Soil NO emissions modelling using artificial neural network
References
-
Anderson
, I. C., Levine, J. S., Poth, M. A.and Riggan, P. J. 1988. Enhanced biogenic emissions of nitric oxide and nitrous oxide fol-lowing surface biomass burning. J. Geophys. Res. 93( D4), 3893– 3898. -
Austin
, A. T., Yahdjian, L., Stark, J. M., Belnap, J., Porporato, A.Water pulses and biogeochemical cycles in arid and semi arid ecosystems. Oecologia 141, 221– 235. -
Bertram
, T. H., Heckel, A., Richter, A., Burrows, J. Pand Cohen, R. C. 2005.Satellite measurements of daily variations in soil NOx emis-sions. Geophys. Res. Lett. 32, 10.1029/2005GL024640. -
Bouwman
, A. E, Boumans, L. J. M.and Batjes, N. H. 2002a. Emissions of N20 and NO from fertilized fields: Summary of available measurement data. Global Biogeochem. Cycles, 1058, 10.1029/2001GB001811. -
Bouwman
, A. F., Boumans, L. J. M.and Batjes, N. H. 2002b. Modeling global annual N20 and NO emissions from fertilized fields. Global Biogeochem. Cycles, 1080, 10.1029/2001GB001812. -
Breuer
, L., Papen, H.and Butterbach-Bahl, K. 2000.N20 emission from tropical forest soils of Australia. J. Geophys. Res. 105( D21), 26 353-26 367. -
Butterbach-Bahl
, K., Stange, F., Papen, H.and Li, C. 2001.Regional inventory of nitric oxide and nitrous axide emissions for forest soils of southeast Germany using the biogeochemical model PnET-N-DNDC. J. Geophys. Res. 106, 34155– 34166. -
Butterbach-Bahl
, K., Kock, M., Willibald, G., Hewett, B., Buhagiar, S., Papen and co-authors. 2004.Temporal variations of fluxes of NO, NO2, N20, CO2 and CH4 in a tropical rain forest ecosystem. Global Biogeochem. Cycles 18, GB3012, 10.1029/2004GB002243. -
Cardenas
, L., Rondon, A., Johansson, C.and Sanhueza, E. 1993.Effects of soil moisture, temperature and inorganic nitrogen on nitric oxide emissions from acidic tropical savannah soils. J. Geophys. Res. 98, 14783– 14790. -
Conrad
, R. 1996. Soil microorganisms as controllers of atmospheric trace gases (H2, CH4, OCS, N20 and NO). MicrobioL.Rev. 60, 609– 640. -
Davidson
, E. A. 1991.Fluxes of nitrous oxide and nitric oxide from terrestrial ecosystems. In: Microbial Production and Consumption of Greenhouse Gases: Methane, Nitrogen Oxides and Halomethanes (eds. J. E.and W. B.) American Society for Micro-biology, Washington, 219– 235. -
Davidson
, E. A.and Kingerlee, W. 1997. A global inventory of nitric oxide emissions from soils. Nutr CycL Agroecosyst. 48, 37– 50. -
Delmas
, R., Serya, D.and Jambert, C.Global inventory of NOx sources. Nutr CycL Agroecosyst. 48, 51– 60. -
Diallo
, A.and Gjessing, J. 1999. Natural resources management: Morpho-pedology in Gourma region . SSE Research program Mali-Norway (in French), CNRST-IER-Oslo University (Norway). -
Dutot
, A., Rude, J.and Aumont, B. 2003. Neural network method to estimate the aqueous rate constants for the OH reactions with organic compounds. Atmos. Environ. 37, 269– 276. -
Dreyfus
, G., Martinez, J. M., Samuelides, M., Gordon, M. B., Badran, F., Thiria, S.In: Neural Networks. Methodology and applications (In French). Eyrolles, Paris. -
Ganzeveld
, L. N., Lelieveld, J., Dentener, F. J., Krol, M. C., Bouwman, A. J.Global soil-biogenic emis-sions and the role of canopy processes. J. Geophys. Res. 107( D16), 10.1029/20011JD001289. -
Gardner
, M. W.and Dorling, S. R. 1998. Artificial neural networks (The multilayer Perceptron)- A review of applications in the atmospheric sciences. Atmos. Environ. 32, 2627– 2636. -
Gardner
, M. W.and Dorling, S. R. 1999. Neural network modelling and prediction of hourly NOx and NO2 concentrations in urban air in London. Atmos. Environ. 33, 709– 719. -
Horii
, C. V, Munger, J. W., Wofsy, S. C., Zahniser, M., Nelson, D.Fluxes of nitrogen oxides over a temperate deciduous forest. J. Geophys. Res. 109, D08305, 10.1029/2003JDO04326. -
