IDEAS home Printed from https://ideas.repec.org/a/eee/ecomod/v263y2013icp233-243.html
   My bibliography  Save this article

Reducing the loss of information and gaining accuracy with clustering methods in a global land-use model

Author

Listed:
  • Dietrich, Jan Philipp
  • Popp, Alexander
  • Lotze-Campen, Hermann

Abstract

Global land-use models have to deal with processes on several spatial scales, ranging from the global scale down to the farm level. The increasing complexity of modern land-use models combined with the problem of limited computational resources represents a challenge to modelers. One solution of this problem is to perform spatial aggregation based on a regular grid or administrative units such as countries. Unfortunately this type of aggregation flattens many regional differences and produces a homogenized map of the world. In this paper we present an alternative aggregation approach using clustering methods. Clustering reduces the loss of information due to aggregation by choosing an appropriate aggregation pattern.

Suggested Citation

  • Dietrich, Jan Philipp & Popp, Alexander & Lotze-Campen, Hermann, 2013. "Reducing the loss of information and gaining accuracy with clustering methods in a global land-use model," Ecological Modelling, Elsevier, vol. 263(C), pages 233-243.
    • Handle: RePEc:eee:ecomod:v:263:y:2013:i:c:p:233-243
    DOI: 10.1016/j.ecolmodel.2013.05.009
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0304380013002603
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.ecolmodel.2013.05.009?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
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Peter Verburg & Bas Eickhout & Hans Meijl, 2008. "A multi-scale, multi-model approach for analyzing the future dynamics of European land use," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 42(1), pages 57-77, March.
    2. Hermann Lotze‐Campen & Christoph Müller & Alberte Bondeau & Stefanie Rost & Alexander Popp & Wolfgang Lucht, 2008. "Global food demand, productivity growth, and the scarcity of land and water resources: a spatially explicit mathematical programming approach," Agricultural Economics, International Association of Agricultural Economists, vol. 39(3), pages 325-338, November.
    3. Gibson, Clark C. & Ostrom, Elinor & Ahn, T. K., 2000. "The concept of scale and the human dimensions of global change: a survey," Ecological Economics, Elsevier, vol. 32(2), pages 217-239, February.
    4. Krause, Michael & Lotze-Campen, Hermann & Popp, Alexander, 2009. "Spatially-explicit scenarios on global cropland expansion and available forest land in an integrated modelling framework," 2009 Conference, August 16-22, 2009, Beijing, China 51751, International Association of Agricultural Economists.
    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. Bjoern Soergel & Elmar Kriegler & Isabelle Weindl & Sebastian Rauner & Alois Dirnaichner & Constantin Ruhe & Matthias Hofmann & Nico Bauer & Christoph Bertram & Benjamin Leon Bodirsky & Marian Leimbac, 2021. "A sustainable development pathway for climate action within the UN 2030 Agenda," Nature Climate Change, Nature, vol. 11(8), pages 656-664, August.
    2. Patrick José Jeetze & Isabelle Weindl & Justin Andrew Johnson & Pasquale Borrelli & Panos Panagos & Edna J. Molina Bacca & Kristine Karstens & Florian Humpenöder & Jan Philipp Dietrich & Sara Minoli &, 2023. "Projected landscape-scale repercussions of global action for climate and biodiversity protection," Nature Communications, Nature, vol. 14(1), pages 1-14, December.
    3. Abhijeet Mishra & Florian Humpenöder & Galina Churkina & Christopher P. O. Reyer & Felicitas Beier & Benjamin Leon Bodirsky & Hans Joachim Schellnhuber & Hermann Lotze-Campen & Alexander Popp, 2022. "Land use change and carbon emissions of a transformation to timber cities," Nature Communications, Nature, vol. 13(1), pages 1-12, December.
    4. Florian Humpenöder & Alexander Popp & Carl-Friedrich Schleussner & Anton Orlov & Michael Gregory Windisch & Inga Menke & Julia Pongratz & Felix Havermann & Wim Thiery & Fei Luo & Patrick v. Jeetze & J, 2022. "Overcoming global inequality is critical for land-based mitigation in line with the Paris Agreement," Nature Communications, Nature, vol. 13(1), pages 1-15, December.
    5. Jessica Strefler & Leon Merfort & Nico Bauer & Miodrag Stevanović & Dennis Tänzler & Florian Humpenöder & David Klein & Gunnar Luderer & Michaja Pehl & Robert C. Pietzcker & Alexander Popp & Renato Ro, 2024. "Technology availability, sector policies and behavioral change are complementary strategies for achieving net-zero emissions," Nature Communications, Nature, vol. 15(1), pages 1-10, December.

