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Upscaling Regional Emissions of Greenhouse Gases from Rice Cultivation: Methods and Sources of Uncertainty

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Abstract

One of the important sources of greenhouse gases is the emission of methane from rice fields. Methane emission from rice fields is the result of a complex array of soil processes involving plant-microbe interactions. The cumulative effects of these processes at the level of individual plants influence the global atmospheric composition and make it necessary to expand our research focus from small plots to large landscapes and regions. However, present extrapolations (‘upscaling’) are tenuous at best because of methodological and practical problems. The different steps taken to calculate regional emission strengths are discussed and illustrated by calculations for a case-study in the Philippines. The applicability of high quality, process-based, models of methane emission at the level of individual plants is limited for regional analysis by their large data requirements. Simplified models can be used at the regional level but are not able to capture the complex emission situation. Data availability and model accuracy are therefore often difficult to match. Other common sources of uncertainty are the quality of input data. A critical evaluation of input data should be made in every upscaling study to assess the suitability for calculating regional emissions. For the case-study we show effects of differences in input data caused by data source and interpolation technique. The results from the case-study and similar studies in literature indicate that upscaling techniques are still troublesome and a cause of large uncertainties in regional estimates. The results suggest that some of the stumbling blocks in the conventional upscaling procedure are almost impassable in the near future. Based on these results, a plea is made for meso-level measurements to calibrate and validate upscaling methods in order to be better able to quantify and reduce uncertainties in regional emission estimates.

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References

  • Aselmann I. 1989. Global-scale extrapolation: a critical assessment. In: Andreae M.O., Schimel D.S. and Robertson G.P. (eds), Exchange of Trace Gasses Between Terrestrial Ecosystems and The Atmosphere. Report of the Dahlem Workshop, Berlin 1989, February 19–24. Wiley, Chichester

  • D. Bachelet J. Kern M. Tolg (1995) ArticleTitleBalancing the rice carbon budget in China using spatially-distributed data Ecol. Modelling 79 167–177 Occurrence Handle1:CAS:528:DyaK2MXmt1Cjtbk%3D Occurrence Handle10.1016/0304-3800(94)00031-C

    Article  CAS  Google Scholar 

  • D. Bachelet H.U. Neue (1993) ArticleTitleMethane emissions from wetland rice areas of Asia Chemosphere 26 219–237 Occurrence Handle1:CAS:528:DyaK3sXitFymtbo%3D Occurrence Handle10.1016/0045-6535(93)90423-3

    Article  CAS  Google Scholar 

  • Batjes N.H. 1995. A homogenized soil data file for global environmental research: a subset of FAO, ISRIC and NRCS profiles (Version 1.0). 95/10, ISRIC, Wageningen

  • Z.C. Cai T. Sawamoto C.S. Li G. Kang J. Boonjawat A. Mosier R. Wassmann H. Tsuruta (2003) ArticleTitleField validation of the DnDC model for greenhouse gas emissions in East Asian cropping systems Global Biogeochem. Cyc. 17 IssueID4 1107 Occurrence Handle10.1029/2003GB002046 Occurrence Handle1:CAS:528:DC%2BD2cXhsFKltLY%3D

    Article  CAS  Google Scholar 

  • M.K. Cao J.B. Dent O.W. Heal (1995) ArticleTitleModeling methane emissions from rice paddies Global Biogeochem. Cyc. 9 879–897

    Google Scholar 

  • M.K. Cao K. Gregson S. Marshall (1998) ArticleTitleGlobal methane emission from wetlands and its sensitivity to climate change Atmos. Environ. 32 3293–3299 Occurrence Handle1:CAS:528:DyaK1cXltFOgsLY%3D Occurrence Handle10.1016/S1352-2310(98)00105-8

    Article  CAS  Google Scholar 

  • R.J. Cicerone J.D. Shetter (1981) ArticleTitleSources of atmospheric methane: Measurements in rice paddies and a discussion J. Geophys. Res. 86 7203–7209 Occurrence Handle1:CAS:528:DyaL3MXltFyktbc%3D Occurrence Handle10.1029/JC086iC08p07203

    Article  CAS  Google Scholar 

  • Climate Unit I. 1995. Compilation of Weather Data for 1994, Climate Unit, Agronomy, Plant Physiology, and Agroecology Division, International Rice Research Institute, Los Banos, Philippines

  • T.M. Corton J.B. Bajita C.A. Asis SuffixJr. R. Pamplona (1995) ArticleTitleMethane emission from an irrigated Phillipine paddy field subjected to several fertilizer treatments Philippine J. Crop Sci. 20 IssueID1 39–55

