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Evaluation of the PNM Model for Simulating Drain Flow Nitrate-N Concentration Under Manure-Fertilized Maize

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Abstract

Mathematical models may be used to develop management strategies that optimize the use of nutrients from complex sources such as manure in agriculture. The Precision Nitrogen Management (PNM) model is based on the LEACHN model and a maize N uptake/growth and yield model and focuses on developing more precise N management recommendations. The PNM model was evaluated for simulating drain flow nitrate-nitrogen (NO3-N) in a 3-yr study involving different times of liquid manure application on two soil textural extremes, a clay loam and a loamy sand under maize (Zea mays, L.) production. The model was calibrated for major N transformation rate constants including mineralization, nitrification and denitrification, and its performance was tested using two different calibration scenarios with increasing levels of generalization: (i) separate sets of rate constants for each individual soil type and (ii) a single set of rate constants for both soil types. When calibrated for each manure application treatment for each soil type, the model provided good simulations of monthly and seasonal drain flow NO3-N concentrations. The correlation coefficient (r) and Willmott’s index of agreement (d) ranged from 0.63 to 0.96 and 0.72 to 0.92, respectively. The calibrated model performed reasonably well when rate constant values averaged over manure application treatment for each soil type were used, with r and d values between 0.54 and 0.97, and 0.70 and 0.94, respectively, and greater accuracy for the clay loam soil. When rate constant values were averaged over manure application treatments and soil types, model performance was reasonably accurate for the fall time manure application on the clay loam (r and d of 0.60 and 0.91 and 0.72 and 0.92, respectively) and satisfactory for the spring time on the clay loam and the fall and spring times for the loamy sand soil (r and d between 0.56 and 0.90 and 0.58 and 0.84, respectively). The use of the model for predicting N dynamics under manure-fertilized maize cropping appears promising.

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References

  • T M Addiscott A P Whitmore (1987) ArticleTitleComputer simulation of changes in soil mineral nitrogen and crop nitrogen during autumn, winter, and spring J. Agri. Sci. Camb. 109 141–157 Occurrence Handle10.1017/S0021859600081089

    Article  Google Scholar 

  • L R Ahuja K W Rojas J D Hanson M J Shaffer L Ma (2000) Root Zone Water Quality Model: Modeling Management Effects on Water Quality and Crop Production Water Resources Publications, LLC Highlands Ranch, CO, USA 372

    Google Scholar 

  • B R Ball-Coelho R C Roy A J Bruin (2004) ArticleTitleNitrate leaching as affected by liquide swine manure and cover cropping in sandy soil of southern Ontario Can. J. Soil Sci. 2 187–197

    Google Scholar 

  • A Barbarika SuffixJr L J Sikora D Colacicco (1985) ArticleTitleFactors affecting the mineralization of nitrogen in sewage sludge applied to soils Soil Sci. Soc. Am. J. 49 1403–1406 Occurrence Handle10.2136/sssaj1985.03615995004900060014x

    Article  Google Scholar 

  • J Beraud P Fine U Yermiyahu M Keinan R Rosenberg A Hadas A Bar-Tal (2005) ArticleTitleModeling carbone and nitrogen transformations for adjustment of compost application with nitrogen uptake by wheat J. Environ. Qual. 34 664–675 Occurrence Handle15758119 Occurrence Handle1:CAS:528:DC%2BD2MXislOltbo%3D

    PubMed  CAS  Google Scholar 

  • M P Bernal H Kirchmann (1992) ArticleTitleCarbon and nitrogen mineralization and ammonia volatilization from fresh, aerobically and anerobically treated pig manure during incubation with soil Biol. Fertil. Soils. 13 135–141 Occurrence Handle1:CAS:528:DyaK38XmsFSmtro%3D

    CAS  Google Scholar 

  • G Ch Borg P E Jansson B Linden (1990) ArticleTitleSimulated and measured nitrogen conditions in a manured and fertilized soil Plant Soil 121 251–267 Occurrence Handle1:CAS:528:DyaK3cXhslOnt7s%3D Occurrence Handle10.1007/BF00012319

    Article  CAS  Google Scholar 

  • G Campbell (1974) ArticleTitleA simple method for determining unsaturated conductivity from moisture retention data Soil Sci. 117 311–314

    Google Scholar 

  • Cornell Cooperative Extension 1997 Cornell Recommendations for Integrated Field Crop Management. Cornell Univ., Ithaca, NY

  • Cornell Nutrient Analysis Laboratories 1987 Phosphorus and nitrate calorimetric determinations by autoanalyzer. In Methods for Soil Fertility Analysis. Eds. M C McCenahan and G A Ferguson. pp. 7–16. Procedure No s1101. Cornell Univ., Ithaca, NY