    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. Richard Aspinall & Michele Staiano, 2017. "A Conceptual Model for Land System Dynamics as a Coupled Human–Environment System," Land, MDPI, vol. 6(4), pages 1-9, November.
    2. Robert Costanza & Shuang Liu, 2014. "Ecosystem Services and Environmental Governance: Comparing China and the U.S," Asia and the Pacific Policy Studies, Wiley Blackwell, vol. 1(1), pages 160-170, January.
    3. Grillitsch, Markus & Asheim, Björn & Fünfschilling, Lea & Kelmenson, Sophie & Lowe, Nichola & Lundquist, Karl Johan & Mahmoud, Yahia & Martynovich, Mikhail & Mattson, Pauline & Miörner, Johan & Nilsso, 2023. "Rescaling: An Analytical Lense to Study Economic and Industrial Shifts," Papers in Innovation Studies 2023/11, Lund University, CIRCLE - Centre for Innovation Research.
    4. Merrie, Andrew & Olsson, Per, 2014. "An innovation and agency perspective on the emergence and spread of Marine Spatial Planning," Marine Policy, Elsevier, vol. 44(C), pages 366-374.
    5. Steven M Manson, 2007. "Challenges in Evaluating Models of Geographic Complexity," Environment and Planning B, , vol. 34(2), pages 245-260, April.
    6. Alvaro Calzadilla & Katrin Rehdanz & Richard Betts & Pete Falloon & Andy Wiltshire & Richard Tol, 2013. "Climate change impacts on global agriculture," Climatic Change, Springer, vol. 120(1), pages 357-374, September.
    7. Shinichiro Fujimori & Tomoko Hasegawa & Volker Krey & Keywan Riahi & Christoph Bertram & Benjamin Leon Bodirsky & Valentina Bosetti & Jessica Callen & Jacques Després & Jonathan Doelman & Laurent Drou, 2019. "A multi-model assessment of food security implications of climate change mitigation," Nature Sustainability, Nature, vol. 2(5), pages 386-396, May.
    8. Jessica Cockburn, 2022. "Knowledge integration in transdisciplinary sustainability science: Tools from applied critical realism," Sustainable Development, John Wiley & Sons, Ltd., vol. 30(2), pages 358-374, April.
    9. Reshma Shrestha & Jaap Zevenbergen & Fahria Masum & Mahesh Banskota, 2018. "“Action Space” Based Urban Land Governance Pattern: Implication in Managing Informal Settlements from the Perspective of Low-Income Housing," Sustainability, MDPI, vol. 10(7), pages 1-19, June.
    10. Changchang Liu & Chuxiong Deng & Zhongwu Li & Yaojun Liu & Shuyuan Wang, 2022. "Optimization of Spatial Pattern of Land Use: Progress, Frontiers, and Prospects," IJERPH, MDPI, vol. 19(10), pages 1-22, May.
    11. Yoder, Landon & Roy Chowdhury, Rinku, 2018. "Tracing social capital: How stakeholder group interactions shape agricultural water quality restoration in the Florida Everglades," Land Use Policy, Elsevier, vol. 77(C), pages 354-361.
    12. Vermaat, Jan E. & Eppink, Florian & van den Bergh, Jeroen C.J.M. & Barendregt, Aat & van Belle, Jasper, 2005. "Aggregation and the matching of scales in spatial economics and landscape ecology: empirical evidence and prospects for integration," Ecological Economics, Elsevier, vol. 52(2), pages 229-237, January.
    13. Banerjee, Onil & Crossman, Neville & Vargas, Renato & Brander, Luke & Verburg, Peter & Cicowiez, Martin & Hauck, Jennifer & McKenzie, Emily, 2020. "Global socio-economic impacts of changes in natural capital and ecosystem services: State of play and new modeling approaches," Ecosystem Services, Elsevier, vol. 46(C).
    14. Weinmann, Bernd & Sheridan, Patrick & Schroers, Jan Ole & Kuhlmann, Friedrich, 2005. "Modelling the CAP Reform at the Regional Level with ProLand," 2005 International Congress, August 23-27, 2005, Copenhagen, Denmark 24508, European Association of Agricultural Economists.
    15. Doll, Christopher N.H. & Muller, Jan-Peter & Morley, Jeremy G., 2006. "Mapping regional economic activity from night-time light satellite imagery," Ecological Economics, Elsevier, vol. 57(1), pages 75-92, April.
    16. Changqing Sun & Yulong Bao & Battsengel Vandansambuu & Yuhai Bao, 2022. "Simulation and Prediction of Land Use/Cover Changes Based on CLUE-S and CA-Markov Models: A Case Study of a Typical Pastoral Area in Mongolia," Sustainability, MDPI, vol. 14(23), pages 1-21, November.
    17. Bazant-Fabre, Ondrej & Bonilla-Moheno, Martha & Martínez, M. Luisa & Lithgow, Debora & Muñoz-Piña, Carlos, 2022. "Land planning and protected areas in the coastal zone of Mexico: Do spatial policies promote fragmented governance?," Land Use Policy, Elsevier, vol. 121(C).
    18. Taylor M. Oshan & Levi J. Wolf & Mehak Sachdeva & Sarah Bardin & A. Stewart Fotheringham, 2022. "A scoping review on the multiplicity of scale in spatial analysis," Journal of Geographical Systems, Springer, vol. 24(3), pages 293-324, July.
    19. Qun'ou Jiang & Yuwei Cheng & Qiutong Jin & Xiangzheng Deng & Yuanjing Qi, 2015. "Simulation of Forestland Dynamics in a Typical Deforestation and Afforestation Area under Climate Scenarios," Energies, MDPI, vol. 8(10), pages 1-26, September.
    20. Syma Ebbin, 2012. "Fish and chips: cross-cutting issues and actors in a co-managed fishery regime in the Pacific Northwest," Policy Sciences, Springer;Society of Policy Sciences, vol. 45(2), pages 169-191, June.

    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:eee:ecomod:v:263:y:2013:i:c:p:233-243. 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: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/ecological-modelling .

    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.