IDEAS home Printed from https://ideas.repec.org/a/eee/appene/v182y2016icp260-273.html
   My bibliography  Save this article

GIS-based biomass assessment and supply logistics system for a sustainable biorefinery: A case study with cotton stalks in the Southeastern US

Author

Listed:
  • Sahoo, K.
  • Hawkins, G.L.
  • Yao, X.A.
  • Samples, K.
  • Mani, S.

Abstract

Envisioning a sustainable biorefinery requires reliable information on the sustainable availability of biomass, optimal plant location and delivered cost. In this paper, we have developed an integrated Geographic Information System (GIS) based sustainable biomass assessment, site optimization and supply logistics cost model to assess the spatial and temporal availability of crop residues, to identify optimal plant sites and to calculate the delivered cost. The grid-level (30×30m) assessment model was developed for crop residues using three primary sustainability indicators: (1) Soil Erosion (SE), (2) Soil Conditioning Index (SCI) and (3) Crop residue yield ⩾2.5dryMg/ha. The Artificial Neural Networks (ANNs) prediction models for each indicator were developed and implemented in the GIS platform to assess sustainably available crop residues. A multi-criteria geospatial analysis was used to identify suitable plant sites. GIS-based location-allocation model was used to site biorefineries/plants at optimal locations and generate feedstock supply curves. The developed model was demonstrated with the sustainable assessment of cotton stalk (CS) to produce fuel pellets in the study region (Georgia, USA). The model has estimated that about 1.6milliondryMg of CS is available annually to support seven pellet plants with an average annual plant capacity of 200,000dryMg. The average delivered cost of CS ranged between 68 and 75$/dryMg delivered as large rectangular bales with the transport radii ranged from 31 to 60km. The spatial and temporal variations in the topology and crop yield directly influenced the sustainable availability of CS, the optimal plant location and its capacity and the delivered cost. However, the changes in the optimal plant location and delivered cost were minimal for large capacity plants (>400,000dryMg). The developed model can be used to assess multiple crop residues, to manage and control feedstock supply risks and delivered cost variations for a sustainable biorefinery.