  • Cornell Nutrient Analysis Laboratories 1989 Extraction of soil for “available” nutrients. In Methods for Soil Fertility Analysis. Eds. M C McCenahan and G A Ferguson. pp. 3–6. Procedure No s1100. Cornell Univ., Ithaca, NY

  • E D Desmond A D Ward (2000) ADAPT: Agricultural Drainage and Pesticide Transport model. User manual. Version 5.1 Department of Agricultural Engineering, Ohio State University Columbus, Ohio

    Google Scholar 

  • Donnigan A S Jr 1983 Model predictions vs. field observations: the model validation/testing process. In Fate of Chemicals in the Environment. A. S. C. Symposium series 225. Eds. R I Swnn and A Schenronder. pp. 151–171. Am Chem. Soc., Washington, DC

  • B F Douglas F R Magdoff (1991) ArticleTitleAn evaluation of nitrogen mineralization indices for organic residues J. Environ. Qual. 20 368–372

    Google Scholar 

  • R P Durieux H J Brown E J Stewart J Q Zhao W E Jokela F R Magdoff (1995) ArticleTitleImplications of nitrogen management strategies for nitrate leaching potential-roles of nitrogen-source and fertilizer recommendation system Agron. J. 87 884–887 Occurrence Handle1:CAS:528:DyaK28XjvFyksA%3D%3D Occurrence Handle10.2134/agronj1995.00021962008700050017x

    Article  CAS  Google Scholar 

  • B Eghball (2000) ArticleTitleNitrogen mineralization from field-applied beef cattle feedlot manure or compost Soil Sci. Soc. Am J. 64 2024–2030 Occurrence Handle1:CAS:528:DC%2BD3MXhsFSltA%3D%3D Occurrence Handle10.2136/sssaj2000.6462024x

    Article  CAS  Google Scholar 

  • G H Gee J W Bauder (1986) Particle size analysis A Klute (Eds) Methods of Soil Analysis. Part 1 Agron Monogr 9 EditionNumber2 ASA and SSSA Madison, WI 383–411

    Google Scholar 

  • G Gangbazo A R Pesant C D Couillard G M Barnett (1995) ArticleTitleWinter and early spring losses of nitrogen following late fall application of hog manure Can. Agric. Eng. 37 73–79

    Google Scholar 

  • R F Grant M Amrani D J Heaney R Wright M Zhang (2004) ArticleTitleMathematical modeling of phosphorus losses from land application of hog and cattle manure J. Environ. Qual. 33 210–231 Occurrence Handle14964376 Occurrence Handle1:CAS:528:DC%2BD2cXosVWqtA%3D%3D

    PubMed  CAS  Google Scholar 

  • S Gupta E Munyankusi J Moncrief F Zvomuya M Hanewall (2004) ArticleTitleTillage and manure application effects on mineral nitrogen leaching from seasonally frozen soils J. Environ. Qual. 33 1238–1246 Occurrence Handle15254105 Occurrence Handle1:CAS:528:DC%2BD2cXmtFKhsbg%3D

    PubMed  CAS  Google Scholar 

  • A Hadas J A E Molina (1993) ArticleTitleSimulation of nitrogen assimilation by hetrotrophic soil microbial biomass Physiol. Plant. 89 664–668 Occurrence Handle1:CAS:528:DyaK2cXns1eksA%3D%3D Occurrence Handle10.1111/j.1399-3054.1993.tb05231.x

    Article  CAS  Google Scholar 

  • A Hadas R Portnoy (1997) ArticleTitleRate of decomposition in soil and release of available nitrogen from cattle manure and municipal waste composts Compost Sci. Util. 5 48–54

    Google Scholar 

  • A Hadas L Kautsky M Goek E E Kara (2004) ArticleTitleRates of decomposition of plant residues and available nitrogen in soil, related to residue composition through simulation of carbon and nitrogen turnover Soil Biol. Biochem. 36 255–266 Occurrence Handle1:CAS:528:DC%2BD2cXmvFGrsA%3D%3D Occurrence Handle10.1016/j.soilbio.2003.09.012

    Article  CAS  Google Scholar 

  • J Hanks J T Ritchie (1991) Modeling Plant and Soil Systems American Society of Agronomy, Inc Madison, WI, USA 545

    Google Scholar 

  • E M Hansen I K Thomsen M N Hansen (2004) ArticleTitleOptimizing farmyard manure utilization by varying the application time and tillage strategy Soil Use Manage. 20 173–177 Occurrence Handle10.1079/SUM2004242

