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Integrated forward/reverse logistics thin-film photovoltaic power plant supply chain network design with uncertain data

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  • Shahbazbegian, Vahid
  • Hosseini-Motlagh, Seyyed-Mahdi
  • Haeri, Abdorrahman

Abstract

Unique features of solar energy, such as the low cost of operation and low pollution, make photovoltaic power plants attractive. Despite the advantages of these power plants, such as low cost of operation and operating without pollution, their high establishment cost compared to that of the conventional fossil fuel-fired power plants prevents their rapid growth. Therefore, designing and optimizing an efficient supply chain network will help to develop the photovoltaic industry. This study proposes a bi-objective model to design and optimize a thin-film photovoltaic power plant supply chain network integrating reverse logistics. The first objective minimizes the costs of supply chain network design, which optimizes decisions from suppliers to disposal centers. The second objective maximizes the efficiency of the data envelopment analysis model to find suitable locations of facilities. As there is uncertainty in electricity demand prediction and perfect foresight is not possible, a fuzzy-robust programming approach is devised to cope with the uncertain parameters. The validity and practicality of the proposed approach are investigated by a case study based on real-world data. Finally, K-Means clustering is incorporated into the model to analyze the installed photovoltaic capacity of different cities in each period. The results show that using an optimistic approach to deal with uncertainty reduces the total cost by 20% in comparison with using a pessimistic approach. The results also provide helpful insights for decision-makers and policymakers in allocating and optimizing the operation of facilities by considering the real-world characteristics of the candidate locations.

