Technical Papers
Jul 7, 2016

Evaluation of DRAINMOD 6.1 for Hydrological Simulations of Peat Extraction Areas in Northern Finland

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Publication: Journal of Irrigation and Drainage Engineering
Volume 142, Issue 11

Abstract

DRAINMOD 6.1 was evaluated for hydrological simulation of two drained (1.0 m drain depth, 20 m spacing) peat extraction areas in Northern Finland. Water table depth (WTD) and drainage outflow were recorded continuously during two years, and the data were used for model calibration and validation. Despite some under- and overestimation of certain events, WTD fluctuations simulated quite accurately, whereas the model did not simulate drainage outflow well compared to observed data, especially for daily runoff. Mean absolute error (MAE) was 11.29 and 9.09 cm and Nash–Sutcliffe modeling efficiency (EF) was 0.64 and 0.62 for both study sites during the validation period, indicating good agreement between predicted and observed WTD. These results demonstrate that DRAINMOD 6.1 can satisfactorily simulate the WTD fluctuations in peat extraction areas in the cold climate of northern Finland, but further studies are needed to improve the model to better include frozen condition and peat extraction activities.

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Acknowledgments

Anneli Wichmann from Clean Waters company provided information on the study sites. The Finnish Meteorological Institute provided the meteorological data. Brian D. Phillips from the DRAINMOD team helped in technical support. Researchers Justice Akanegbu and Riku Eskelinen, and laboratory technicians Tuomo Reinikka and Tuomo Pitkänen helped in field and laboratory work. Heini Postila, Anna-Kaisa Ronkanen, and Hannu Marttila gave valuable support. Special thanks go to Vapo Oy for funding and to Maa-ja vesitekniikan tuki, TES-Tekniikan edistämissäätiö, and OLVI-säätiö for their additional support.

