(6), 1083, doi:10.1029/2001WR000619, 2002. </reference>
		<reference numeration="47" content_type="text"> Schaake, J. C.: Calibration of watershed models-Introduction, edited by: Duan Q., Gupta, H. V., Sorooshian, S., Rousseau, A. N., Turcotte, R., Water Science and application 6, American Geophysical Union, Washington DC, USA, 1–7, 2002. </reference>
		<reference numeration="48" content_type="text"> Schreoder, P. R., Morgan, J. M., Walski, T. M. and Gibson, A. C.: Hydrologic evaluation of landfill performance (HELP) model, Volume~1, User`s guide, International Groundwater Modeling Centre, Colorado School of Mines, Colorado, USA, 104~pp., 1994. </reference>
		<reference numeration="49" content_type="text"> Shurniak, R. E.: Predictive Modeling of Moisture Movement within Soil Cover Systems for Saline/sodic overburden Piles, M.Sc. Thesis, University of Saskatchewan, 136~pp., Canada, 2003. </reference>
		<reference numeration="50" content_type="text"> Sloan, P. G. and Moore, I. D.: Modeling Subsurface Stormflow on Steeply Sloping Forested Watersheds, Water Resour. Res., 20(\refeq12), 1815–1822, 1984. </reference>
		<reference numeration="51" content_type="text"> Strangeways, I.: Measuring the Natural Environment, Cambridge University Press, Cambridge, UK, 548~pp., 2003. </reference>
		<reference numeration="52" content_type="text"> Valente, F., David, J. S., and Gash, J. H. C.: Modelling interception loss for two sparse eucalypt and pine forests in central Portugal using reformulated Ruttter and Gash analytical models, J. Hydrol., 190, 141–162, 1997. </reference>
		<reference numeration="53" content_type="text"> Van Dijk, A. I. J. M. and Bruijnzeel, L. A.: Modelling rainfall interception by vegetation of variable density using an adapted analytical model. Part 1: model description, J. Hydrol., 247, 230–238, 2001. </reference>
		<reference numeration="54" content_type="text"> Voinov, A., Fitz, C., Boumans, R., and Costanza, R.: Modular ecosystem modeling, Environ. Modell. Softw., 19, 285–304, 2004. </reference>
		<reference numeration="55" content_type="text"> Weeks, B. and Wilson, G. W.: Prediction of evaporation from soil slopes, Can. Geotech. J., 43(\refeq8): 815–829, 2006. </reference>
		<reference numeration="56" content_type="text"> Yalcin, F. and Demirer, G. N.: Performance evaluation of landfills with the HELP (Hydrologic Evaluation of Landfill Performance) model: Izmit case study, Environ. Geol., 42, 793–799, 2002. </reference>
		<reference numeration="57" content_type="text"> Yanful, E. K. and Aubé, B. C.: Modelling moisture-retaining soil covers, Proceedings, Joint CSCE/ASCE National Conference on Environmental Engineering, Montréal, Quebec, Canada, 12–14~July , 1, 273–288, 1993. </reference>
	</references>
</article>

