IDEAS home Printed from https://ideas.repec.org/a/eee/forpol/v21y2012icp12-19.html
   My bibliography  Save this article

Spatial genetic algorithm for multi-objective forest planning

Author

Listed:
  • Fotakis, Dimitris G.
  • Sidiropoulos, Epameinondas
  • Myronidis, Dimitriοs
  • Ioannou, Kostas

Abstract

A spatial operator for genetic algorithms is introduced herein, in order to improve their efficiency for multi-objective spatial forest planning. Constrained NSGA-II is used as a standard genetic algorithm for the integration and the evaluation of the proposed methodology. A typical harvest scheduling problem is examined with two objectives: a) maximization of timber volume and b) minimization of sediment levels. Two constraints are imposed: a) minimum timber yield and b) even‐flows. The proposed algorithm (Spatial NSGA), gives better results for both the constrained and the unconstrained problem. Moreover, it achieves old forest compactness, although it is neither a separate objective nor a constraint, but it renders compactness as an emergent result. The purpose of the suggested approach is to support forestry decision-making by generating a set of optimal management alternatives. The implementation of the method produced a Pareto front consisting of non-dominating solutions and showing the tradeoffs between timber harvest and sediment levels in water runoff. The present approach offers potential applications to a wide spectrum of spatial planning problems beyond the one examined in this paper.

Suggested Citation

  • Fotakis, Dimitris G. & Sidiropoulos, Epameinondas & Myronidis, Dimitriοs & Ioannou, Kostas, 2012. "Spatial genetic algorithm for multi-objective forest planning," Forest Policy and Economics, Elsevier, vol. 21(C), pages 12-19.
    • Handle: RePEc:eee:forpol:v:21:y:2012:i:c:p:12-19
    DOI: 10.1016/j.forpol.2012.04.002
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1389934112000937
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.forpol.2012.04.002?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. Croitoru, Lelia, 2007. "How much are Mediterranean forests worth?," Forest Policy and Economics, Elsevier, vol. 9(5), pages 536-545, January.
    2. Jumppanen, Juha & Kurttila, Mikko & Pukkala, Timo & Uuttera, Janne, 2003. "Spatial harvest scheduling approach for areas involving multiple ownership," Forest Policy and Economics, Elsevier, vol. 5(1), pages 27-38, January.
    3. Pykalainen, Jouni & Pukkala, Timo & Kangas, Jyrki, 2001. "Alternative priority models for forest planning on the landscape level involving multiple ownership," Forest Policy and Economics, Elsevier, vol. 2(3-4), pages 293-306, July.
    4. Kazana, Vassiliki & Fawcett, Roy H. & Mutch, William E. S., 2003. "A decision support modelling framework for multiple use forest management: The Queen Elizabeth Forest case study in Scotland," European Journal of Operational Research, Elsevier, vol. 148(1), pages 102-115, July.