References

Akanegbu, J. O. (2013). “Comparison of different methods of measuring hydraulic conductivity in drained peat soils using Drainmod as a verification tool.” Master’s thesis, Univ. of Oulu, Oulu, Finland.
Bouwer, H., and van Schilfgaarde, J. (1963). “Simplified method of predicting fall of water table in drained land.” Trans. ASAE, 6(4), 0288–0291.
Brevé, M. A., Skaggs, R. W., Parsons, J. E., and William, J. W. (1997). “Drainmod-N, a nitrogen model for artificially drained soils.” Trans. ASAE, 40(4), 1067–1075.
Broadhead, R. G., and Skaggs, R. W. (1984). “Hydrologic effects of peat mining.”, American Society of Agricultural Engineers, St. Joseph, MI.
Brown, R. A., Skaggs, R. W., and Hunt, W. F., III (2013). “Calibration and validation of DRAINMOD to model bioretention hydrology.” J. Hydrol., 486(0), 430–442.
Davar, K. S. (1973). “Peak fiow-snowmelt events.” Handbook on the principles of hydrology, Water Information Center, New York.
Dayyani, S., et al. (2009). “Field evaluation of DRAINMOD 5.1 under a cold climate: Simulation of daily midspan water table depths and drain outflows.” J. Am. Water Resour. Assoc., 45(3), 779–792.
d-maps.com. (2016). “Finland/Suomen tasavalta.” 〈http://d-maps.com/carte.php?num_car=14692&lang=en〉 (Aug. 19, 2015).
El-Sadek, A., Feyen, J., and Berlamont, J. (2001). “Comparison of models for computing drainage discharge.” J. Irrig. Drain. Eng., 363–369.
El-Sadek, A., Sallam, G., and Embaby, M. (2013). “Developing DRAINMOD-geostatistical technology to predict nitrate leaching.” J. Irrig. Drain. Eng., 158–164.
Finnish Meteorological Institute. (2015). “Seasons in Finland.” 〈http://en.ilmatieteenlaitos.fi/seasons-in-finland〉 (Feb. 20, 2015).
Francis, C. J., et al. (1984). “Hydrology tools for wetland determination.” Chapter 19, National engineering manual (NEM) Minnesota supplements, Soil Conservation Service, Washington, DC.
Francis, I. S., and Taylor, J. A. (1989). “The effect of forestry drainage operations on upland sediment yields: A study of two peat-covered catchments.” Earth Surf. Processes Landforms, 14(1), 73–83.
Fuchs, M., Campbell, G. S., and Papendick, R. I. (1978). “An analysis of sensible and latent heat flow in a partially frozen unsaturated soil.” Soil Sci. Soc. Am. J., 42(3), 379–385.
Heber Green, W., and Ampt, G. A. (1911). “Studies on soil physics.” J. Agric. Sci., 4(1), 1–24.
Heikkinen, K. (1990). “Transport of organic and inorganic matter in river, brook and peat mining water in the drainage basin of the River Kiiminkijoki.” Aqua Fennica, 20(2), 143–155.
Heikkinen, K. (1994). “Organic matter, iron and nutrient transport and nature of dissolved organic matter in the drainage basin of a boreal humic river in northern Finland.” Sci. Total Environ., 152(1), 81–89.
Heikkinen, K., and Ihme, R. (1995). “Retention of organic Fe-P-colloids from peat mining water in an overland flow wetland treatment system in northern Finland.” Archiv Für Hydrobiologie, 134(4), 547–560.
Ihme, R. (1994). “Use of the overland flow wetland treatment system for the purification of runoff water from peat mining.” Ph.D. thesis, Univ. of Oulu, Oulu, Finland.
Janssen, P. H. M., and Heuberger, P. S. C. (1995). “Calibration of process-oriented models.” Ecol. Modell., 83(1–2), 55–66.
Kandil, H. M., Skaggs, R. W., Abdel Dayem, S., and Aiad, Y. (1995). “DRAINMOD-S: Water management model for irrigated arid lands, crop yield and applications.” Irrig. Drain. Syst., 9(3), 239–258.
Karvonen, T. (1988). “A model for predicting the effect of drainage on soil moisture, soil temperature and crop yield.” Helsinki Univ. of Technology, Finland.
Kemppainen, S., Lippo, H., Hiljanen, R., and Selin, P. (1998). “Haihdutus ja maaperäimeytys turvetuotannon vesienkäsittelyssä [Use of evapotranspiration and soil infiltration methods to purify peat extraction runoff waters].” 〈https://jukuri.luke.fi/handle/10024/521319〉 (Apr. 4, 2016).
Kløve, B. (1997). “Comparison of different water pollution control methods in decreasing sediment load from peat mining areas.” Boreal Environ. Res., 2(2), 199–207.
Kløve, B. (1998). “Erosion and sediment delivery from peat mines.” Soil Tillage Res., 45(1–2), 199–216.
Kløve, B. (2000). “Retention of suspended solids and sediment bound nutrients from peat harvesting sites with peak runoff control, constructed floodplains and sedimentation ponds.” Boreal Environ. Res., 5(1), 81–94.
Kløve, B. (2001). “Characteristics of nitrogen and phosphorus loads in peat mining wastewater.” Water Res., 35(10), 2353–2362.
Klute, A. (1986). Methods of soil analysis—Part 1: Physical and mineralogical methods, American Society of Agronomy, and Soil Science Society of America, Madison, WI.
Konyha, K., Robbins, K., and Skaggs, R. W. (1988). “Evaluating peat-mining hydrology using DRAINMOD.” J. Irrig. Drain. Eng., 490–504.
Laine, A. (2001). “Effects of peatland drainage on the size and diet of yearling salmon in a humic northern river.” Archiv Für Hydrobiologie, 151(1), 83–99.
Laine, A., and Heikkinen, K. (2000). “Peat mining increasing fine-grained organic matter on the riffle beds of boreal streams.” Archiv Für Hydrobiologie, 148(1), 9–24.
Luo, W., Skaggs, R. W., and Chescheir, G. M. (2000). “DRAINMOD modifications for cold conditions.” Am. Soc. Agric. Eng., 43(6), 1569–1582.
Luo, W., Skaggs, R. W., Madani, A., Cizikci, S., and Mavi, A. (2001). “Predicting field hydrology in cold conditions with DRAINMOD.” Trans. ASAE, 44(4), 825–834.
Marttila, H., and Kløve, B. (2008). “Erosion and delivery of deposited peat sediment.” Water Resour. Res., 44(6), W06406.
Marttila, H., and Kløve, B. (2010). “Dynamics of erosion and suspended sediment transport from drained peatland forestry.” J. Hydrol., 388(3–4), 414–425.
McKenzie, J. M., Voss, C. I., and Siegel, D. I. (2007). “Groundwater flow with energy transport and water-ice phase change: Numerical simulations, benchmarks, and application to freezing in peat bogs.” Adv. Water Resour., 30(4), 966–983.
