IDEAS home Printed from https://ideas.repec.org/p/ags/hebarc/18372.html

Historical Development and Applications of the EPIC and APEX Models

Author

Listed:
  • Gassman, Philip W.
  • Williams, Jimmy R.
  • Benson, Verel W.
  • Izaurralde, R. Cesar
  • Hauck, Larry M.
  • Jones, C. Allan
  • Atwood, Jay D.
  • Kiniry, James R.
  • Flowers, Joan D.

Abstract

The development of the field-scale Erosion Productivity Impact Calculator (EPIC) model was initiated in 1981 to support assessments of soil erosion impacts on soil productivity for soil, climate, and cropping conditions representative of a broad spectrum of U.S. agricultural production regions. The first major application of EPIC was a national analysis performed in support of the 1985 Resources Conservation Act (RCA) assessment. The model has continuously evolved since that time and has been applied for a wide range of field, regional, and national studies both in the U.S. and in other countries. The range of EPIC applications has also expanded greatly over that time, including studies of (1) surface runoff and leaching estimates of nitrogen and phosphorus losses from fertilizer and manure applications, (2) leaching and runoff from simulated pesticide applications, (3) soil erosion losses from wind erosion, (4) climate change impacts on crop yield and erosion, and (5) soil carbon sequestration assessments. The EPIC acronym now stands for Erosion Policy Impact Climate, to reflect the greater diversity of problems to which the model is currently applied. The Agricultural Policy EXtender (APEX) model is essentially a multi-field version of EPIC that was developed in the late 1990s to address environmental problems associated with livestock and other agricultural production systems on a whole-farm or small watershed basis. The APEX model also continues to evolve and to be utilized for a wide variety of environmental assessments. The historical development for both models will be presented, as well as example applications on several different scales.

Suggested Citation

  • Gassman, Philip W. & Williams, Jimmy R. & Benson, Verel W. & Izaurralde, R. Cesar & Hauck, Larry M. & Jones, C. Allan & Atwood, Jay D. & Kiniry, James R. & Flowers, Joan D., 2005. "Historical Development and Applications of the EPIC and APEX Models," Hebrew University of Jerusalem Archive 18372, Hebrew University of Jerusalem.
  • Handle: RePEc:ags:hebarc:18372
    DOI: 10.22004/ag.econ.18372
    as

    Download full text from publisher

    File URL: https://ageconsearch.umn.edu/record/18372/files/wp050397.pdf
    Download Restriction: no

