Surrogate modelling of a detailed farm‐level model using deep learning
Author
Abstract
Suggested Citation
DOI: 10.1111/1477-9552.12543
Download full text from publisher
References listed on IDEAS
- Shang, Linmei & Heckelei, Thomas & Gerullis, Maria K. & Börner, Jan & Rasch, Sebastian, 2021. "Adoption and diffusion of digital farming technologies - integrating farm-level evidence and system interaction," Agricultural Systems, Elsevier, vol. 190(C).
- Debertin, David L., 2012. "Agricultural Production Economics, Second Edition," Monographs: Applied Economics, AgEcon Search, number 158319, July.
- Kleijnen, Jack P.C., 2009.
"Kriging metamodeling in simulation: A review,"
European Journal of Operational Research, Elsevier, vol. 192(3), pages 707-716, February.
- Kleijnen, J.P.C., 2007. "Kriging Metamodeling in Simulation : A Review," Discussion Paper 2007-13, Tilburg University, Center for Economic Research.
- Kleijnen, J.P.C., 2007. "Kriging Metamodeling in Simulation : A Review," Other publications TiSEM 29d6926e-c381-4b58-ae58-8, Tilburg University, School of Economics and Management.
- Hugo Storm & Kathy Baylis & Thomas Heckelei, 2020. "Machine learning in agricultural and applied economics," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 47(3), pages 849-892.
- Appel, Franziska & Ostermeyer-Wiethaup, Arlette & Balmann, Alfons, 2016.
"Effects of the German Renewable Energy Act on structural change in agriculture – The case of biogas,"
Utilities Policy, Elsevier, vol. 41(C), pages 172-182.
- Appel, Franziska & Ostermeyer-Wiethaup, Arlette & Balmann, Alfons, 2016. "Effects of the German Renewable Energy Act on structural change in agriculture – The case of biogas," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 41, pages 172-182.
- Robert Huber & Hang Xiong & Kevin Keller & Robert Finger, 2022. "Bridging behavioural factors and standard bio‐economic modelling in an agent‐based modelling framework," Journal of Agricultural Economics, Wiley Blackwell, vol. 73(1), pages 35-63, February.
- Kremmydas, Dimitris & Athanasiadis, Ioannis N. & Rozakis, Stelios, 2018. "A review of Agent Based Modeling for agricultural policy evaluation," Agricultural Systems, Elsevier, vol. 164(C), pages 95-106.
- Hussain, Mohammed F. & Barton, Russel R. & Joshi, Sanjay B., 2002. "Metamodeling: Radial basis functions, versus polynomials," European Journal of Operational Research, Elsevier, vol. 138(1), pages 142-154, April.
- Happe, Kathrin & Balmann, Alfons & Kellermann, Konrad & Sahrbacher, Christoph, 2008. "Does structure matter? The impact of switching the agricultural policy regime on farm structures," Journal of Economic Behavior & Organization, Elsevier, vol. 67(2), pages 431-444, August.
- Huber, Robert & Bakker, Martha & Balmann, Alfons & Berger, Thomas & Bithell, Mike & Brown, Calum & Grêt-Regamey, Adrienne & Xiong, Hang & Le, Quang Bao & Mack, Gabriele & Meyfroidt, Patrick & Millingt, 2018. "Representation of decision-making in European agricultural agent-based models," Agricultural Systems, Elsevier, vol. 167(C), pages 143-160.
- Nguyen, Trung H. & Nong, Duy & Paustian, Keith, 2019. "Surrogate-based multi-objective optimization of management options for agricultural landscapes using artificial neural networks," Ecological Modelling, Elsevier, vol. 400(C), pages 1-13.
- Krijn Poppe & Lianne van Duinen & Tanja de Koeijer, 2021. "Reduction of Greenhouse Gases from Peat Soils in Dutch Agriculture," EuroChoices, The Agricultural Economics Society, vol. 20(2), pages 38-45, August.
- Happe, Kathrin & Kellermann, Konrad & Balmann, Alfons, 2006. "Agent-based analysis of agricultural policies: An illustration of the agricultural policy simulator AgriPoliS, its adaptation and behavior," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 11(1).
- Debertin, David L., 2012. "Agricultural Production Economics: The Art of Production Theory," Monographs: Applied Economics, AgEcon Search, number 158320, July.
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.- Shang, Linmei & Wang, Jifeng & Schäfer, David & Heckelei, Thomas & Gall, Juergen & Appel, Franziska & Storm, Hugo, 2024. "Surrogate modelling of a detailed farm‐level model using deep learning," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 75(1), pages 235-260.
- Seidel, Claudia & Shang, Linmei & Britz, Wolfgang, 2023. "A critical assessment of neural networks as meta-model of a farm optimization model," Discussion Papers 338200, University of Bonn, Institute for Food and Resource Economics.
- Robert Huber & Hang Xiong & Kevin Keller & Robert Finger, 2022. "Bridging behavioural factors and standard bio‐economic modelling in an agent‐based modelling framework," Journal of Agricultural Economics, Wiley Blackwell, vol. 73(1), pages 35-63, February.
- Coronese, Matteo & Occelli, Martina & Lamperti, Francesco & Roventini, Andrea, 2023.
"AgriLOVE: Agriculture, land-use and technical change in an evolutionary, agent-based model,"
Ecological Economics, Elsevier, vol. 208(C).
