IDEAS home Printed from https://ideas.repec.org/a/eee/rensus/v187y2023ics1364032123006056.html

Some searches may not work properly. We apologize for the inconvenience.

   My bibliography  Save this article

Mapping high poplar growth areas for bioenergy cultivation: A swarm-optimized approach

Author

Listed:
  • Jaafari, Abolfazl

Abstract

Poplar trees are a renewable energy source, and identifying high-growth areas for their cultivation is essential for successful bioenergy production. This study presents a novel approach to identify these areas using support vector regression (SVR) combined with two swarm intelligence optimization algorithms, i.e., particle swarm optimization (PSO) and gray wolf optimizer (GWO). The approach uses a spatial database of thirteen geoenvironmental variables and the location of 136 poplar farms in a rugged and heterogeneous region in western Iran. The PSO and GWO algorithms optimized the hyperparameters of the base SVR model and generated two swarm-optimized models: SVR-PSO and SVR-GWO. The swarm-optimized models were compared to the standalone SVR model using various evaluation metrics. The results showed that the SVR-GWO model achieved the highest performance (accuracy = 82%, sensitivity = 82%, specificity = 74%, and prediction rate = 92%), followed by the SVR-PSO model (accuracy = 81%, sensitivity = 81%, specificity = 72%, and prediction rate = 90%), while the standalone SVR model had accuracy and stability (accuracy = 75%, sensitivity = 77%, specificity = 68%, and prediction rate = 82%). The results also revealed that elevation, slope, topographic wetness index, and proximity to roads and rivers were strongly associated with the distribution of poplar farms in the study area. This study provided a novel and effective approach for identifying high poplar growth areas that can help decision-makers and stakeholders allocate resources and plan interventions to promote poplar cultivation for renewable energy production.

Suggested Citation

  • Jaafari, Abolfazl, 2023. "Mapping high poplar growth areas for bioenergy cultivation: A swarm-optimized approach," Renewable and Sustainable Energy Reviews, Elsevier, vol. 187(C).
  • Handle: RePEc:eee:rensus:v:187:y:2023:i:c:s1364032123006056
    DOI: 10.1016/j.rser.2023.113748
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1364032123006056
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.rser.2023.113748?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. Vera, Ivan & Wicke, Birka & Lamers, Patrick & Cowie, Annette & Repo, Anna & Heukels, Bas & Zumpf, Colleen & Styles, David & Parish, Esther & Cherubini, Francesco & Berndes, Göran & Jager, Henriette & , 2022. "Land use for bioenergy: Synergies and trade-offs between sustainable development goals," Renewable and Sustainable Energy Reviews, Elsevier, vol. 161(C).
    2. Fuertes, A. & Oliveira, N. & Cañellas, I. & Sixto, H. & Rodríguez-Soalleiro, R., 2021. "An economic overview of Populus spp. in Short Rotation Coppice systems under Mediterranean conditions: An assessment tool for decision-making," Renewable and Sustainable Energy Reviews, Elsevier, vol. 151(C).
    3. Yılmaz, Derya & Tanyer, Ali Murat & Toker, İrem Dikmen, 2023. "A data-driven energy performance gap prediction model using machine learning," Renewable and Sustainable Energy Reviews, Elsevier, vol. 181(C).
    4. S. B. Chavan & R. S. Dhillon & Ajit & R. H. Rizvi & Chhavi Sirohi & A. K. Handa & K. K. Bharadwaj & Vishal Johar & Tarun Kumar & Pradyuman Singh & Vijay Daneva & Sushil Kumari, 2022. "Estimating biomass production and carbon sequestration of poplar-based agroforestry systems in India," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 24(12), pages 13493-13521, December.
    5. Donald Leffers & Gerda R. Wekerle & L. Anders Sandberg, 2022. "Competing claims in land-use policy: property development and mineral aggregates industries," Journal of Environmental Planning and Management, Taylor & Francis Journals, vol. 65(10), pages 1875-1892, June.
    Full references (including those not matched with items on IDEAS)

    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. Králík, T. & Knápek, J. & Vávrová, K. & Outrata, D. & Romportl, D. & Horák, M. & Jandera, J., 2023. "Ecosystem services and economic competitiveness of perennial energy crops in the modelling of biomass potential – A case study of the Czech Republic," Renewable and Sustainable Energy Reviews, Elsevier, vol. 173(C).
    2. Sanjani Salunkhe & Sachin Nandgude & Mukesh Tiwari & Harshal Bhange & Sangram B. Chavan, 2023. "Land Suitability Planning for Sustainable Mango Production in Vulnerable Region Using Geospatial Multi-Criteria Decision Model," Sustainability, MDPI, vol. 15(3), pages 1-18, February.
    3. Pulighe, Giuseppe & Pirelli, Tiziana, 2023. "Assessing the sustainability of bioenergy pathways through a land-water-energy nexus approach," Renewable and Sustainable Energy Reviews, Elsevier, vol. 184(C).
    4. Andrzej Rostocki & Dorota Wieczorek & Paulina Pipiak & Katarzyna Ławińska, 2024. "Use of Biostimulants in Energy Crops as a New Approach for the Improvement of Performance Sequestration CO 2," Energies, MDPI, vol. 17(12), pages 1-23, June.
    5. André P. C. Faaij, 2022. "Repairing What Policy Is Missing Out on: A Constructive View on Prospects and Preconditions for Sustainable Biobased Economy Options to Mitigate and Adapt to Climate Change," Energies, MDPI, vol. 15(16), pages 1-25, August.
    6. Das, Prantika & Jha, Chandan Kumar & Saxena, Satyam & Ghosh, Ranjan Kumar, 2024. "Can biofuels help achieve sustainable development goals in India? A systematic review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 192(C).

    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:rensus:v:187:y:2023:i:c:s1364032123006056. 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/wps/find/journaldescription.cws_home/600126/description#description .

    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.