    File URL: https://libkey.io/10.22004/ag.econ.18372?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. JunJie Wu & Mark L. Teague & Harry P. Mapp & Daniel J. Bernardo, 1995. "An Empirical Analysis of the Relative Efficiency of Policy Instruments to Reduce Nitrate Water Pollution in the U.S. Southern High Plains," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 43(3), pages 403-420, November.
    2. P. G. Lakshminarayan & P W. Gassman & A. Bouzaher & R. C. Izaurralde, 1996. "A Metamodeling Approach to Evaluate Agricultural Policy Impact on Soil Degradation in Western Canada," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 44(3), pages 277-294, November.
    3. Gassman, Philip W. & Campbell, Todd D. & Izaurralde, R. Cesar & Thomson, Allison M. & Atwood, Jay D., 2003. "Regional Estimation Of Soil Carbon And Other Environmental Indicators Using Epic And I_epic," CARD Technical Report Series 18647, Iowa State University, Center for Agricultural and Rural Development.
    4. Hughes, David & Butcher, Walter & Jaradat, Abdullah & Penaranda, Water, 1995. "Economic analysis of the long-term consequences of farming practices in the barley cropping area of Jordan," Agricultural Systems, Elsevier, vol. 47(1), pages 39-58.
    5. GR Pautsch & LA Kurkalova & BA Babcock & CL Kling, 2001. "The Efficiency Of Sequestering Carbon In Agricultural Soils," Contemporary Economic Policy, Western Economic Association International, vol. 19(2), pages 123-134, April.
    6. Evers, A. J. M. & Elliott, R. L. & Stevens, E. W., 1998. "Integrated decision making for reservoir, irrigation, and crop management," Agricultural Systems, Elsevier, vol. 58(4), pages 529-554, December.
    7. Taylor, Michael L. & Adams, Richard M. & Miller, Stanley F., 1992. "Farm-Level Response To Agricultural Effluent Control Strategies: The Case Of The Willamette Valley," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 17(01), pages 1-13, July.
    8. Hongli Feng & Lyubov A. Kurkalova & Catherine L. Kling & Philip W. Gassman, 2004. "Environmental Conservation in Agriculture: Land Retirement versus Changing Practices on Working Land," Center for Agricultural and Rural Development (CARD) Publications 04-wp365, Center for Agricultural and Rural Development (CARD) at Iowa State University.
    9. Mark L. Teague & Daniel J. Bernardo & Harry P. Mapp, 1995. "Meeting Environmental Goals Efficiently on a Farm-Level Basis," Review of Agricultural Economics, Agricultural and Applied Economics Association, vol. 17(1), pages 37-50.
    10. P. G. Lakshminarayan & Jay D. Atwood & Stanley R. Johnson & Vince A. Sposito, 1991. "Compromise Solution for Economic-Environmental Decisions in Agriculture," Center for Agricultural and Rural Development (CARD) Publications 91-wp72, Center for Agricultural and Rural Development (CARD) at Iowa State University.
    11. Cabelguenne, M. & Jones, C. A. & Marty, J. R. & Dyke, P. T. & Williams, J. R., 1990. "Calibration and validation of EPIC for crop rotations in southern France," Agricultural Systems, Elsevier, vol. 33(2), pages 153-171.
    12. Jones, C. A. & Dyke, P. T. & Williams, J. R. & Kiniry, J. R. & Benson, V. W. & Griggs, R. H., 1991. "EPIC: An operational model for evaluation of agricultural sustainability," Agricultural Systems, Elsevier, vol. 37(4), pages 341-350.
    13. Lee, Jeffrey J. & Phillips, Donald L. & Dodson, Rusty F., 1996. "Sensitivity of the US corn belt to climate change and elevated CO2: II. Soil erosion and organic carbon," Agricultural Systems, Elsevier, vol. 52(4), pages 503-521, December.
    14. Izaurralde, R. Cesar & Gassman, Philip W. & Bouzaher, Aziz & Tajek, J. & Lakshminarayan, P. G. & Dumanski, J. & Kiniry, James R., 1997. "Application of Epic Within an Integrated Modeling System to Evaluate Soil Erosion in the Canadian Prairies," Staff General Research Papers Archive 1096, Iowa State University, Department of Economics.