- Matteo Coronese & Martina Occelli & Francesco Lamperti & Andrea Roventini, 2021. "AgriLOVE: agriculture, land-use and technical change in an evolutionary, agent-based model," LEM Papers Series 2021/35, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
- Kremmydas, Dimitris & Athanasiadis, Ioannis N. & Rozakis, Stelios, 2018. "A review of Agent Based Modeling for agricultural policy evaluation," Agricultural Systems, Elsevier, vol. 164(C), pages 95-106.
- Christian Troost & Julia Parussis-Krech & Matías Mejaíl & Thomas Berger, 2023. "Boosting the Scalability of Farm-Level Models: Efficient Surrogate Modeling of Compositional Simulation Output," Computational Economics, Springer;Society for Computational Economics, vol. 62(3), pages 721-759, October.
- Diego Ferraro & Daniela Blanco & Sebasti'an Pessah & Rodrigo Castro, 2021. "Land use change in agricultural systems: an integrated ecological-social simulation model of farmer decisions and cropping system performance based on a cellular automata approach," Papers 2109.01031, arXiv.org, revised Sep 2021.
- Appel, F. & Balmann, A., 2018. "Predator or prey? - Effects of fast-growing farms on their neighborhood," 2018 Conference, July 28-August 2, 2018, Vancouver, British Columbia 277358, International Association of Agricultural Economists.
- Cordelia Kreft & Robert Huber & David Schäfer & Robert Finger, 2024. "Quantifying the impact of farmers' social networks on the effectiveness of climate change mitigation policies in agriculture," Journal of Agricultural Economics, Wiley Blackwell, vol. 75(1), pages 298-322, February.
- Appel, Franziska & Balmann, Alfons & Dong, Changxing & Rommel, Jens, 2018.
"FarmAgriPoliS: An agricultural business management game for behavioral experiments, teaching, and gaming,"
IAMO Discussion Papers
173, Leibniz Institute of Agricultural Development in Transition Economies (IAMO).
- Appel, Franziska & Balmann, Alfons & Dong, Changxing & Rommel, Jens, 2018. "FarmAgriPoliS: An agricultural business management game for behavioral experiments, teaching, and gaming," IAMO Discussion Papers 271455, Institute of Agricultural Development in Transition Economies (IAMO).
- repec:zbw:iamodp:271455 is not listed on IDEAS
- Kangile, Rajabu Joseph, 2015. "Efficiency In Production By Smallholder Rice Farmers Under Cooperative Irrigation Schemes In Pwani And Morogoro Regions, Tanzania," Research Theses 265681, Collaborative Masters Program in Agricultural and Applied Economics.
- Vladimir F. Krapivin & Costas A. Varotsos & Vladimir Yu. Soldatov, 2017. "The Earth’s Population Can Reach 14 Billion in the 23rd Century without Significant Adverse Effects on Survivability," IJERPH, MDPI, vol. 14(8), pages 1-19, August.
- Heinrich, F. & Appel, F., 2018. "Do investors ruin Germany s peasant agriculture?," 2018 Conference, July 28-August 2, 2018, Vancouver, British Columbia 277171, International Association of Agricultural Economists.
- Fleskens, Luuk & Graaff, Jan de, 2010. "Conserving natural resources in olive orchards on sloping land: Alternative goal programming approaches towards effective design of cross-compliance and agri-environmental measures," Agricultural Systems, Elsevier, vol. 103(8), pages 521-534, October.
- Hristov, Jordan & Clough, Yann & Sahlin, Ullrika & Smith, Henrik G. & Stjernman, Martin & Olsson, Ola & Sahrbacher, Amanda & Brady, Mark V., 2020.
"Impacts of the EU's Common Agricultural Policy “Greening” reform on agricultural development, biodiversity, and ecosystem services,"
EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 42(4), pages 716-738.
- Jordan Hristov & Yann Clough & Ullrika Sahlin & Henrik G. Smith & Martin Stjernman & Ola Olsson & Amanda Sahrbacher & Mark V. Brady, 2020. "Impacts of the EU's Common Agricultural Policy “Greening” Reform on Agricultural Development, Biodiversity, and Ecosystem Services," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 42(4), pages 716-738, December.
- Khanna, Madhu, 2021. "Digital Transformation for a Sustainable Agriculture: Opportunities and Challenges," 2021 Conference, August 17-31, 2021, Virtual 315052, International Association of Agricultural Economists.
- Shang, Linmei & Heckelei, Thomas & Gerullis, Maria K. & Börner, Jan & Rasch, Sebastian, 2021. "Adoption and diffusion of digital farming technologies - integrating farm-level evidence and system interaction," Agricultural Systems, Elsevier, vol. 190(C).
- Brown, Bijon & Schoney, Richard & Nolan, James, 2021. "Assessing the food vs. fuel issue: An agent-based simulation," Energy Policy, Elsevier, vol. 159(C).
- Huber, Robert & Bakker, Martha & Balmann, Alfons & Berger, Thomas & Bithell, Mike & Brown, Calum & Grêt-Regamey, Adrienne & Xiong, Hang & Le, Quang Bao & Mack, Gabriele & Meyfroidt, Patrick & Millingt, 2018. "Representation of decision-making in European agricultural agent-based models," Agricultural Systems, Elsevier, vol. 167(C), pages 143-160.
- Karolina Pawlak & Luboš Smutka & Pavel Kotyza, 2021. "Agricultural Potential of the EU Countries: How Far Are They from the USA?," Agriculture, MDPI, vol. 11(4), pages 1-21, March.
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:bla:jageco:v:75:y:2024:i:1:p:235-260. 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: Wiley Content Delivery (email available below). General contact details of provider: http://www.blackwellpublishing.com/journal.asp?ref=0021-857X .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.