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Use of Artificial Neural Networks in Predicting Direct Nitrous Oxide Emissions from Agricultural Soils

Ecological Chemistry and Engineering S
Volume 20 (2013): Issue 2 (June 2013)
By:
Open Access
|May 2013

References

  1. [1] Duretz S, Drouet JL, Durand P, Cellier P. Influence of short-term transfers on nitrogen fluxes, budgets and indirect N2O emissions in rural landscapes. Biogeosciences Discussions. 2011;8:7593-7622. DOI:10.5194/bgd-8-7593-2011.10.5194/bgd-8-7593-2011
    Search in Google Scholar
  2. [2] Forster PV, Ramaswamy P, Artaxo T, Berntsen R, Betts DW, Fahey J, et al. Changes in atmospheric constituents and in radiative forcing. In Climate Change 2007: The Physical Science Basis. Contribution of Working Group I to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change. Edited by Solomon S, Qin D, Manning M, Chen Z, Marquis M, Averyt KB, Tignor M, Miller HL. Cambridge University Press; 2007:129-234.
    Search in Google Scholar
  3. [3] De Klein C, Novoa RSA, Ogle S, Smith KA, Rochette P, Wirth TC, et al. Chapter 11: N2O Emissions from Managed Soils, and CO2 Emissions from Lime and Urea Application 2006 IPCC Guidelines for National Greenhouse Gas Inventories 11.1.
    Search in Google Scholar
  4. [4] Firestone MK, Davidson EA. Microbial basis of NO and N2O production and consumption in soils. In: Exchange of Trace Gases Between Terrestrial Ecosystems and the Atmosphere. Andreae MO, Schimel DS, editors. John Wiley & Sons. 1989;7-21.
    Search in Google Scholar
  5. [5] Sapek A. Emisja tlenków azotu (NOx) z gleb uprawnych i ekosystemów naturalnych do atmosfery. Woda - Środowisko - Obszary wiejskie. 2008;8.1(22);283-304.
    Search in Google Scholar
  6. [6] Skiba U, Smith KA, Fowler D. Nitrification and denitrification as sources of nitric oxide and nitrous oxide in a sandy loam soil. Soil Biol Biochem. 1993;25(11):1527-1536. DOI: 10.1016/0038-0717(93)90007-X.10.1016/0038-0717(93)90007-X
    Search in Google Scholar
  7. [7] Syakila A, Kroeze C. The global nitrous oxide budget revisited. Greenhouse Gas Measurement and Management. 2011;1:17-26. DOI: 10.3763/ghgmm.2010.0007.10.3763/ghgmm.2010.0007
    Search in Google Scholar
  8. [8] Butterbach-Bahl K, Nemitz E, Zaehle S, Billen G, Boeckx P, Erisman JW, et al. Nitrogen as a threat to the European greenhouse balance. In: The European Nitrogen Assessment: Sources, Effects and Policy Perspectives. Cambridge University Press. 2011:434-462.10.1017/CBO9780511976988.022
    Search in Google Scholar
  9. [9] Clough TJ, Sherlock RR, Rolston DE. A review of the movement and fate of N2O in the subsoil. Nutr Cycl Agroecosyst. 2005;72:3-11. DOI 10.1007/s10705-004-7349-z.10.1007/s10705-004-7349-z
    Search in Google Scholar
  10. [10] Groffman PM, Gold AJ, Kellog DQ, Addy K. Mechanisms, rates and assessment of N2O in groundwater, riparian zones and rivers. In: van Ham J. et al. (eds). Non-CO2 Greenhouse Gases: Scientific Understanding, Control Options and Policy Aspects. Proceedings of the Third International Symposium, Maastricht, The Netherlands, Rotterdam: Millpress; 2002.
    Search in Google Scholar