    15. Chowdhury, Manzoor E. & Lacewell, Ronald D., 1996. "Implications Of Alternative Policies On Nitrate Contamination Of Groundwater," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 21(01), pages 1-14, July.
    16. Deybe, Daniel & Flichman, Guillermo, 1991. "A regional agricultural model using a plant growth simulation program as activities generator-- an application to a region in Argentina," Agricultural Systems, Elsevier, vol. 37(4), pages 369-385.
    17. John C. Foltz & John G. Lee & Marshall A. Martin & Paul V. Preckel, 1995. "Multiattribute Assessment of Alternative Cropping Systems," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 77(2), pages 408-420.
    18. Coiner, Colette & Wu, JunJie & Polasky, Stephen, 2001. "Economic and environmental implications of alternative landscape designs in the Walnut Creek Watershed of Iowa," Ecological Economics, Elsevier, vol. 38(1), pages 119-139, July.
    19. Rinaldi, Michele, 2001. "Application of EPIC model for irrigation scheduling of sunflower in Southern Italy," Agricultural Water Management, Elsevier, vol. 49(3), pages 185-196, August.
    20. Favis-Mortlock, D. T. & Evans, R. & Boardman, J. & Harris, T. M., 1991. "Climate change, winter wheat yield and soil erosion on the English south downs," Agricultural Systems, Elsevier, vol. 37(4), pages 415-433.
    21. Lakshminarayan, P. G. & Atwood, J. D. & Johnson, Stanley R. & Sposito, V. A., 1991. "Compromise Solution for Economic-Environmental Decisions in Agriculture," Staff General Research Papers Archive 375, Iowa State University, Department of Economics.
    22. Kiniry, James R. & Williams, J. R. & Gassman, Philip W. & Debacke, P., 1992. "General, Process-Oriented Model for Two Competing Plant Species (A)," Staff General Research Papers Archive 483, Iowa State University, Department of Economics.
    23. Kramer, L.A. & Gassman, Philip W. & Chung, S.W. & Williams, Jimmy R. & Gu, R., 1995. "Validation of EPIC for Two Watersheds in Southwest Iowa," Hebrew University of Jerusalem Archive 18399, Hebrew University of Jerusalem.
    24. Phillips, Donald L. & Lee, Jeffrey J. & Dodson, Rusty F., 1996. "Sensitivity of the US corn belt to climate change and elevated CO2: I. Corn and soybean yields," Agricultural Systems, Elsevier, vol. 52(4), pages 481-502, December.
    25. Cabelguenne, M. & Debaeke, Ph. & Puech, J. & Bosc, N., 1997. "Real time irrigation management using the EPIC-PHASE model and weather forecasts," Agricultural Water Management, Elsevier, vol. 32(3), pages 227-238, March.
    26. Philip W. Gassman, 1997. "National Pilot Program Integrated Modeling System: Environmental Baseline Assumptions and Results for the APEX Model. Livestock Series Report 9, The," Center for Agricultural and Rural Development (CARD) Publications 97-sr85, Center for Agricultural and Rural Development (CARD) at Iowa State University.
    27. M. Mimouni & S. Zekri & G. Flichman, 2000. "Modelling the trade‐offs between farm income and the reduction of erosion and nitrate pollution," Annals of Operations Research, Springer, vol. 94(1), pages 91-103, January.
    28. Meza, Francisco J. & Wilks, Daniel S., 2004. "Use of seasonal forecasts of sea surface temperature anomalies for potato fertilization management. Theoretical study considering EPIC model results at Valdivia, Chile," Agricultural Systems, Elsevier, vol. 82(2), pages 161-180, November.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. is not listed on IDEAS
    2. Lychuk, Taras E. & Moulin, Alan P. & Lemke, Reynald L. & Izaurralde, Roberto C. & Johnson, Eric N. & Olfert, Owen O. & Brandt, Stewart A., 2021. "Modelling the effects of climate change, agricultural inputs, cropping diversity, and environment on soil nitrogen and phosphorus: A case study in Saskatchewan, Canada," Agricultural Water Management, Elsevier, vol. 252(C).