    Article  Google Scholar 

  • Hutson J L 2003 Leaching Estimation And Chemistry Model: A Process-Based Model of Water and Solute Movement, Transformations, Plant Uptake, and Chemical Reactions in the Unsaturated Zone. Version 4. Dept. of crop and Soil Sciences. Research series No. R03–1. Cornell Univ., Ithaca, NY, U.S.A

  • J L Hutson R J Wagenet (1991) ArticleTitleSimulating nitrogen dynamics in soils using a deterministic model Soil Use Manage. 7 74–78

    Google Scholar 

  • Hutson J L and Wagenet R J 1992 LEACHM: Leaching Estimation And Chemistry Model: A Process-Based Model of Water and Solute Movement, Transformations, Plant Uptake, and Chemical Reactions in the Unsaturated Zone. Continuum Vol. 2, Version 3. Water Resources Inst., Cornell University, Ithaca, NY, U.S.A

  • J D Jabro J D Lotse D D Fritton D E Baker (1994) ArticleTitleEstimation of preferential movement of bromide tracer under field conditions J. Hydrol. 156 61–71 Occurrence Handle1:CAS:528:DyaK2cXkvFWjurk%3D Occurrence Handle10.1016/0022-1694(94)90071-X

    Article  CAS  Google Scholar 

  • D R Jackson K A Smith (1997) ArticleTitleAnimal manure slurries as a source of nitrogen for cereals; effect of application time on efficiency Soil Use Manage. 13 75–81

    Google Scholar 

  • P Jansson R Andersson (1988) ArticleTitleSimulation of runoff and nitrate leaching from an agricultural district in Sweden J.␣Hydrol. 99 33–47 Occurrence Handle1:CAS:528:DyaL1cXktFWns7g%3D Occurrence Handle10.1016/0022-1694(88)90076-5

    Article  CAS  Google Scholar 

  • Jemison J M Jr 1991 Nitrate leaching from soil measured with zero-tension pan lysimeters as influenced by nitrogen fertilizer rate and manure application: field estimates and model predictions. Ph.D. diss. Pennsylvania State Univ., Univ. Park

  • J M Jemison SuffixJr J D Jabro R H Fox (1994a) ArticleTitleEvaluation of LEACHM: simulation of cumulative drainage, bromide leaching, and corn bromide uptake Agron. J. 86 843–851 Occurrence Handle1:CAS:528:DyaK2MXitlKjsLY%3D Occurrence Handle10.2134/agronj1994.00021962008600050018x

    Article  CAS  Google Scholar 

  • J M Jemison SuffixJr J D Jabro R H Fox (1994b) ArticleTitleEvaluation of LEACHM: Simulation of nitrate leaching from nitrogen-fertilized and manured corn Agron. J. 86 852–859 Occurrence Handle1:CAS:528:DyaK2MXitlKjsLc%3D Occurrence Handle10.2134/agronj1994.00021962008600050019x

    Article  CAS  Google Scholar 

  • H Johnsson L Bergström P Jansson K Paustian (1987) ArticleTitleSimulated nitrogen dynamics and losses in a layered agricultural soil Agric. Ecosyst. Environ. 18 333–356 Occurrence Handle10.1016/0167-8809(87)90099-5

    Article  Google Scholar 

  • S D Klausner V R Kanneganti D R Bouldin (1994) ArticleTitleAn approach for estimating a decay series for organic nitrogen in animal manure Agron. J. 86 897–903 Occurrence Handle10.2134/agronj1994.00021962008600050026x

    Article  Google Scholar 

  • Klute A and Dirksen C 1986 Hydraulic conductivity and diffusivity: laboratory methods. In Methods of Soil Analysis. Part 1 Agron Monogr 9, 2nd edition Ed. A Klute. pp. 687–734. ASA, SSSA, Madison, WI

  • Külling DR, Menzi H, Kröber TF, Neftel A, Sutter F, Lischer P and Kruezer M 2001 Emissions of ammonia, nitrous oxide and methane from different types of daily manure during storage as affected by dietary protein content. Journal of Agricultural Science 137, 235–250

    Google Scholar 

  • D A Lauer D R Bouldin S D Klausner (1976) ArticleTitleAmmonia volatilization from dairy manure spread on the soil surface J. Environ. Qual. 5 134–141 Occurrence Handle1:CAS:528:DyaE28XktVChurc%3D