  11. [11] Jugowar JL. Ekspertyza Aktualne kierunki badań nad redukcją gazów i odorów z budynków inwentarskich. AgEngPol. 2008;1-19. http://www.agengpol.pl/LinkClick.aspx?fileticket=%2BVh%2BgBILb%2Fw%3D& tabid=144.
    Search in Google Scholar
  12. [12] Zaliwski A. Emisja gazów cieplarnianych przez rolnictwo. Studia i Raporty IUNG-PIB. 2007;4:35-46.
    Search in Google Scholar
  13. [13] Hickman JE, Havlikova M, Kroeze C, Palm CA. Current and future nitrous oxide emissions from African agriculture. Curr Opin Environ Sustain. 2011;3:370-378. DOI: 10.1016/j.cosust.2011.08.001.10.1016/j.cosust.2011.08.001
    Search in Google Scholar
  14. [14] IPCC: Fourth Assessment Report on Climate Change Impacts, Adaptation and Vulnerability for Researchers, Students, Policymakers. Cambridge University Press; 2007.
    Search in Google Scholar
  15. [15] Gao B, Ju XT, Zhang Q, Christie P, Zhang FS. New estimates of direct N2O emissions from Chinese croplands from 1980 to 2007 using localized emission factors. Biogeosciences. 2011;8:3011-3024. DOI:10.5194/bg-8-3011-2011.10.5194/bg-8-3011-2011
    Search in Google Scholar
  16. [16] Jiang JY, Hu ZH, Sun WJ, Huang Y. Nitrous oxide emissions from Chinese cropland fertilized with a range of slowrelease nitrogen compounds. Agr Ecosyst Environ. 2010;135;216-225. DOI: 10.1016/j.agee.2009.09.014, 2010.10.1016/j.agee.2009.09.014
    Search in Google Scholar
  17. [17] Bebkiewicz K, Cieślińska J, Dębski B, Kanafa M, Kargulewicz I, Olecka A, et al. Krajowy Raport inwentaryzacyjny 2011, Inwentaryzacja gazów cieplarnianych w Polsce dla lat 1988-2009, Warszawa: KOBIZE; 2011.
    Search in Google Scholar
  18. [18] Użytkowanie gruntów, powierzchnia zasiewów i pogłowie zwierząt gospodarskich w 2011r. Warszawa: GUS; 2011.
    Search in Google Scholar
  19. [19] Bouwman AF. Compilation of a Global Inventory of Emissions of Nitrous Oxide. Wageningen: Landbouwuniversiteit; 1995.
    Search in Google Scholar
  20. [20] Flessa H, Doersch P, Beese F, Koenig H, Bouwman AF. Influence of cattle excrements on nitrous oxide and methane fluxes in pasture land. J Environ Qual. 1996;25:1366-1370. DOI: 10.2134/jeq1996.00472425002500060028x.10.2134/jeq1996.00472425002500060028x
    Search in Google Scholar
  21. [21] Mosier AR, Duxbury JM, Freney JR, Heinemeyer O, Minami K. Nitrous oxide emissions from agricultural fields: Assessment, measurement and mitigation. Plant Soil.1996;181:95-108.10.1007/BF00011296
    Search in Google Scholar
  22. [22] Oenema O, Wrage N, Velthof GL, van Groenigen JW, Dolfing J, Kuikman PJ. Trends in global nitrous oxide emissions from animal production Systems. Nutr Cycl Agroecosys. 2005;72:51-65. DOI: 10.1007/s10705-004-7354-2.10.1007/s10705-004-7354-2
    Search in Google Scholar
  23. [23] Mosier AR, Kroeze C, Nevison C, Oenema O, Seitzinger S, Van Cleemput O. Closing the global N2O budget: nitrous oxide emissions through the agricultural nitrogen cycle. Nutr Cycl Agroecosys. 1998;52;225-248. DOI: 10.1023/A:1009740530221.10.1023/A:1009740530221
    Search in Google Scholar