    3. Scott, Michael J. & Daly, Don S. & Zhou, Yuyu & Rice, Jennie S. & Patel, Pralit L. & McJeon, Haewon C. & Page Kyle, G. & Kim, Son H. & Eom, Jiyong & Clarke, Leon E., 2014. "Evaluating sub-national building-energy efficiency policy options under uncertainty: Efficient sensitivity testing of alternative climate, technological, and socioeconomic futures in a regional integrated-assessment model," Energy Economics, Elsevier, vol. 43(C), pages 22-33.
    4. Thayalakumaran, T. & Roberts, A. & Beverly, C. & Vigiak, O. & Norng, S. & Stott, K., 2016. "Assessing nitrogen fluxes from dairy farms using a modelling approach: A case study in the Moe River catchment, Victoria, Australia," Agricultural Water Management, Elsevier, vol. 178(C), pages 37-51.
    5. repec:ias:cpaper:13-tr50 is not listed on IDEAS
    6. Lychuk, Taras E. & Hill, Robert L. & Izaurralde, Roberto C. & Momen, Bahram & Thomson, Allison M., 2021. "Evaluation of climate change impacts and effectiveness of adaptation options on nitrate loss, microbial respiration, and soil organic carbon in the Southeastern USA," Agricultural Systems, Elsevier, vol. 193(C).
    7. Le, Kieu N. & Jeong, Jaehak & Reyes, Manuel R. & Jha, Manoj K. & Gassman, Philip W. & Doro, Luca & Hok, Lyda & Boulakia, Stéphane, 2018. "Evaluation of the performance of the EPIC model for yield and biomass simulation under conservation systems in Cambodia," Agricultural Systems, Elsevier, vol. 166(C), pages 90-100.
    8. Zhiqiang Wang & Jingyi Jiang & Yongfeng Liao & Lan Deng, 2015. "Risk assessment of maize drought hazard in the middle region of farming-pastoral ecotone in Northern China," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 76(3), pages 1515-1534, April.
    9. Choi, Hyung Sik & Schneider, Uwe A. & Rasche, Livia & Cui, Junbo & Schmid, Erwin & Held, Hermann, 2015. "Potential effects of perfect seasonal climate forecasting on agricultural markets, welfare and land use: A case study of Spain," Agricultural Systems, Elsevier, vol. 133(C), pages 177-189.
    10. Strauch, Michael & Volk, Martin, 2013. "SWAT plant growth modification for improved modeling of perennial vegetation in the tropics," Ecological Modelling, Elsevier, vol. 269(C), pages 98-112.
    11. Aklesso Egbendewe-Mondzozo & Scott M. Swinton & Shujiang Kang & Wilfred M. Post & Julian C. Binfield & Wyatt Thompson, 2015. "Bioenergy Supply and Environmental Impacts on Cropland: Insights from Multi-market Forecasts in a Great Lakes Subregional Bioeconomic Model," Applied Economic Perspectives and Policy, Agricultural and Applied Economics Association, vol. 37(4), pages 602-618.
    12. Cortignani, Raffaele & Dono, Gabriele & Doro, Luca & Ledda, Luigi & Mazzapicchio, Graziano, 2010. "An evaluation of the economic impact of Climate Change through a three-stages Discrete Stochastic Programming model," 120th Seminar, September 2-4, 2010, Chania, Crete 109317, European Association of Agricultural Economists.
    13. Tony Prato, 2008. "Accounting for risk and uncertainty in determining preferred strategies for adapting to future climate change," Mitigation and Adaptation Strategies for Global Change, Springer, vol. 13(1), pages 47-60, January.
    14. Zhao, Jie & Zhang, Xuepeng & Yang, Yadong & Zang, Huadong & Yan, Peng & Meki, Manyowa N. & Doro, Luca & Sui, Peng & Jeong, Jaehak & Zeng, Zhaohai, 2021. "Alternative cropping systems for groundwater irrigation sustainability in the North China Plain," Agricultural Water Management, Elsevier, vol. 250(C).
    15. Feng, Hongli & Jha, Manoj & Gassman, Philip W. & Parcel, Joshua D., 2007. "A Recent Trend in Ecological Economic Research: Quantifying the Benefits and Costs of Improving Ecosystem Services," ISU General Staff Papers 200701010800001812, Iowa State University, Department of Economics.
    16. Benson, Verel W., 2006. "Missouri Watershed Water Quality Initiative," FAPRI-MU Report Series 44778, Food and Agricultural Policy Research Institute (FAPRI).