    5. Zhu, Jianping & Bettinger, Pete, 2008. "Estimating the effects of adjacency and green-up constraints on landowners of different sizes and spatial arrangements located in the southeastern U.S," Forest Policy and Economics, Elsevier, vol. 10(5), pages 295-302, April.
    6. Bernard, Florence & de Groot, Rudolf S. & Campos, José Joaquín, 2009. "Valuation of tropical forest services and mechanisms to finance their conservation and sustainable use: A case study of Tapantí National Park, Costa Rica," Forest Policy and Economics, Elsevier, vol. 11(3), pages 174-183, May.
    7. Mathey, Anne-Hélène & Krcmar, Emina & Dragicevic, Suzana & Vertinsky, Ilan, 2008. "An object-oriented cellular automata model for forest planning problems," Ecological Modelling, Elsevier, vol. 212(3), pages 359-371.
    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. Dimitrios Myronidis & Charalambos Papageorgiou & Stavros Theophanous, 2016. "Landslide susceptibility mapping based on landslide history and analytic hierarchy process (AHP)," 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. 81(1), pages 245-263, March.
    2. Liu, Wan-Yu & Lin, Chun-Cheng & Su, Ke-Hong, 2017. "Modelling the spatial forest-thinning planning problem considering carbon sequestration and emissions," Forest Policy and Economics, Elsevier, vol. 78(C), pages 51-66.
    3. Augustynczik, Andrey Lessa Derci & Arce, Julio Eduardo & Yousefpour, Rasoul & da Silva, Arinei Carlos Lindbeck, 2016. "Promoting harvesting stands connectivity and its economic implications in Brazilian forest plantations applying integer linear programming and simulated annealing," Forest Policy and Economics, Elsevier, vol. 73(C), pages 120-129.
    4. Dimitrios Myronidis & Charalambos Papageorgiou & Stavros Theophanous, 2016. "Landslide susceptibility mapping based on landslide history and analytic hierarchy process (AHP)," 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. 81(1), pages 245-263, March.
    5. Augustynczik, Andrey Lessa Derci & Yousefpour, Rasoul & Rodriguez, Luiz Carlos Estraviz & Hanewinkel, Marc, 2018. "Conservation Costs of Retention Forestry and Optimal Habitat Network Selection in Southwestern Germany," Ecological Economics, Elsevier, vol. 148(C), pages 92-102.
    6. Yan Mao & Yanfang Liu & Haofeng Wang & Wei Tang & Xuesong Kong, 2017. "A Spatial-Territorial Reorganization Model of Rural Settlements Based on Graph Theory and Genetic Optimization," Sustainability, MDPI, vol. 9(8), pages 1-18, August.
    7. Xiaoya Ma & Xiang Zhao, 2015. "Land Use Allocation Based on a Multi-Objective Artificial Immune Optimization Model: An Application in Anlu County, China," Sustainability, MDPI, vol. 7(11), pages 1-20, November.
    8. Correa, Renata Naoko & Scarpin, Cassius Tadeu & Ferrari, Linamara Smaniotto & Arce, Julio Eduardo, 2020. "Application of relax-and-fix heuristic in the aggregation of stands for tactical forest scheduling," Forest Policy and Economics, Elsevier, vol. 119(C).