    CAS  Google Scholar 

  • K Loague R E Green (1991) ArticleTitleStatistical and graphical methods for evaluating solute transport models: overview and application J. Contam. Hydrol. 7 51–73 Occurrence Handle1:CAS:528:DyaK3MXktFCru74%3D Occurrence Handle10.1016/0169-7722(91)90038-3

    Article  CAS  Google Scholar 

  • E G Lotse J D Jabro K E Simmons D E Baker (1992) ArticleTitleSimulation of nitrogen dynamics and leaching from arable soils J. Contam. Hydrol. 10 183–196 Occurrence Handle1:CAS:528:DyaK38XlvFSqsb8%3D Occurrence Handle10.1016/0169-7722(92)90060-R

    Article  CAS  Google Scholar 

  • Ma L and Shaffer M J 2001. A review of carbon and nitrogen processes in nine U.S. soil nitrogen dynamic models. In Modeling Carbon and Nitrogen Dynamics for Soil Management. Eds. M J Shaffer, L Ma and S Hansen. 631 pp

  • F R Magdoff (1978) ArticleTitleInfluence of manure application rates and continuous corn on soil N Agron. J. 70 629–632 Occurrence Handle10.2134/agronj1978.00021962007000040025x

    Article  Google Scholar 

  • F R Magdoff (1991) ArticleTitleUnderstanding the Magdoff pre-sidedress nitrate soil test for corn J. Prod. Agric. 4 297–305

    Google Scholar 

  • R Marchetti G Ponzini P Spallacci (2004) ArticleTitleSimulating nitrogen dynamics in agricultural soils fertilized with pig slurry and urea J. Environ. Qual. 33 1217–1229 Occurrence Handle15254103 Occurrence Handle1:CAS:528:DC%2BD2cXmtFKhsbo%3D

    PubMed  CAS  Google Scholar 

  • Melkonian J J, van Es H M and Joseph L, 2005 Precision Nitrogen Model: Simulation of Nitrogen and Water Fluxes in the Soil–Crop–Atmosphere Continuum in Maize (Zea mays L.) Production Systems. Version 1.0. Dept. of Crop and Soil Sciences. Research series No. R05–2. Cornell Univ., Ithaca, NY, U.S.A

  • J A E Molina C E. Clapp A Hadas (1990) ArticleTitleComputer simulation of nitrogen turnover in soil and priming effect Soil Biol. Biochem. 22 349–353 Occurrence Handle10.1016/0038-0717(90)90112-D

    Article  Google Scholar 

  • R C Muchow T R Sinclair (1991) ArticleTitleWater deficit on maize yields modeled under current and “greenhouse” climates Agron. J. 83 1052–1059 Occurrence Handle10.2134/agronj1991.00021962008300060023x

    Article  Google Scholar 

  • R C Muchow T R Sinclair J M Bernnett (1990) ArticleTitleTemperature and solar radiation effects on potential maize yield across locations Agron. J. 82 338–343 Occurrence Handle10.2134/agronj1990.00021962008200020033x

    Article  Google Scholar 

  • Mueller D K, Hamilton P A, Helsel D R, Hitt K J and Ruddy B C 1995 Nutrients in ground water and surface water of the United States – An analysis of data through 1992. Water-Resource Investigations Report 95-4031. U.S. Dept. of the Interior, Geological Survey

  • J W Paul B J Zebarth (1997) ArticleTitleDenitrification and nitrate leaching during the fall and winter following dairy cattle slurry application Can. J. Soil Sci. 77 231–240

    Google Scholar 

  • P F Pratt F E Broodbent J P Martin (1973) ArticleTitleUsing organic wastes as nitrogen fertilizers Calif. Agric. 27 10–13

    Google Scholar 

  • SAS Institute 2004 SAS User’s Guide. SAS Inst, Cary, NC

  • M J Shaffer A D Halvorson F J Pierce (1991) Nitrate leaching and economic analysis package (NLEAP): model description and application R F Follett (Eds) et al. Managing Nitrogen for Groundwater Quality and Farm Profitability Soil Science Society of America, Inc Madison, WI, USA 285–322

    Google Scholar 

  • T R Sinclair J Amir (1992) ArticleTitleA model to assess nitrogen limitations on the growth and yield of spring wheat Field Crops Res. 30 63–78 Occurrence Handle10.1016/0378-4290(92)90057-G

    Article  Google Scholar 

  • T R Sinclair R C Muchow (1995) ArticleTitleEffect of nitrogen supply on maize yield: I. modeling physiological responses Agron. J. 87 632–641 Occurrence Handle10.2134/agronj1995.00021962008700040005x

    Article  Google Scholar 

  • K A Smith B J Chambers (1993) ArticleTitleUtilizing the nitrogen-content of organic manures on farms-problems and practical solutions Soil Use Manage. 9 105–112