    17. Spencer, Daniel S. & Barnes, James N. & Coatney, Kalyn T. & Parman, Bryon J. & Coble, Keith H., 2017. "Property Rights And The Economics Of Non-Point Source Water Regulations In Agriculture: A New Biophysical-Economic Methodological Approach," 2017 Annual Meeting, February 4-7, 2017, Mobile, Alabama 252835, Southern Agricultural Economics Association.
    18. Rossetto, Rudy & De Filippis, Giovanna & Triana, Federico & Ghetta, Matteo & Borsi, Iacopo & Schmid, Wolfgang, 2019. "Software tools for management of conjunctive use of surface- and ground-water in the rural environment: integration of the Farm Process and the Crop Growth Module in the FREEWAT platform," Agricultural Water Management, Elsevier, vol. 223(C), pages 1-1.
    19. Luo, Yao & Wang, Hongya, 2019. "Modeling the impacts of agricultural management strategies on crop yields and sediment yields using APEX in Guizhou Plateau, southwest China," Agricultural Water Management, Elsevier, vol. 216(C), pages 325-338.
    20. Liu, Junguo & Williams, Jimmy R. & Zehnder, Alexander J.B. & Yang, Hong, 2007. "GEPIC - modelling wheat yield and crop water productivity with high resolution on a global scale," Agricultural Systems, Elsevier, vol. 94(2), pages 478-493, May.
    21. Hou, Lingling & Hoag, Dana & Keske, Catherine M.H. & Lu, Changhe, 2014. "Sustainable value of degraded soils in China's Loess Plateau: An updated approach," Ecological Economics, Elsevier, vol. 97(C), pages 20-27.
    22. Giannini, Vittoria & Mula, Laura & Carta, Marcella & Patteri, Giacomo & Roggero, Pier Paolo, 2022. "Interplay of irrigation strategies and sowing dates on sunflower yield in semi-arid Mediterranean areas," Agricultural Water Management, Elsevier, vol. 260(C).
    23. Mark Siemers & Stephen Plotkin & Philip W. Gassman, 2014. "Interactive APEX (i_APEX) User's guide using APEX2110 and APEX0806," Center for Agricultural and Rural Development (CARD) Publications 14-tr50, Center for Agricultural and Rural Development (CARD) at Iowa State University.
    24. Gaiser, Thomas & Judex, Michael & Hiepe, Claudia & Kuhn, Arnim, 2010. "Regional simulation of maize production in tropical savanna fallow systems as affected by fallow availability," Agricultural Systems, Elsevier, vol. 103(9), pages 656-665, November.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Doraiswamy, P.C. & McCarty, G.W. & Hunt, E.R. Jr. & Yost, R.S. & Doumbia, M. & Franzluebbers, A.J., 2007. "Modeling soil carbon sequestration in agricultural lands of Mali," Agricultural Systems, Elsevier, vol. 94(1), pages 63-74, April.
    2. Kramer, L.A. & Gassman, Philip W. & Chung, S.W. & Williams, Jimmy R. & Gu, R., 1995. "Validation of EPIC for Two Watersheds in Southwest Iowa," Hebrew University of Jerusalem Archive 18399, Hebrew University of Jerusalem.
    3. Wang, Zhiqiang & Ye, Li & Jiang, Jingyi & Fan, Yida & Zhang, Xiaoran, 2022. "Review of application of EPIC crop growth model," Ecological Modelling, Elsevier, vol. 467(C).
    4. Oriade, Caleb A. & Dillon, Carl R., 1997. "Developments in biophysical and bioeconomic simulation of agricultural systems: a review," Agricultural Economics, Blackwell, vol. 17(1), pages 45-58, October.
    5. Bystrom, Olof & Bromley, Daniel W., 1998. "Contracting For Nonpoint-Source Pollution Abatement," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 23(01), pages 1-19, July.
    6. Belcher, K. W. & Boehm, M. M. & Fulton, M. E., 2004. "Agroecosystem sustainability: a system simulation model approach," Agricultural Systems, Elsevier, vol. 79(2), pages 225-241, February.
    7. Bazen, Ernest F. & Roberts, Roland K. & English, Burton C., 2006. "Economic Feasibility of Kenaf Production in Three Tennessee Counties," Journal of Agribusiness, Agricultural Economics Association of Georgia, vol. 24(2), pages 1-20.
    8. Ko, Jonghan & Piccinni, Giovanni & Steglich, Evelyn, 2009. "Using EPIC model to manage irrigated cotton and maize," Agricultural Water Management, Elsevier, vol. 96(9), pages 1323-1331, September.
