Araştırma Makalesi
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An Optimization Approach for A Biogas Supply Chain using Goal Programming and Mixed Integer Linear Programming

Yıl 2023, Cilt: 12 Sayı: 2, 402 - 411, 27.06.2023

Onur Derse Elifcan Göçmen

https://doi.org/10.17798/bitlisfen.1228978

Öz

Environmental concerns prompt the world for a transition to renewable energy sources from fossil energy. Reducing the dependency on non-renewable sources of energy is prerequisite for the sustainable world and less environmental pollution. Biogas energy, which is one of the most important renewable energy sources, is produced by burning organic wastes and can be used in many different fields. In this study, a two-stage approach is undertaken to optimize a biogas supply chain design by incorporating of 30 districts in Izmir. In the first stage, the selection of the most suitable biogas plants is considered by the goal programming approach, which is of great importance to decide the optimal location with high energy potential. The most suitable sites for the biogas plants are obtained as Konak and Narlıdere districts. In the second stage, the location problem of the biogas vehicle charging stations (BVS) for biogas vehicles is handled considering the results of the first stage using mixed integer linear programming (MILP) approach. Computational results demonstrate that it would be more appropriate to establish BVS in 12 districts of İzmir. The model and solution approach are pioneering for supply chain problems and an efficient tool for renewable energy plans.

Anahtar Kelimeler

Biogas Supply Chain Optimization Biogas Vehicle Charging Stations Location Problem Mixed Integer Linear Programming Goal Programming