    Google Scholar 

  • J M Sogbedji H M Es Particlevan C L Yang L D Geohring F R Magdoff (2000) ArticleTitleNitrate leaching and N budget as affected by maize N fertilizer rate and soil type J. Environ. Qual. 29 1813–1820 Occurrence Handle1:CAS:528:DC%2BD3cXosVGkt7s%3D Occurrence Handle10.2134/jeq2000.2961813x

    Article  CAS  Google Scholar 

  • J M Sogbedji H M Es Particlevan J L Hutson (2001a) ArticleTitleN fate and transport under variable cropping history and fertilizer rate on loamy sand and clay loam soils: calibration of the LEACHMN model Plant and Soil 229 57–70 Occurrence Handle1:CAS:528:DC%2BD3MXitFars7s%3D Occurrence Handle10.1023/A:1004875116644

    Article  CAS  Google Scholar 

  • J M Sogbedji H M Es Particlevan J L Hutson L D Geohring (2001b) ArticleTitleN rate and transport under variable cropping history and fertilizer rate on loamy sand and clay loam soils: performance of LEACHMN using different calibration scenarios Plant Soil 229 71–82 Occurrence Handle1:CAS:528:DC%2BD3MXitFars7g%3D Occurrence Handle10.1023/A:1004827200714

    Article  CAS  Google Scholar 

  • Sogbedji J M, van Es H M and Agbeko K L 2005 Modeling nitrogen dynamic under maize on ferralsols in Western Africa. Nutr. Cycl. Agroecosyst. (in press)

  • P Sorensen M R Weisbjerg P Lund (2003) ArticleTitleDietary effects on the composition and plant utilization of nitrogen in dairy cattle manure J. Agricult. Sci. 141 79–91 Occurrence Handle1:CAS:528:DC%2BD2cXlslKj Occurrence Handle10.1017/S0021859603003368

    Article  CAS  Google Scholar 

  • B J Alphen Particlevan J J Stoorvogel (2000) ArticleTitleA methodology for precision nitrogen fertilization in high-input farming systems Precis. Agr. 2 319–332 Occurrence Handle10.1023/A:1012338414284

    Article  Google Scholar 

  • C L Beek Particlevan G A P H Eerwegh Particlevan den F H Schaik Particlevan G L Velthof O Oenema (2004) ArticleTitleThe contribution of dairy farming on peat soil to N and P loading of surface water Nutr. Cycl. Agroecosyst. 1 85–95 Occurrence Handle10.1023/B:FRES.0000045984.93498.c3

    Article  Google Scholar 

  • van Es H M, Steenhuis T S, Geohring L D, Vermeulen J and Boll J 1991 Movement of surface-applied and soil-embodied chemicals to drainage lines in a well-structyred soil. In Preferential Flow. Eds.T J Gish and A Shirmohammadi. pp. 59–67. ASAE, St

  • H M Es Particlevan C L Es Particlevan (1993) ArticleTitleSpatial nature of randomization and its effect on the outcome of field experiments Agron. J. 85 420–428 Occurrence Handle10.2134/agronj1993.00021962008500020046x

    Article  Google Scholar 

  • H M Es Particlevan R R Schindelbeck W E Jokela (2004) ArticleTitleEffect of manure application timing, crop, and soil type on phosphorus leaching J. Environ. Qual. 33 1070–1080 Occurrence Handle15224946

    PubMed  Google Scholar 

  • van Es H M, Yang C L and Geohring L D 2005 Maize nitrogen response as affected by drainage variability and soil type. Precision Agriculture (in press)

  • H Keulen ParticleVan (1976) Evaluation of models G W Arnold C T Wit Particlede (Eds) Critical Evaluation of Systems Analysis in Ecosystem Research and Management Center for Agriculture Publishing and Documentation (PUDOC) Wageningen, Netherlands 22–29

    Google Scholar 

  • J R Williams (1995) The EPIC model V P Singh (Eds) Computer Models of Watershed Hydrology Water Resources Publications Highlands Ranch, CO, USA 909–1000

    Google Scholar 

  • C J Willmott (1981) ArticleTitleOn the validation of models Phys. Geogr. 2 184–194

    Google Scholar 

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Sogbedji, J.M., van Es, .M., Melkonian, J.J. et al. Evaluation of the PNM Model for Simulating Drain Flow Nitrate-N Concentration Under Manure-Fertilized Maize. Plant Soil 282, 343–360 (2006). https://doi.org/10.1007/s11104-006-0006-3

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