    Google Scholar 

  • H.A.C. Denier van der Gon (2000) ArticleTitleChanges in CH4 emissions from rice fields from 1960 to the 1990s. I. Impacts of modern rice technology Global Biogeochem. Cyc. 14 61–72 Occurrence Handle1:CAS:528:DC%2BD3cXhvVGnu70%3D Occurrence Handle10.1029/1999GB900096

    Article  CAS  Google Scholar 

  • H.A.C. Denier van der Gon S. Houweling P.M. Bodegom ParticleVan P.H. Verburg N. Breemen ParticleVan (2000) ArticleTitleCombining upscaling and downscaling of methane emissions from rice fields: methodologies and preliminary results Nutrient Cyc. Agroecosyst. 58 285–301 Occurrence Handle1:CAS:528:DC%2BD3MXhtVeisbg%3D Occurrence Handle10.1023/A:1009863107151

    Article  CAS  Google Scholar 

  • H.A.C. Denier van der Gon M.J. Kropff N. Breemen Particlevan R. Wassmann R.S. Lantin E. Aduna T.M. Corton H.H. Laar Particlevan (2002) ArticleTitleOptimizing grain yields reduces CH4 emissions from rice paddy fields Proceedings of the National Academy of Sciences 99 IssueID19 12021–12024 Occurrence Handle1:CAS:528:DC%2BD38XntlCltbo%3D Occurrence Handle10.1073/pnas.192276599

    Article  CAS  Google Scholar 

  • S. Frolking C.S. Li R. Braswell J. Fuglestvedt (2004) ArticleTitleShort- and long-term greenhouse gas and radiative forcing impacts of changing water management in Asian rice paddies Global Change Biol. 10 1180–1196 Occurrence Handle10.1111/j.1529-8817.2003.00798.x

    Article  Google Scholar 

  • S.R. Hanna (1982) Handbook on Atmospheric Diffusion Technical Information Center, Department of Energy U.S

    Google Scholar 

  • R.S. Hanson T.E. Hanson (1996) ArticleTitleMethanotrophic bacteria Microbiol. Rev. 60 439–471 Occurrence Handle8801441 Occurrence Handle1:CAS:528:DyaK28XktVejur8%3D

    PubMed  CAS  Google Scholar 

  • M. Heimann T. Kaminski (1999) Inverse modelling approaches to infer surface trace gas fluxes from observed atmospheric mixing ratios A.F. Bouwman (Eds) Approaches to Scaling of Trace Gas Fluxes in Ecosystems. Developments in Atmospheric Science 24 Elsevier Amsterdam

    Google Scholar 

  • S. Houweling T. Kaminski F.J. Dentener J. Lelieveld M. Heimann (1999) ArticleTitleInverse modeling of methane sources and sinks using the adjoint of a global transport model J. Geophys. Res. 104 IssueIDD21 26137–26160 Occurrence Handle1:CAS:528:DyaK1MXotFWqtbg%3D Occurrence Handle10.1029/1999JD900428

    Article  CAS  Google Scholar 

  • Y. Huang R.L. Sass F.M. Fisher (1997) ArticleTitleMethane emission from Texas rice paddy soils. 1. Quantitative multi-year dependence of CH4 emissions to soil, cultivar and grain yield Global Change Biol. 3 479–489 Occurrence Handle10.1046/j.1365-2486.1997.00083.x

    Article  Google Scholar 

  • Y. Huang R.L. Sass F.M. Fisher (1998a) ArticleTitleModel estimates of methane emission from irrigated rice cultivation of China Global Change Biol. 4 809–821 Occurrence Handle10.1046/j.1365-2486.1998.00175.x

    Article  Google Scholar 

  • Y. Huang R.L. Sass F.M. Fisher (1998b) ArticleTitleA semi-empirical model of methane emission from flooded rice paddy soils Global Change Biol. 4 247–268 Occurrence Handle10.1046/j.1365-2486.1998.00129.x

    Article  Google Scholar 

  • InstitutionalAuthorNameIntergovernmental Panel of Climate Change (1997) Revised 1996 IPCC Guidelines for National Greenhouse Gas Inventories Workbook OECD, Paris

    Google Scholar 

  • IRRI 1992. Agrohydrologic and socioeconomic characterization of the rainfed lowland rice research consortium site at Victoria, Tarlac, Philippines, Program report for 1992. International Rice Research Institute, Manila, pp. 66–68

  • InstitutionalAuthorNameIRRI (1995) Program Report for 1995 International Rice Research Institute Manila, Philippines