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  • Shahbazbegian, Vahid & Hosseini-Motlagh, Seyyed-Mahdi & Haeri, Abdorrahman, 2020. "Integrated forward/reverse logistics thin-film photovoltaic power plant supply chain network design with uncertain data," Applied Energy, Elsevier, vol. 277(C).
  • Handle: RePEc:eee:appene:v:277:y:2020:i:c:s0306261920310503
    DOI: 10.1016/j.apenergy.2020.115538
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    as
    1. Mohamed Abdul Ghani, N. Muhammad Aslaam & Vogiatzis, Chrysafis & Szmerekovsky, Joseph, 2018. "Biomass feedstock supply chain network design with biomass conversion incentives," Energy Policy, Elsevier, vol. 116(C), pages 39-49.
    2. Seo, Seung-Kwon & Yun, Dong-Yeol & Lee, Chul-Jin, 2020. "Design and optimization of a hydrogen supply chain using a centralized storage model," Applied Energy, Elsevier, vol. 262(C).
    3. Wade Cook & Dan Chai & John Doyle & Rodney Green, 1998. "Hierarchies and Groups in DEA," Journal of Productivity Analysis, Springer, vol. 10(2), pages 177-198, October.
    4. Desideri, Umberto & Proietti, Stefania & Zepparelli, Francesco & Sdringola, Paolo & Bini, Silvia, 2012. "Life Cycle Assessment of a ground-mounted 1778kWp photovoltaic plant and comparison with traditional energy production systems," Applied Energy, Elsevier, vol. 97(C), pages 930-943.
    5. Gital Durmaz, Yeşim & Bilgen, Bilge, 2020. "Multi-objective optimization of sustainable biomass supply chain network design," Applied Energy, Elsevier, vol. 272(C).
    6. Fthenakis, Vasilis M., 2000. "End-of-life management and recycling of PV modules," Energy Policy, Elsevier, vol. 28(14), pages 1051-1058, November.
    7. Asadi, Ehsan & Habibi, Farhad & Nickel, Stefan & Sahebi, Hadi, 2018. "A bi-objective stochastic location-inventory-routing model for microalgae-based biofuel supply chain," Applied Energy, Elsevier, vol. 228(C), pages 2235-2261.
    8. Tavana, Alireza & Emami Javid, Alireza & Houshfar, Ehsan & Mahmoudzadeh Andwari, Amin & Ashjaee, Mehdi & Shoaee, Saeed & Maghmoomi, Abtin & Marashi, Fatima, 2019. "Toward renewable and sustainable energies perspective in Iran," Renewable Energy, Elsevier, vol. 139(C), pages 1194-1216.
    9. Khishtandar, Soheila, 2019. "Simulation based evolutionary algorithms for fuzzy chance-constrained biogas supply chain design," Applied Energy, Elsevier, vol. 236(C), pages 183-195.
    10. Mostafaeipour, Ali & Qolipour, Mojtaba & Mohammadi, Kasra, 2016. "Evaluation of installing photovoltaic plants using a hybrid approach for Khuzestan province, Iran," Renewable and Sustainable Energy Reviews, Elsevier, vol. 60(C), pages 60-74.
    11. Nejat, Payam & Morsoni, Abdul Kasir & Jomehzadeh, Fatemeh & Behzad, Hamid & Saeed Vesali, Mohamad & Majid, M.Z.Abd., 2013. "Iran's achievements in renewable energy during fourth development program in comparison with global trend," Renewable and Sustainable Energy Reviews, Elsevier, vol. 22(C), pages 561-570.
    12. Rahemi, Hasti & Torabi, S. Ali & Avami, Akram & Jolai, Fariborz, 2020. "Bioethanol supply chain network design considering land characteristics," Renewable and Sustainable Energy Reviews, Elsevier, vol. 119(C).
    13. Shubbak, Mahmood H., 2019. "Advances in solar photovoltaics: Technology review and patent trends," Renewable and Sustainable Energy Reviews, Elsevier, vol. 115(C).
    14. Sica, Daniela & Malandrino, Ornella & Supino, Stefania & Testa, Mario & Lucchetti, Maria Claudia, 2018. "Management of end-of-life photovoltaic panels as a step towards a circular economy," Renewable and Sustainable Energy Reviews, Elsevier, vol. 82(P3), pages 2934-2945.
    15. Nwachukwu, Chinedu M. & Toffolo, Andrea & Wetterlund, Elisabeth, 2020. "Biomass-based gas use in Swedish iron and steel industry – Supply chain and process integration considerations," Renewable Energy, Elsevier, vol. 146(C), pages 2797-2811.
    16. Ng, Rex T.L. & Kurniawan, Daniel & Wang, Hua & Mariska, Brian & Wu, Wenzhao & Maravelias, Christos T., 2018. "Integrated framework for designing spatially explicit biofuel supply chains," Applied Energy, Elsevier, vol. 216(C), pages 116-131.
    17. Ahn, Yu-Chan & Lee, In-Beum & Lee, Kun-Hong & Han, Jee-Hoon, 2015. "Strategic planning design of microalgae biomass-to-biodiesel supply chain network: Multi-period deterministic model," Applied Energy, Elsevier, vol. 154(C), pages 528-542.
    18. Mohammad Reza Ghatreh Samani & Seyyed-Mahdi Hosseini-Motlagh, 2019. "An enhanced procedure for managing blood supply chain under disruptions and uncertainties," Annals of Operations Research, Springer, vol. 283(1), pages 1413-1462, December.
    19. Dehghani, Ehsan & Jabalameli, Mohammad Saeed & Jabbarzadeh, Armin, 2018. "Robust design and optimization of solar photovoltaic supply chain in an uncertain environment," Energy, Elsevier, vol. 142(C), pages 139-156.
    20. Hashem Omrani & Farzane Adabi & Narges Adabi, 2017. "Designing an efficient supply chain network with uncertain data: a robust optimization—data envelopment analysis approach," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 68(7), pages 816-828, July.
    21. Vincenzo Muteri & Maurizio Cellura & Domenico Curto & Vincenzo Franzitta & Sonia Longo & Marina Mistretta & Maria Laura Parisi, 2020. "Review on Life Cycle Assessment of Solar Photovoltaic Panels," Energies, MDPI, vol. 13(1), pages 1-38, January.
    22. Kang, Seongwhan & Heo, Seongmin & Realff, Matthew J. & Lee, Jay H., 2020. "Three-stage design of high-resolution microalgae-based biofuel supply chain using geographic information system," Applied Energy, Elsevier, vol. 265(C).
    23. He-Lambert, Lixia & English, Burton C. & Lambert, Dayton M. & Shylo, Oleg & Larson, James A. & Yu, T. Edward & Wilson, Bradly, 2018. "Determining a geographic high resolution supply chain network for a large scale biofuel industry," Applied Energy, Elsevier, vol. 218(C), pages 266-281.
    24. Ghelichi, Zabih & Saidi-Mehrabad, Mohammad & Pishvaee, Mir Saman, 2018. "A stochastic programming approach toward optimal design and planning of an integrated green biodiesel supply chain network under uncertainty: A case study," Energy, Elsevier, vol. 156(C), pages 661-687.
    25. Roni, Mohammad S. & Thompson, David N. & Hartley, Damon S., 2019. "Distributed biomass supply chain cost optimization to evaluate multiple feedstocks for a biorefinery," Applied Energy, Elsevier, vol. 254(C).
    26. Sarker, Bhaba R. & Wu, Bingqing & Paudel, Krishna P., 2019. "Modeling and optimization of a supply chain of renewable biomass and biogas: Processing plant location," Applied Energy, Elsevier, vol. 239(C), pages 343-355.
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