Suggested Citation

  • Sahoo, K. & Hawkins, G.L. & Yao, X.A. & Samples, K. & Mani, S., 2016. "GIS-based biomass assessment and supply logistics system for a sustainable biorefinery: A case study with cotton stalks in the Southeastern US," Applied Energy, Elsevier, vol. 182(C), pages 260-273.
    • Handle: RePEc:eee:appene:v:182:y:2016:i:c:p:260-273
    DOI: 10.1016/j.apenergy.2016.08.114
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0306261916312144
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.apenergy.2016.08.114?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. Lourinho, Gonçalo & Brito, Paulo, 2015. "Assessment of biomass energy potential in a region of Portugal (Alto Alentejo)," Energy, Elsevier, vol. 81(C), pages 189-201.
    2. Muth, D.J. & Bryden, K.M. & Nelson, R.G., 2013. "Sustainable agricultural residue removal for bioenergy: A spatially comprehensive US national assessment," Applied Energy, Elsevier, vol. 102(C), pages 403-417.
    3. Klose, Andreas & Drexl, Andreas, 2005. "Facility location models for distribution system design," European Journal of Operational Research, Elsevier, vol. 162(1), pages 4-29, April.
    4. Mielenz, Jonathan R., 1997. "Feasibility studies for biomass-to-ethanol production facilities in Florida and Hawaii," Renewable Energy, Elsevier, vol. 10(2), pages 279-284.
    5. Monteleone, Massimo & Cammerino, Anna Rita Bernadette & Garofalo, Pasquale & Delivand, Mitra Kami, 2015. "Straw-to-soil or straw-to-energy? An optimal trade off in a long term sustainability perspective," Applied Energy, Elsevier, vol. 154(C), pages 891-899.
    6. Höhn, J. & Lehtonen, E. & Rasi, S. & Rintala, J., 2014. "A Geographical Information System (GIS) based methodology for determination of potential biomasses and sites for biogas plants in southern Finland," Applied Energy, Elsevier, vol. 113(C), pages 1-10.
    7. Maung, Thein A. & Gustafson, Cole R. & Saxowsky, David M. & Nowatzki, John & Miljkovic, Tatjana & Ripplinger, David, 2013. "The logistics of supplying single vs. multi-crop cellulosic feedstocks to a biorefinery in southeast North Dakota," Applied Energy, Elsevier, vol. 109(C), pages 229-238.
    8. Sultana, Arifa & Kumar, Amit, 2012. "Optimal siting and size of bioenergy facilities using geographic information system," Applied Energy, Elsevier, vol. 94(C), pages 192-201.
    9. Ian J. Bonner & Kara G. Cafferty & David J. Muth & Mark D. Tomer & David E. James & Sarah A. Porter & Douglas L. Karlen, 2014. "Opportunities for Energy Crop Production Based on Subfield Scale Distribution of Profitability," Energies, MDPI, vol. 7(10), pages 1-18, October.
    10. Grassi, Stefano & Junghans, Sven & Raubal, Martin, 2014. "Assessment of the wake effect on the energy production of onshore wind farms using GIS," Applied Energy, Elsevier, vol. 136(C), pages 827-837.
    11. Robert Perlack, Robert & Eaton, Lawrence & Thurhollow, Anthony & Langholtz, Matt & De La Torre Ugarte, Daniel, 2011. "US billion-ton update: biomass supply for a bioenergy and bioproducts industry," MPRA Paper 89324, University Library of Munich, Germany, revised 2011.
    12. Ekman, Anna & Wallberg, Ola & Joelsson, Elisabeth & Börjesson, Pål, 2013. "Possibilities for sustainable biorefineries based on agricultural residues – A case study of potential straw-based ethanol production in Sweden," Applied Energy, Elsevier, vol. 102(C), pages 299-308.
    13. Shumaker, George A. & Luke-Morgan, Audrey S. & McKissick, John C., 2009. "The Economic Feasibility of Using Georgia Biomass for Electrical Energy Production," Journal of Agribusiness, Agricultural Economics Association of Georgia, vol. 27(1-2), pages 1-12.
    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. Renata Marks-Bielska & Stanisław Bielski & Anastasija Novikova & Kęstutis Romaneckas, 2019. "Straw Stocks as a Source of Renewable Energy. A Case Study of a District in Poland," Sustainability, MDPI, vol. 11(17), pages 1-18, August.
    2. Seyed Hashem Mousavi-Avval & Sami Khanal & Ajay Shah, 2023. "Assessment of Potential Pennycress Availability and Suitable Sites for Sustainable Aviation Fuel Refineries in Ohio," Sustainability, MDPI, vol. 15(13), pages 1-14, July.
    3. Huynh Truong Gia Nguyen & Erik Lyttek & Pankaj Lal & Taylor Wieczerak & Pralhad Burli, 2020. "Assessment of Switchgrass-Based Bioenergy Supply Using GIS-Based Fuzzy Logic and Network Optimization in Missouri (U.S.A.)," Energies, MDPI, vol. 13(17), pages 1-18, September.