    Google Scholar 

  • M.A.K. Khalil R.A. Rasmussen M.J. Shearer (1998a) ArticleTitleEffects of production and oxidation processes on methane emissions from rice fields J. Geophys. Res. 103 25233–25239 Occurrence Handle1:CAS:528:DyaK1cXntFSktLY%3D Occurrence Handle10.1029/98JD01116

    Article  CAS  Google Scholar 

  • M.A.K. Khalil R.A. Rasmussen M.J. Shearer R.W. Dalluge L.X. Ren C.L. Duan (1998b) ArticleTitleMeasurements of methane emissions from rice fields in China J. Geophys. Res. 103 25181–25210 Occurrence Handle1:CAS:528:DyaK1cXntFSktLs%3D Occurrence Handle10.1029/97JD02611

    Article  CAS  Google Scholar 

  • M.A.K. Khalil R.A. Rasmussen M.X. Wang L. Ren (1993) ArticleTitleMethane sources in China: historical and current emissions Chemosphere 26 127–142 Occurrence Handle1:CAS:528:DyaK3sXitFylu7o%3D Occurrence Handle10.1016/0045-6535(93)90417-4

    Article  CAS  Google Scholar 

  • A.W. King A.R. Johnson R.V. O’Neill D.L. DeAngelis (1989) ArticleTitleUsing ecosystem models to predict regional CO2 exchange between the atmosphere and the terrestrial biosphere Global Biogeochem. Cyc. 3 337–361 Occurrence Handle1:CAS:528:DyaK3MXhsVOmsLg%3D

    CAS  Google Scholar 

  • T.F. Le Toan F. Ribbens L.-F. Wang N. Floury K.-H. Ding A. Kong M. Fujita T. Kurosu (1997) ArticleTitleRice crop mapping and monitoring useing ERS-1 data based on experiment and modelling results IEEE T. Geosci. Remote Sens. 35 IssueID1 41–56 Occurrence Handle10.1109/36.551933

    Article  Google Scholar 

  • S.A. Levin (1993) Concepts of Scale at the Local Level J.R. Ehleringer C.B. Field (Eds) Scaling Physiological Processes; Leaf to Globe. Physiological Ecology Academic Press San Diego 7–20

    Google Scholar 

  • C.S. Li A. Mosier R. Wassmann Z.C. Cai X.H. Zheng Y. Huang H. Tsuruta J. Boonjawat R. Lantin (2004) ArticleTitleModeling greenhouse gas emissions from rice-based production systems: sensitivity and upscaling Global Biogeochem. Cyc. 18 GB1043 Occurrence Handle10.1029/2003GB002045 Occurrence Handle1:CAS:528:DC%2BD2cXjvF2is70%3D

    Article  CAS  Google Scholar 

  • J.G. Liu Y.H. Zhang K.S. Shao M. Shao L.M. Zeng S.H. Lu S. Slanina H.A.C. Denier van der Gon (2000) ArticleTitleEstimation of regional methane emission from rice fields using simple atmospheric diffusion models Nutrient Cyc. Agroecosyst. 58 IssueID1–3 303–310 Occurrence Handle1:CAS:528:DC%2BD3MXhtVeisbk%3D Occurrence Handle10.1023/A:1009815223989

    Article  CAS  Google Scholar 

  • R. Matthews R. Wassmann J. Arah (2000) ArticleTitleUsing a crop/soil simulation model land GIS techniques to assess methane emissions from rice fields in Asia. I. Model development Nutr. Cycl. Agroecosyst. 58 IssueID1–3 141–159 Occurrence Handle1:CAS:528:DC%2BD3MXhtVeisLk%3D Occurrence Handle10.1023/A:1009894619446

    Article  CAS  Google Scholar 

  • K. Minami A. Mosier R.L. Sass (1994) CH4 and N2O: Global emissions and controls from rice fields and other agricultural and industrial sources Nat Inst Agro-Environm Sci Tsukuba, Japan

    Google Scholar 

  • InstitutionalAuthorNameNational Statistics Office (1994a) 1991 Census of Agriculture, Volume 2: Final report (by location of the farm) Bulacan Republic of the Philippines

    Google Scholar 

  • InstitutionalAuthorNameNational Statistics Office (1994b) 1991 Census of Agriculture, Volume 2: Final report (by location of the farm) Nueva Ecija Republic of the Philippines

    Google Scholar 

  • InstitutionalAuthorNameNational Statistics Office (1994c) 1991 Census of Agriculture, Volume 2: Final report (by location of the farm) Pampanga Republic of the Philippines

    Google Scholar 

  • InstitutionalAuthorNameNational Statistics Office (1994d) 1991 Census of Agriculture, Volume 2: Final report (by location of the farm) Tarlac Republic of the Philippines