  24. [24] Winnicki S, Jugowar JL, Karłowski J. Monitorowanie gospodarstw rolnych jako źródeł emisji rolniczych. Raport z realizacji umowy pomiędzy Ministerstwem Rolnictwa i Rozwoju Wsi a Instytutem Technologiczno-Przyrodniczym w Falentach, umowa o dzieło nr 251/2010 zawarta w dniu 31.05.2010. Poznań 2010.
    Search in Google Scholar
  25. [25] Myczko A., Karłowski J., Szulc R., Detailed Investigations of Methane and Dinitrogen Oxide Emissions from Enteric Fermantation and from Animal Excreta. In: Elimination of Agricultural Risks to Health and Environmental. Myczko A, editor. Scienfic Network Agrorisks, Poznań: IBMER; 2003;119-126.
    Search in Google Scholar
  26. [26] Tadeusiewicz R, Lula P. Statistica Neural Networks PL: Wprowadzenie do sieci neuronowych. Kraków: StatSoft Polska; 2001 [in Polish].
    Search in Google Scholar
  27. [27] Tadeusiewicz R. Sieci neuronowe. Warszawa: Akademicka Oficyna Wydawnicza; 1993.
    Search in Google Scholar
  28. [28] FAOSTAT:http://faostat.fao.org/site/573/DesktopDefault.aspx?PageID=573#ancor [accessed: 10.11.2012].
    Search in Google Scholar
  29. [29] IFA: http://www.fertilizer.org/ifa/ifadata/search [accessed: 10.11.2012].
    Search in Google Scholar
  30. [30] United Nations Framework Convention on Climate Change: http://unfccc.int/di/DetailedByGas/ Event.do?event=go [accessed: 10.11.2012].
    Search in Google Scholar
  31. [31] Niżewski P, Dach J, Boniecki P. Zastosowanie sztucznych sieci neuronowych do modelowania procesu emisji amoniaku z pól nawożonych gnojowicą. Inż Roln. 2007;2(90):235-242.
    Search in Google Scholar
  32. [32] Żurada J, Barski M, Jędruch W. Sztuczne sieci neuronowe. Warszawa: WN PWN; 1996.
    Search in Google Scholar
  33. [33] Miatkowski Z, Turbiak J, Burczyk P, Myczko A, Karłowski J. Prognozy zmian aktywności w sektorze rolnictwa, zawierające informacje niezbędne do wyliczenia szacunkowej wielkości emisji gazów cieplarnianych. Bydgoszcz, Poznań; 2010.
    Search in Google Scholar
  34. [34] Wojanowska T, Panak H, Sienkiewicz S. Reakcja rzepaku ozimego na wzrastającym poziom nawożenia azotem w warunkach czarnych gleb kętrzyńskich. Rośliny Oleiste. 1995;16:173-180.
    Search in Google Scholar
  35. [35] Dłużniewska J, Nadolnik M, Kulig B. Choroby rzepaku ozimego w zależności od poziomu zaopatrzenia roślin w azot i siarkę. Prog in Plant Protect. 2011;51(4): 1811-1815.
    Search in Google Scholar
DOI: https://doi.org/10.2478/eces-2013-0030 | Journal eISSN: 2084-4549 | Journal ISSN: 1898-6196
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Language: English
Page range: 419 - 428
Published on: May 29, 2013
Published by: Society of Ecological Chemistry and Engineering
In partnership with: Paradigm Publishing Services
Publication frequency: 4 times per year
Keywords:
greenhouse gases,
nitrous oxide,
Direct Soil Emissions,
modeling,
predicting,
artificial neural network,
livestock production,
crops
Related subjects:
Chemistry,
Sustainable and green chemistry,
Engineering,
Electrical engineering,
Energy engineering,
Life sciences,
Ecology

© 2013 Alicja Kolasa-Więcek, published by Society of Ecological Chemistry and Engineering
This work is licensed under the Creative Commons License.

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