    4. Maung, Thein A. & Gustafson, Cole R. & Saxowsky, David M. & Nowatzki, John & Miljkovic, Tatjana & Ripplinger, David, 2013. "The logistics of supplying single vs. multi-crop cellulosic feedstocks to a biorefinery in southeast North Dakota," Applied Energy, Elsevier, vol. 109(C), pages 229-238.
    5. Devlin, Ger & Talbot, Bruce, 2014. "Deriving cooperative biomass resource transport supply strategies in meeting co-firing energy regulations: A case for peat and wood fibre in Ireland," Applied Energy, Elsevier, vol. 113(C), pages 1700-1709.
    6. Costa, Fabrício Rodrigues & Ribeiro, Carlos Antonio Alvares Soares & Marcatti, Gustavo Eduardo & Lorenzon, Alexandre Simões & Teixeira, Thaisa Ribeiro & Domingues, Getulio Fonseca & Castro, Nero Lemos, 2020. "GIS applied to location of bioenergy plants in tropical agricultural areas," Renewable Energy, Elsevier, vol. 153(C), pages 911-918.
    7. Mikkel Bojesen & Luc Boerboom & Hans Skov-Petersen, 2014. "Towards a sustainable capacity expansion of the Danish biogas sector," IFRO Working Paper 2014/03, University of Copenhagen, Department of Food and Resource Economics.
    8. Zareei, Samira, 2018. "Evaluation of biogas potential from livestock manures and rural wastes using GIS in Iran," Renewable Energy, Elsevier, vol. 118(C), pages 351-356.
    9. Höfer, Tim & Sunak, Yasin & Siddique, Hafiz & Madlener, Reinhard, 2016. "Wind farm siting using a spatial Analytic Hierarchy Process approach: A case study of the Städteregion Aachen," Applied Energy, Elsevier, vol. 163(C), pages 222-243.
    10. Vukasinovic, Vladimir & Gordic, Dusan & Zivkovic, Marija & Koncalovic, Davor & Zivkovic, Dubravka, 2019. "Long-term planning methodology for improving wood biomass utilization," Energy, Elsevier, vol. 175(C), pages 818-829.
    11. Chukwuma, Emmanuel Chibundo & Okey-Onyesolu, Faith Chinenye & Ani, Kingsley Amaechi & Nwanna, Emmanuel Chukwudi, 2021. "GIS bio-waste assessment and suitability analysis for biogas power plant: A case study of Anambra state of Nigeria," Renewable Energy, Elsevier, vol. 163(C), pages 1182-1194.
    12. Xiang Zhao & Xiaoya Ma & Kun Wang & Yuqing Long & Dongjie Zhang & Zhanchun Xiao, 2017. "A Spatially Explicit Optimization Model for Agricultural Straw-Based Power Plant Site Selection: A Case Study in Hubei Province, China," Sustainability, MDPI, vol. 9(5), pages 1-19, May.
    13. Franco, Camilo & Bojesen, Mikkel & Hougaard, Jens Leth & Nielsen, Kurt, 2015. "A fuzzy approach to a multiple criteria and Geographical Information System for decision support on suitable locations for biogas plants," Applied Energy, Elsevier, vol. 140(C), pages 304-315.
    14. Shu, Kesheng & Schneider, Uwe A. & Scheffran, Jürgen, 2017. "Optimizing the bioenergy industry infrastructure: Transportation networks and bioenergy plant locations," Applied Energy, Elsevier, vol. 192(C), pages 247-261.
    15. Lovrak, Ana & Pukšec, Tomislav & Duić, Neven, 2020. "A Geographical Information System (GIS) based approach for assessing the spatial distribution and seasonal variation of biogas production potential from agricultural residues and municipal biowaste," Applied Energy, Elsevier, vol. 267(C).
    16. Bekkering, J. & Hengeveld, E.J. & van Gemert, W.J.T. & Broekhuis, A.A., 2015. "Designing a green gas supply to meet regional seasonal demand – An operations research case study," Applied Energy, Elsevier, vol. 143(C), pages 348-358.
    17. Chukwuma, E.C, 2019. "Facility location allocation modelling for bio-energy system in Anambra State of Nigeria: Integration of GIS and location model," Renewable Energy, Elsevier, vol. 141(C), pages 460-467.
    18. Garegnani, Giulia & Sacchelli, Sandro & Balest, Jessica & Zambelli, Pietro, 2018. "GIS-based approach for assessing the energy potential and the financial feasibility of run-off-river hydro-power in Alpine valleys," Applied Energy, Elsevier, vol. 216(C), pages 709-723.
    19. Piradee Jusakulvijit & Alberto Bezama & Daniela Thrän, 2022. "An Integrated Assessment of GIS-MCA with Logistics Analysis for an Assessment of a Potential Decentralized Bioethanol Production System Using Distributed Agricultural Residues in Thailand," Sustainability, MDPI, vol. 14(16), pages 1-24, August.
    20. Durusut, Emrah & Tahir, Foaad & Foster, Sam & Dineen, Denis & Clancy, Matthew, 2018. "BioHEAT: A policy decision support tool in Ireland’s bioenergy and heat sectors," Applied Energy, Elsevier, vol. 213(C), pages 306-321.

    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:appene:v:182:y:2016:i:c:p:260-273. 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/405891/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.