    Google Scholar 

  • Neue H.U., Becker-Heidmann P. and Scharpenseel H.W. 1990. Organic matter dynamics, soil properties and cultural practices in rice lands and their relationship to methane production. In: Bouwman E.D. (ed.), Soils and the Greenhouse Effect. John Wiley and Sons, pp. 457–466

  • T. Oberthür A. Dobermann H.U. Neue (1996) ArticleTitleHow good is a reconnaissance soil map for agronomic purposes? Soil Use Manag. 12 33–43

    Google Scholar 

  • T. Oberthür P. Goovaerts A. Dobermann (1999) ArticleTitleMapping soil texture classes using field texturing, particle size distribution and local knowledge by both conventional and geostatistical methods Eur. J. Soil Sci. 50 IssueID3 457–479 Occurrence Handle10.1046/j.1365-2389.1999.00255.x

    Article  Google Scholar 

  • R.V. O’Neill (1979) Transmutation across hierarchical levels G.S. Innis R.V. O’Neill (Eds) Systems Analysis of Ecosystems International Cooperative Publishing House Fairlands, Md. 59–78

    Google Scholar 

  • R.V. O’Neill (1988) Hierarchy theory and global change T. Rosswall R.G. Woodmansee P.G. Risser (Eds) Scales and Global Change. John Wiley and Sons New York 29–45

    Google Scholar 

  • W.J. Parton D.S. Schimel C.V. Cole D.S. Ojima (1987) ArticleTitleAnalysis of factors controlling soil organic matter levels in the Great Plains grasslands Soil Sci. Soc. Am. J. 51 1173–1179 Occurrence Handle1:CAS:528:DyaL2sXmtlGnsbw%3D Occurrence Handle10.2136/sssaj1987.03615995005100050015x

    Article  CAS  Google Scholar 

  • InstitutionalAuthorNamePhilrice/BAS (1995) Provincial Rice Statistics (1995) Philrice Maligaya, Philippines

    Google Scholar 

  • R.A.J. Plant (2000) ArticleTitleRegional analysis of soil-atmosphere nitrous oxide emissions in the Northern Atlantic zone of Costa Rica Global Change Biol. 6 IssueID6 639–653 Occurrence Handle10.1046/j.1365-2486.2000.00352.x

    Article  Google Scholar 

  • R.A. Rastetter A.W. King B.J. Cosby G.M. Hornberger R.V. O’Neill J.E. Hobbie (1992) ArticleTitleAggregating fine-scale ecological knowledge to model coarse-scale attributes of ecosystems Ecol. Applications 2 55–70 Occurrence Handle10.2307/1941889

    Article  Google Scholar 

  • T.L. Root S.H. Schneider (1995) ArticleTitleEcology and climate: research strategies and implications Science 269 334–341 Occurrence Handle1:CAS:528:DyaK2MXntVyit70%3D Occurrence Handle17841250

    CAS  PubMed  Google Scholar 

  • R.L. Sass R.J. Cicerone (2002) ArticleTitlePhotosynthate allocations in rice plants: food production or atmospheric methane, invited commentary Proceedings of the National Academy of Sciences 99 11993–11995 Occurrence Handle1:CAS:528:DC%2BD38XntlCltLk%3D Occurrence Handle10.1073/pnas.202483599

    Article  CAS  Google Scholar 

  • R.L. Sass F.M. Fisher A. Ding Y. Huang (1999) ArticleTitleExchange of methane from rice fields: National, regional, and global budgets J. Geophys. Res. 104 IssueIDD21 26943–26951 Occurrence Handle1:CAS:528:DyaK1MXotFajsLk%3D Occurrence Handle10.1029/1999JD900081

    Article  CAS  Google Scholar 

  • R.L. Sass F.M. Fisher F.T. Turner M.F. Jund (1991) ArticleTitleMethane emission from rice fields as influenced by solar radiation, temperature and straw incorporation Global Biogeochem. Cyc. 5 335–350 Occurrence Handle1:CAS:528:DyaK38XhtFanu7s%3D

    CAS  Google Scholar 

  • R.L. Sass J.A. Andrews A. Ding F.M. Fisher (2002a) ArticleTitleSpatial and temporal variability in methane emissions from rice paddies: implications for assessing regional methane budgets Nutrient Cyc. Agroecosyst. 64 IssueID1–2 3–7 Occurrence Handle1:CAS:528:DC%2BD38XovVClsLo%3D Occurrence Handle10.1023/A:1021107016714