    9. A. P. Moxey & B. White & R. A. Sanderson & S. P. Rushton, 1995. "An Approach To Linking An Ecological Vegetation Model To An Agricultural Economic Model," Journal of Agricultural Economics, Wiley Blackwell, vol. 46(3), pages 381-397, September.
    10. Bouzaher, Aziz & Shogren, Jason F. & Holtkamp, Derald & Gassman, Philip & Archer, David & Lakshminarayan, P. & Carriquiry, Alicia & Reese, Randall & Kakani, Dharmaraju & Furtan, William H. & Izaurrald, 1995. "Agricultural Policies and Soil Degradation in Western Canada: An Agro-Ecological Economic Assessment (Report 5: Project Summary)," Technical Reports 243858, Agriculture and Agri-Food Canada.
    11. Cabelguenne, M. & Debaeke, P. & Bouniols, A., 1999. "EPICphase, a version of the EPIC model simulating the effects of water and nitrogen stress on biomass and yield, taking account of developmental stages: validation on maize, sunflower, sorghum, soybean and winter wheat," Agricultural Systems, Elsevier, vol. 60(3), pages 175-196, June.
    12. M. MEHEDI HASAN & Md. ABDUR RASHID SARKER & JEFF GOW, 2016. "Assessment Of Climate Change Impacts On Aman And Boro Rice Yields In Bangladesh," Climate Change Economics (CCE), World Scientific Publishing Co. Pte. Ltd., vol. 7(03), pages 1-21, August.
    13. Mapp, Harry P., Jr., 1999. "Impact Of Production Changes On Income And Environmental Risk In The Southern High Plains," Journal of Agricultural and Applied Economics, Southern Agricultural Economics Association, vol. 31(2), pages 1-11, August.
    14. Lee, Jeffrey J. & Phillips, Donald L. & Dodson, Rusty F., 1996. "Sensitivity of the US corn belt to climate change and elevated CO2: II. Soil erosion and organic carbon," Agricultural Systems, Elsevier, vol. 52(4), pages 503-521, December.
    15. Trautman, Dawn & Jeffrey, Scott R. & Unterschultz, James R., 2012. "Beneficial Management Practice (BMP) Adoption -- Direct Farm Cost/Benefit Tradeoffs," Project Report Series 139638, University of Alberta, Department of Resource Economics and Environmental Sociology.
    16. Schläpfer, Felix & Erickson, Jon D., 2001. "A Biotic Control Perspective on Nitrate Contamination of Groundwater from Agricultural Production," Agricultural and Resource Economics Review, Cambridge University Press, vol. 30(2), pages 113-126, October.
    17. JunJie Wu & Bruce A. Babcock & P. G. Lakshminarayan, 1996. "Impacts of Agricultural Practices and Policies on Potential Nitrate Water Pollution in the Midwest and Northern Plains of the United States," Center for Agricultural and Rural Development (CARD) Publications 96-wp148, Center for Agricultural and Rural Development (CARD) at Iowa State University.
    18. Raúl Córdova & Nicholas J. Hogarth & Markku Kanninen, 2019. "Mountain Farming Systems’ Exposure and Sensitivity to Climate Change and Variability: Agroforestry and Conventional Agriculture Systems Compared in Ecuador’s Indigenous Territory of Kayambi People," Sustainability, MDPI, vol. 11(9), pages 1-30, May.
    19. Chowdhury, Manzoor E. & Lacewell, Ronald D., 1996. "Implications Of Alternative Policies On Nitrate Contamination Of Groundwater," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 21(01), pages 1-14, July.
    20. Balkovič, Juraj & van der Velde, Marijn & Schmid, Erwin & Skalský, Rastislav & Khabarov, Nikolay & Obersteiner, Michael & Stürmer, Bernhard & Xiong, Wei, 2013. "Pan-European crop modelling with EPIC: Implementation, up-scaling and regional crop yield validation," Agricultural Systems, Elsevier, vol. 120(C), pages 61-75.

    More about this item

    Keywords

    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:ags:hebarc:18372. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: AgEcon Search (email available below). General contact details of provider: .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.