Hsieh
, W. W.and Tang, B. 1998. Applying neural network models to prediction and data analysis in meteorology and oceanography. Bull. of the American Meteorological Society, 1855– 1869. -
Jaegle
, L., Martin, R. V., Chance, K., Steinberger, L., Kurosu, T. P.Satellite mapping of rain-induced nitric oxide emissions from soils. J. Geophys. Res. 109, 10.1029/2003JD004406. -
Johansson
, C., Rodhe, H.and Sanhueza, E. 1988. Emission of NO in a tropical savanna and a cloud forest during the dry season. J. Geophys. Res. 93, 7180– 7192. -
Kesilc
, M., Ambus, P., Baritz, R., Briiggemann, N., Butterbach-Bahl, K. and co-authors. 2005.Inventories of N20 and NO emissions from European forest soils Biogeosciences 2, 353– 375. -
Kiese
, R., Li, C., Hilbert, D. W., Papen, H.and Butterbach-Bahl, K. 2005. Regional application of PnET-N-DNDC for estimating the N20 source strength of tropical rainforests in Wet Tropics of Australia. Global Change Biol. 11( 1), 128– 144. -
Kullback
, S.and Leibler, R. 1951. On information and sufficiency. Ann. Math. Stat. 22, 79– 86. -
Kullback
, S. 1959. Statistics and Information Theory . Dover Publica-tions, New York. -
Laville
, P., Henault, C., Gabrielle, B.and Serya, D. 2005. Measurement and modelling of NO fluxes over maize and wheat crops during their growing seasons: effect of crop management. Nutr. CycL Agroecosyst. 72, 159– 171. -
Le Roux
, X., Abbadie, L., Lensi, R.and Serya, D. 1995. Emission of nitrogen monoxide from African tropical ecosystems: control of emis-sion by soil characteristics in humid and dry savannas of West Africa. J. Geophys. Res. 9100, 23133– 23142. -
Li
, C., Aber, J., Stange, F., Butterbach-Bahl, K. and Papen, H. 2000.A process-oriented model of N20 and NO emissions from forest soils: 1. Model development. J. Geophys. Res. 105, 4369– 4384. -
Ludwig
, J Meixner, F. X., Vogel, B. and Förstner, J. 2001.Soil-air exchange fo nitric oxide: An overview of processes, environmental factors, and modelling studies. Biogeochemistiy 52, 225– 257. -
Martin
, R. E., Scholes, M. C., Mosier, A. R., Ojima, D. S., Holland, E. A.Controls on annual emissions of nitric oxide from soils of the Colorado shortgrass steppe. Global Biogeochem. Cycles 12, 81– 91. -
Meixner
, E X.and Yang, W. X. 2004. Biogenic emissions of nitric oxide and nitrous oxide from arid and semi-arid land. Thyland Ecohydrology (eds. P. D'Odorico and A. Porporato). Kluwer Academic Publishers B.V., Dordrecht, The Netherlands, pp. 23-46. J.. J. Geophys. Res. 97, 3787– 3804. -
Navone
, H. D.and Ceccatto, H. A. 1994. Predicting Indian monsoon rainfall: a neural network approach. Clim. Dyn., 305– 312.. J. Geophys. Res. 104, 1621– 1629. -
Otter
, L. B., Yang, W. X., Scholes, M. C.and Meixner, F. X.Nitric oxide emissions from a Southern African Savanna. J. Geophys. Res. 104, 18471– 18485. -
Parsons
, D. A. B., Scholes, M. C., Scholes, R. J. and Levine, J. S. 1996.Biogenic NO emissions from savanna soils as a function of fire regime, soil type, soil nitrogen and water status. J. Geophys. Res. 101, 23683– 23688. -
Parton
, W. J., Holland, E. E., Del Grosso, J., Hartman, M. D., Martin, R. E. and co-authors. 2001.Generalized model for NOx and N20 emissions from soils. J. Geophys. Res. 106, 17403– 17419. -
Potter
, C. S., Matson, P. A., Vitousek, P. M.and Davidson, E. A. 1996.Process modelling of controls on nitrogen trace gas emissions from soils worldwide. J. Geophys. Res. 101, 1361– 1377. -
Reiners
, W. A., Liu, S., Gerow, K. G., Keller, M.and Schimel, D. S. 2002. Historical and future land use effects on N20 and NO emissions using an ensemble modelling approach: Costa Rica's Car-ribean lowlands as an example. Global Biogeochem. Cycles, 1068, 10.1029/2001GB001437. -