    Article  CAS  Google Scholar 

  • R.L. Sass A. Mosier X.H. Zheng (2002b) ArticleTitleIntroduction and summary: International Workshop on Greenhouse Gas Emissions from Rice Fields in Asia Nutrient Cyc. Agroecosyst. 64 IssueID1–2 ix–xv

    Google Scholar 

  • V. Smil (1999) ArticleTitleChina’s agricultural land China Quart. 158 414–429 Occurrence Handle10.1017/S030574100000583X

    Article  Google Scholar 

  • Soil Survey Staff (1995). Soil Survey Manual, Bureau of Plant Industry, Soils and Agricultural Engineering, USDA

  • P.M. Van Bodegom P.A. Leffelaar A.J.M. Stams R. Wassmann (2000) ArticleTitleModelling methane emissions from rice paddies: variability, uncertainty and sensitivity analysis of processes involved Nutrient Cyc. Agroecosyst. 58 IssueID1–3 231–248 Occurrence Handle1:CAS:528:DC%2BD3MXhtVeisbw%3D Occurrence Handle10.1023/A:1009854905333

    Article  CAS  Google Scholar 

  • Van Bodegom P.M., Verburg P.H. and Denier van der Gon H.A.C. 2002a. Upscaling methane emissions from rice paddies: problems and possibilities. Global Biogeochem. Cy. 16(1): Art. No. 1014

  • P.M. Bodegom ParticleVan P.H. Verburg A. Stein S. Adiningsih H.A.C. Denier van der Gon (2002b) ArticleTitleEffects of interpolations and data resolution on methane emission estimates from rice paddies Ecol. Environ. Stat. 9 5–26 Occurrence Handle10.1023/A:1013755405957

    Article  Google Scholar 

  • P.M. Bodegom ParticleVan R. Wassmann T.M. Metra-Corton (2001) ArticleTitleA process-based model for methane emission predictions from flooded rice paddies Global Biogeochem. Cy. 15 247–263 Occurrence Handle10.1029/1999GB001222

    Article  Google Scholar 

  • van der Woerd H. 2000. Upscaling Methane Emissions from Wetland Rice Fields (UPRICE); Feasibility study on employing radar data for the Philippines – Final report to the BCRS on Phase-1 – Proejct 4.2/AP-09, Institute for Environmental Studies, Amsterdam

  • Ven T.v.d. and Tempel P. 1994. ISIS 4.0, ISRIC Soil Information System. 14, ISRIC, Wageningen

  • P.H. Verburg H.A.C. Denier van der Gon (2001) ArticleTitleSpatial and temporal dynamics of methane emissions from agricultural sources in China Global Change Biol. 7 IssueID1 31–49 Occurrence Handle10.1046/j.1365-2486.2001.00389.x

    Article  Google Scholar 

  • R. Wassmann H. Schütz H. Papen H. Rennenberg W. Seiler D. Aiguo S. Renxing S. Xingjian W. Minxing (1993) ArticleTitleQuantification of methane emissions from Chinese rice fields (Zhejiang Province) as influenced by fertiliser treatment Biogeochemistry 20 83–101 Occurrence Handle1:CAS:528:DyaK2cXhsVaks70%3D

    CAS  Google Scholar 

  • T.J. Wilbanks R.W. Kates (1999) ArticleTitleGlobal changes in local places: How scale matters Climatic Change 43 601–628 Occurrence Handle10.1023/A:1005418924748

    Article  Google Scholar 

  • M. Williams R.A. Rastetter D.N. Fernandes M.L. Goulden G.R. Shaver L.C. Johnson (1997) ArticleTitlePredicting gross primary productivity in terrestrial ecosystems Ecol. Appl. 7 882–894

    Google Scholar 

  • R.G. Woodmansee (1989) Ecosystem Processes and Global Change T. Rosswall R.G. Woodmansee P.G. Risser (Eds) Scales and Global Change Wiley New York 11–27

    Google Scholar 

  • K. Yagi H. Tsuruta K. Kanda K. Minami (1996) ArticleTitleEffect of water managment on methane emission from a Japanese rice paddy field: automated methane monitoring Global Biogeochem. Cyc. 10 255–267 Occurrence Handle1:CAS:528:DyaK28Xjs1Khsbc%3D Occurrence Handle10.1029/96GB00517

    Article  CAS  Google Scholar 

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Verburg, P.H., van Bodegom, P.M., van der Gon, H.A.C.D. et al. Upscaling Regional Emissions of Greenhouse Gases from Rice Cultivation: Methods and Sources of Uncertainty. Plant Ecol 182, 89–106 (2006). https://doi.org/10.1007/s11258-005-9033-z

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