Mohammadighavam, S., Heiderscheidt, E., Marttila, H., and Kløve, B. (2015). “Optimization of gravity-driven hydraulic flocculators to treat peat extraction runoff water.” J. Irrig. Drain. Eng., 04015045.
Nagare, R. M., Schincariol, R. A., Quinton, W. L., and Hayashi, M. (2012). “Effects of freezing on soil temperature, freezing front propagation and moisture redistribution in peat: Laboratory investigations.” Hydrol. Earth Syst. Sci., 16(2), 501–515.
Nash, J. E., and Sutcliffe, J. V. (1970). “River flow forecasting through conceptual models. Part I—A discussion of principles.” J. Hydrol., 10(3), 282–290.
Negm, L., Youssef, M., Skaggs, R., Chescheir, G., and Kladivko, E. (2014). “DRAINMOD-DSSAT simulation of the hydrology, nitrogen dynamics, and plant growth of a drained corn field in Indiana.” J. Irrig. Drain. Eng., 04014026.
Nixon, J. F. (1975). “The role of convective heat transport in the thawing of frozen soils.” Can. Geotech. J., 12(3), 425–429.
Paappanen, T., and Leinonen, A. (2010). “Peat industry in the six EU member states—Summary report.”, Jyväskylä, Finland.
Paappanen, T., Leinonen, A., and Hillebrand, K. (2006). “Fuel peat industry in EU.”, Jyväskylä, Finland.
Pentti, P., Henriikka, S., Juha, A., Juho-Pekka, K., Pirkko, K., and Reija, R. (2012). “Climatological statistics of Finland 1981–2010.”, Finnish Meteorological Institute, Helsinki, Finland.
Purisinsit, P. (1982). “Evaluation of two hydrologic models for the North Carolina blacklands.” Ph.D. thesis, North Carolina State Univ., Raleigh, NC.
Ronkanen, A., and Kløve, B. (2005). “Hydraulic soil properties of peatlands treating municipal waste water and peat harvesting runoff.” Suoseura-Finnish Peatland Soc., 56(2), 43–56.
Saarinen, T., Mohammadighavam, S., Marttila, H., and Kløve, B. (2013). “Impact of peatland forestry on runoff water quality in areas with sulphide-bearing sediments; How to prevent acid surges.” For. Ecol. Manage., 293(0), 17–28.
Salazar, O., Wesström, I., and Abraham, J. (2011). “Identification of hydrological factors controlling phosphorus concentration in drainage water in sandy soils.” J. Soil Sci. Plant Nutr., 11(2), 31–46.
Salazar, O., Wesström, I., Youssef, M. A., Skaggs, R. W., and Joel, A. (2009). “Evaluation of the DRAINMOD–N II model for predicting nitrogen losses in a loamy sand under cultivation in south-east Sweden.” Agric. Water Manage., 96(2), 267–281.
Selin, P., and Koskinen, K. (1985). “Laskeutusaltaiden vaikutus turvetuotantoalueiden vesistökuormitukseen.”, National Boards of Waters, Helsinki, Finland, 112.
Selin, P., Marja-Aho, J., and Madekivi, O. (1994). “AQUAPEAT 95, new methods for purifying the run-offs of peat production areas.” Ministry of Trade and Industry, Helsinki, Finland.
Sinai, G., and Jain, P. K. (2006). “Evaluation of DRAINMOD for predicting water table heights in irrigated fields at the Jordan Valley.” Agric. Water Manage., 79(2), 137–159.
Skaggs, R. W. (1978). “A water management model for shallow water table soils.”, North Carolina State Univ., Water Resources Research Institute, Raleigh, NC.
Skaggs, R. W. (1980). “Methods for design and evaluation of drainage-water management systems for soils with high water tables.”, USDA-SCS South National Technical Center, Fort Worth, TX.
Skaggs, R. W., Youssef, M. A., and Chescheir, G. M. (2012). “DRAINMOD: Model use, calibration, and validation.” Am. Soc. Agric. Biol. Eng., 55(4), 1509–1522.
Srivastava, P., Migliaccio, K. W., and Šimůnek, J. (2007). “Landscape models for simulating water quality at point, field, and watershed scales.” Trans. ASABE, 50(5), 1683–1693.
Thornthwaite, C. W. (1948). “An approach toward a rational classification of climate.” Geog. Rev., 38(1), 55–94.
Turunen, J. (2008). “Development of Finnish peatland area and carbon storage 1950–2000.” Boreal Environ. Res., 13(4), 319–334.
van Schilfgaarde, J., Engelund, F., Kirkham, D., Peterson, D. F., and Maasland, M. (1957). “Theory of land drainage.” Agronomy monograph 7. Drainage of agricultural lands, American Society of Agronomy, Madison, WI, 79–285.
Vapo Oy. (2012). “From firewood to a pioneer of bioenergy.” 〈http://www.vapo.fi/en/vapo-group/our-story〉 (Feb. 18, 2015).
Wang, X., Frankenberger, J. R., and Kladivko, E. J. (2006). “Uncertainties in DRAINMOD predictions of subsurface drain flow for an Indiana silt loam using the GLUE methodology.” Hydrol. Process., 20(14), 3069–3084.
Workman, S. R., and Skaggs, R. W. (1994). “Sensitivity of water management models to approaches for determining soil hydraulic properties.” Trans. ASAE, 37(1), 95–102.
Wright, N., Hayashi, M., and Quinton, W. L. (2009). “Spatial and temporal variations in active layer thawing and their implication on runoff generation in peat-covered permafrost terrain.” Water Resour. Res., 45(5), W05414.
Yang, C., et al. (2007). “Simulation of nitrate-N movement in southern Ontario, Canada with DRAINMOD-N.” Agric. Water Manage., 87(3), 299–306.

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Go to Journal of Irrigation and Drainage Engineering
Journal of Irrigation and Drainage Engineering
Volume 142Issue 11November 2016

History

Received: Oct 22, 2015
Accepted: Apr 20, 2016
Published online: Jul 7, 2016
Published in print: Nov 1, 2016
Discussion open until: Dec 7, 2016

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Shahram Mohammadighavam [email protected]
Ph.D. Candidate and Researcher, Water Resources and Environmental Engineering Research Group, Faculty of Technology, Univ. of Oulu, P.O. Box 4300, 90014 Oulu, Finland (corresponding author). E-mail: [email protected]
Bjørn Kløve
Professor, Water Resources and Environmental Engineering Research Group, Faculty of Technology, Univ. of Oulu, P.O. Box 4300, 90014 Oulu, Finland.

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