Kaynakça

  • [1] A. Nikkhah, B. Emadi, H. Soltanali, S. Firouzi, K. A. Rosentrater, and M. S. Allahyari, “Integration of life cycle assessment and Cobb-Douglas modeling for the environmental assessment of kiwifruit in Iran,” Journal of Cleaner Production, vol. 137, pp. 843-849, 2016.
  • [2] E. M. M. Esteves, A. M. N. Herrera, V. P. P. Esteves, and C. D. R. V. Morgado, “Life cycle assessment of manure biogas production: A review,” Journal of Cleaner Production, vol. 219, pp. 411-423, 2019.
  • [3] K. A. Lyng, A. E. Stensgård, O. J. Hanssen, and I. S. Modahl, “Relation between greenhouse gas emissions and economic profit for different configurations of biogas value chains: A case study on different levels of sector integration,” Journal of Cleaner Production, vol. 182, pp. 737–745, 2018.
  • [4] N. Scarlat, J. F. Dallemand, and F. Fahl, “Biogas: Developments and perspectives in Europe,” Renewable Energy, vol. 129, pp. 457-472, 2018.
  • [5] W. M. Budzianowski, “A review of potential innovations for production, conditioning and utilization of biogas with multiple-criteria assessment,” Renewable and Sustainable Energy Reviews, vol. 54, pp. 1148-1171, 2016.
  • [6] B. R. Sarker, B. Wu, and K. P. Paudel, “Optimal number and location of storage hubs and biogas production reactors in farmlands with allocation of multiple feedstocks,” Applied Mathematical Modelling, vol. 55, pp. 447-465, 2018.
  • [7] O. Yaldız, “Biogas technology and investigation for Turkey,” Biyoyakıt Dünyası, vol. 9, pp. 8-14, 2007.
  • [8] P. Illukpitiya, J. F. Yanagida, R. Ogoshi, and G. Uehara, “Sugar-ethanol-electricity co-generation in Hawai’i: An application of linear programming (LP) for optimizing strategies,” Biomass and Bioenergy, vol. 48, pp. 203-212, 2013.
  • [9] I. G. Jensen, M. Münster, and D. Pisinger, “Optimizing the supply chain of biomass and biogas for a single plant considering mass and energy losses,” European Journal of Operational Research, vol. 262, no. 2, pp. 744-758, 2017.
  • [10] L. Čuček, J. J. Klemeš, and Z. Kravanja, “Nitrogen-and climate impact-based metrics in biomass supply chains,” Computer Aided Chemical Engineering, vol. 34, pp. 483-488, 2014.
  • [11] B. Wu, B. R. Sarker, and K. P. Paudel, “Sustainable energy from biomass: Biomethane manufacturing plant location and distribution problem,” Applied Energy, vol. 158, pp. 597-608, 2015.
  • [12] O. Derse, “Biyogaz enerji tesisi için hedef programlama ile yer seçimi problem [Facility location selection problem for biogas energy plant by goal programming],” Süleyman Demirel Üniversitesi Fen Bilimleri Enstitüsü Dergisi, vol. 22, pp. 121-126, 2018.
  • [13] F. Yuruk, and P. Erdogmus, “Finding an optimum location for biogas plant: a case study for Duzce, Turkey,” Neural Computing and Applications, vol. 29, no. 1, pp. 157-165, 2018.
  • [14] S. Hosseini, and M. D. Sarder, “Development of a bayesian network model for optimal site selection of electric vehicle charging station,” International Journal of Electrical Power & Energy Systems, vol. 105, pp. 110-122, 2019.
  • [15] J. A. Domínguez-Navarro, R. Dufo-López, J. M. Yusta-Loyo, J. S. Artal-Sevil, and J. L. Bernal-Agustín, “Design of an electric vehicle fast-charging station with integration of renewable energy and storage systems,” International Journal of Electrical Power & Energy Systems, vol. 105, pp. 46-58, 2019.
  • [16] Z. Liu, F. Wen, and G. Ledwich, “Optimal planning of electric-vehicle charging stations in distribution systems,” IEEE Transactions on Power Delivery, vol. 28, no. 1, pp. 102-110, 2013.
  • [17] Z. Moghaddam, I. Ahmad, D. Habibi, and Q. V. Phung, “Smart charging strategy for electric vehicle charging stations,” IEEE Transactions on Transportation Electrification, vol. 4, no. 1, pp. 76-88, 2018.
  • [18] Z. Tian, W. Hou, X. Gu, F. Gu, and B. Yao, “The location optimization of electric vehicle charging stations considering charging behavior,” Simulation, vol. 94, no. 7, pp. 625-636, 2018.
  • [19] A. Y. Lam, Y. W. Leung, and X. Chu, “Electric vehicle charging station placement: Formulation, complexity, and solutions,” IEEE Transactions on Smart Grid, vol. 5, no. 6, pp. 2846-2856, 2014.
  • [20] P. Sadeghi-Barzani, A. Rajabi-Ghahnavieh, and H. Kazemi-Karegar, “Optimal fast charging station placing and sizing,” Applied Energy, vol. 125, pp. 289-299, 2014.
  • [21] S. Guo, and H. Zhao, “Optimal site selection of electric vehicle charging station by using fuzzy TOPSIS based on sustainability perspective,” Applied Energy, vol. 158, pp. 390-402, 2015.
  • [22] C. Blazquez-Diaz, “Techno-economic modelling and analysis of hydrogen fuelling stations,” International Journal of Hydrogen Energy, vol. 44, no. 2, pp. 495-510, 2019.
  • [23] O. Derse, E. Göçmen, E. Yılmaz, and R. Erol, “A mathematical programming model for facility location optimization of hydrogen production from renewable energy sources,” Energy Sources, Part A: Recovery, Utilization, and Environmental Effects, vol. 44, no. 3, pp. 6648-6659, 2022.
  • [24] A. O. Avcioğlu, and U. Türker, “Status and potential of biogas energy from animal wastes in Turkey,” Renewable and Sustainable Energy Reviews, vol. 16, no. 3, pp. 1557-1561, 2012.
  • [25] M. Eyidoğan, “Biyogazın saflaştırılması ve motorlu taşıtlarda yakıt olarak kullanılması,” Makine ve Mühendis, vol. 584, no. 49, pp. 18-24, 2008.
  • [26] Y. G. Durmaz, and B. Bilgen, “Multi-objective optimization of sustainable biomass supply chain network design,” Applied Energy, vol. 272, page 115259, 2020.
  • [27] A. B. Ceylan, L. Aydın, M. Nil, H. Mamur, İ. Polatoğlu, and H. Sözen, “A new hybrid approach in selection of optimum establishment location of the biogas energy production plant,” Biomass Conversion and Biorefinery, pp. 1-16, 2021.
  • [28] M. Nosratinia, A. A. Tofigh, and M. Adl, “Determining optimal locations for biogas plants: Case study of Tehran province for utilization of bovine and aviculture wastes,” Journal of Renewable Energy and Environment, vol. 8, no. 3, pp. 36-44, 2021.
  • [29] Y. S. Park, J. Szmerekovsky, and A. Dybing, “Optimal location of biogas plants in supply chains under carbon effects: Insight from a case study on animal manure in North Dakota,” Journal of Advanced Transportation, vol. 2019, pp. 1-13, 2019.