Roelle
, P. A., Aneja, V. P., Gay, B., Geron, C.and Pierce, T.Biogenic nitric oxide emissions from cropland soils. Atmos. Environ. 35, 115– 124. -
Roelle
, P. A., Aneja, V. P., Mathur, R., Vukovich, J. and Peirce, J. 2002.Modeling nitric oxide emissions from biosolid amended soils. Atmos. Environ. 36, 5687– 5696. -
Sanhueza
, E., Hao, W. M., Scharffe, D., Donoso, L.and Crutzen, P. J.N20 and NO emissions from soils of the Northern part of the Guyana Shield, Venezuela. J. Geophys. Res. 95, 22481– 22488. -
Schindlbacher
, A., Zeichmeister-Boltenstern, S.and Butterbach-Bahl, K. 2004. Effects of soil moisture and temperature on NO, NO2 and N20 emissions from European forest soils. J. Geophys. Res. 109, D17302, 10.1029/2004JD004590. -
Schlecht
, E., Fernandez-Rivera, S.and Hiernaux, P. 1997. Timing, size and nitrogen concentration of faecal and urinary excretions in cat-tle, sheep and goats: Can they be exploited for better manuring of cropland? In: Soil Fertility Management in West African Land Use Ssytems (eds . G. Renard, A. Neef, K. Becker and M. von Oppen), Margarf Verlag, Niamey, Niger, Weikersheim, Germany. -
Schlecht
, E.and Hiernaux, P. 2004. Beyond adding up inputs and outputs: process assessment and upscaling in modelling nutrient flows. Nutr CycL AgroecosysL, 303– 319. -
Serya
, D., Delmas, R., Jambert, C.and Labroue, L. 1994. Emissions of nitrogen oxides from equatorial rain forest in central Africa: ori-gin and regulation of NO emissions from soils. Tellus, 243– 254. -
Serya
, D., Delmas, R., Le Roux, X., Parsons, D. A. B., Scholes, M. C., Abbadie, L.Comparison of nitrogen monoxide emissions from several African tropical ecosystems and influence of season and fire. Global Biogeochem. Cycles 12, 637– 651. -
Shepherd
, M. E, Barzetti, S.and Hastie, D. R. 1991. The production of atmospheric NOx and N20 from a fertilized agricultural soil. Atmos. Environ. 25A, 1961– 1969. -
Slciba
, U., Hargreaves, K. J., Fowler, D. and Smith, K. A. 1992.Fluxes of nitric and nitrous oxides from agricultural soils in a cool temperate climate. Atmos. Environ. 26A, 2477– 2488. -
Van Dijk
, S.and Meixner, E. Production and consumption of NO in forest and pasture soils from the Amazon basin. Water Air, and Soil Pollution, 119– 130. -
Vapnilc
, V. N. 1995. The nature of statistical learning theory. Springer. Williams, E. J., Guenther, A. and Fehsenfeld, E C.. J. Geophys. Res. 97, 7511– 7519. -
Yang
, W. X.and Meixner, F. X. 1997.Laboratory studies on the re-lease of nitric oxide from sub-tropical grassland soils: The effect of soil temperature and moisture. In: Gaseous Nitrogen Emissions from Grasslands (eds. S. C.and B. F.), CAB International, Wallingford, New York, pp. 67– 70. -
Yan
, X., Ohara, T.and Akimoto, H. 2005.Statistical modelling of global soil NOx emissions. Global Biogeochem. Cycles 19, GB3019, 10.1029/2004GB002276. -
Yi
, J.and Prybutok, V. R. 1996. A neural network model forecasting for prediction of daily maximum ozone concentration in an industrialized urban area. Environmental Poll. 92, 349– 357. -
Yienger
, J. J.and Levy, H. II, 1995.Empirical model of global soil-biogenic NOx emissions. J. Geophys. Res. 100, 11447– 11464.
DOI: https://doi.org/10.1111/j.1600-0889.2007.00254.x | Journal eISSN: 1600-0889
Language: English
Page range: 502 - 513
Submitted on: Apr 27, 2006
Accepted on: Oct 25, 2006
Published on: Jan 1, 2007
Published by: Stockholm University Press
In partnership with: Paradigm Publishing Services
© 2007 Claire Delon, Dominique Serça, Christophe Boissard, Richard Dupont, Alain Dutot, Patricia Laville, Patricia De Rosnay, Robert Delmas, published by Stockholm University Press
This work is licensed under the Creative Commons Attribution 4.0 License.