    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. Ninan, K.N. & Inoue, Makoto, 2013. "Valuing forest ecosystem services: What we know and what we don't," Ecological Economics, Elsevier, vol. 93(C), pages 137-149.
    2. Martire, Salvatore & Castellani, Valentina & Sala, Serenella, 2015. "Carrying capacity assessment of forest resources: Enhancing environmental sustainability in energy production at local scale," Resources, Conservation & Recycling, Elsevier, vol. 94(C), pages 11-20.
    3. Gong, Jian-zhou & Liu, Yan-sui & Xia, Bei-cheng & Zhao, Guan-wei, 2009. "Urban ecological security assessment and forecasting, based on a cellular automata model: A case study of Guangzhou, China," Ecological Modelling, Elsevier, vol. 220(24), pages 3612-3620.
    4. Halkos, George E. & Jones, Nikoleta, 2012. "Modeling the effect of social factors on improving biodiversity protection," Ecological Economics, Elsevier, vol. 78(C), pages 90-99.
    5. Liu, Peng & Jiang, Shiwei & Zhao, Lianjun & Li, Yunxi & Zhang, Pingping & Zhang, Li, 2017. "What are the benefits of strictly protected nature reserves? Rapid assessment of ecosystem service values in Wanglang Nature Reserve, China," Ecosystem Services, Elsevier, vol. 26(PA), pages 70-78.
    6. World Bank Group, 2015. "Valuing Forest Products and Services in Turkey," World Bank Publications - Reports 22961, The World Bank Group.
    7. Paolo Vassallo & Claudia Turcato & Ilaria Rigo & Claudia Scopesi & Andrea Costa & Matteo Barcella & Giulia Dapueto & Mauro Mariotti & Chiara Paoli, 2021. "Biophysical Accounting of Forests’ Value under Different Management Regimes: Conservation vs. Exploitation," Sustainability, MDPI, vol. 13(9), pages 1-20, April.
    8. Sáenz, Leonardo & Mulligan, Mark & Arjona, Fabio & Gutierrez, Tatiana, 2014. "The role of cloud forest restoration on energy security," Ecosystem Services, Elsevier, vol. 9(C), pages 180-190.
    9. Edgar Lorenzo-Sáez & Jose-Vicente Oliver-Villanueva & Victoria Lerma-Arce & Celia Yagüe-Hurtado & Lenin Guillermo Lemus-Zúñiga, 2021. "Potential Analysis of Mediterranean Forestry for Offsetting GHG Emissions at Regional Level: Evidence from Valencia, Spain," Sustainability, MDPI, vol. 13(8), pages 1-17, April.
    10. Namhee Kim & Miju Kim & Sangkwon Lee & Chi-Ok Oh, 2023. "Comparing Stakeholders’ Economic Values for the Institution of Payments for Ecosystem Services in Protected Areas," Land, MDPI, vol. 12(7), pages 1-17, July.
    11. Arabatzis, Garyfallos & Grigoroudis, Evangelos, 2010. "Visitors' satisfaction, perceptions and gap analysis: The case of Dadia-Lefkimi-Souflion National Park," Forest Policy and Economics, Elsevier, vol. 12(3), pages 163-172, March.
    12. Häyhä, Tiina & Franzese, Pier Paolo & Paletto, Alessandro & Fath, Brian D., 2015. "Assessing, valuing, and mapping ecosystem services in Alpine forests," Ecosystem Services, Elsevier, vol. 14(C), pages 12-23.
    13. Vera V. Yurak & Margarita N. Ignatyeva & Aleksey V. Dushin, 2020. "Valuation of ecosystem services in a region: A review of the international experience," Journal of New Economy, Ural State University of Economics, vol. 21(4), pages 79-103, December.
    14. Vladimir Otrachshenkoy, 2014. "The Passive Use Value of the Mediterranean Forest," Working Papers 2014.86, Fondazione Eni Enrico Mattei.
    15. Hernandez, M. & Gómez, T. & Molina, J. & León, M.A. & Caballero, R., 2014. "Efficiency in forest management: A multiobjective harvest scheduling model," Journal of Forest Economics, Elsevier, vol. 20(3), pages 236-251.
    16. Wickramasuriya, Rohan Chandralal & Bregt, Arnold K. & van Delden, Hedwig & Hagen-Zanker, Alex, 2009. "The dynamics of shifting cultivation captured in an extended Constrained Cellular Automata land use model," Ecological Modelling, Elsevier, vol. 220(18), pages 2302-2309.
    17. Nitanan Koshy Matthew & Ahmad Shuib & Nitya Ganeshwaari Raja Gopal & Goh Ie Zheng, 2022. "Economic Value of Recreation as an Ecosystem Service in Ayer Keroh Recreational Forest, Malaysia," Sustainability, MDPI, vol. 14(9), pages 1-13, April.
    18. Eyvindson, Kyle & Hujala, Teppo & Kangas, Annika & Kurttila, Mikko, 2012. "Selecting a forest plan among alternatives: Consistency of preferences within decision support frameworks," Forest Policy and Economics, Elsevier, vol. 15(C), pages 114-122.
    19. Arsić, Sanela & Nikolić, Djordje & Živković, Živan, 2017. "Hybrid SWOT - ANP - FANP model for prioritization strategies of sustainable development of ecotourism in National Park Djerdap, Serbia," Forest Policy and Economics, Elsevier, vol. 80(C), pages 11-26.
    20. Erin C. Pischke & Adam M. Wellstead, 2020. "Reimagining instrument constituencies: the case of conservation policy in Mexico," Policy Sciences, Springer;Society of Policy Sciences, vol. 53(2), pages 371-388, 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:forpol:v:21:y:2012:i:c:p:12-19. 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.elsevier.com/locate/forpol .

    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.