Yıl 2023, Cilt: 12 Sayı: 2, 402 - 411, 27.06.2023

Onur Derse Elifcan Göçmen

https://doi.org/10.17798/bitlisfen.1228978

Öz

Anahtar Kelimeler

Biogas Supply Chain Optimization Biogas Supply Chain Optimization Biogas Vehicle Charging Stations Location Problem Mixed Integer Linear Programming Goal Programming

Kaynakça

  • [1] A. Nikkhah, B. Emadi, H. Soltanali, S. Firouzi, K. A. Rosentrater, and M. S. Allahyari, “Integration of life cycle assessment and Cobb-Douglas modeling for the environmental assessment of kiwifruit in Iran,” Journal of Cleaner Production, vol. 137, pp. 843-849, 2016.
  • [2] E. M. M. Esteves, A. M. N. Herrera, V. P. P. Esteves, and C. D. R. V. Morgado, “Life cycle assessment of manure biogas production: A review,” Journal of Cleaner Production, vol. 219, pp. 411-423, 2019.
  • [3] K. A. Lyng, A. E. Stensgård, O. J. Hanssen, and I. S. Modahl, “Relation between greenhouse gas emissions and economic profit for different configurations of biogas value chains: A case study on different levels of sector integration,” Journal of Cleaner Production, vol. 182, pp. 737–745, 2018.
  • [4] N. Scarlat, J. F. Dallemand, and F. Fahl, “Biogas: Developments and perspectives in Europe,” Renewable Energy, vol. 129, pp. 457-472, 2018.
  • [5] W. M. Budzianowski, “A review of potential innovations for production, conditioning and utilization of biogas with multiple-criteria assessment,” Renewable and Sustainable Energy Reviews, vol. 54, pp. 1148-1171, 2016.
  • [6] B. R. Sarker, B. Wu, and K. P. Paudel, “Optimal number and location of storage hubs and biogas production reactors in farmlands with allocation of multiple feedstocks,” Applied Mathematical Modelling, vol. 55, pp. 447-465, 2018.
  • [7] O. Yaldız, “Biogas technology and investigation for Turkey,” Biyoyakıt Dünyası, vol. 9, pp. 8-14, 2007.
  • [8] P. Illukpitiya, J. F. Yanagida, R. Ogoshi, and G. Uehara, “Sugar-ethanol-electricity co-generation in Hawai’i: An application of linear programming (LP) for optimizing strategies,” Biomass and Bioenergy, vol. 48, pp. 203-212, 2013.
  • [9] I. G. Jensen, M. Münster, and D. Pisinger, “Optimizing the supply chain of biomass and biogas for a single plant considering mass and energy losses,” European Journal of Operational Research, vol. 262, no. 2, pp. 744-758, 2017.
  • [10] L. Čuček, J. J. Klemeš, and Z. Kravanja, “Nitrogen-and climate impact-based metrics in biomass supply chains,” Computer Aided Chemical Engineering, vol. 34, pp. 483-488, 2014.
  • [11] B. Wu, B. R. Sarker, and K. P. Paudel, “Sustainable energy from biomass: Biomethane manufacturing plant location and distribution problem,” Applied Energy, vol. 158, pp. 597-608, 2015.
  • [12] O. Derse, “Biyogaz enerji tesisi için hedef programlama ile yer seçimi problem [Facility location selection problem for biogas energy plant by goal programming],” Süleyman Demirel Üniversitesi Fen Bilimleri Enstitüsü Dergisi, vol. 22, pp. 121-126, 2018.
  • [13] F. Yuruk, and P. Erdogmus, “Finding an optimum location for biogas plant: a case study for Duzce, Turkey,” Neural Computing and Applications, vol. 29, no. 1, pp. 157-165, 2018.
  • [14] S. Hosseini, and M. D. Sarder, “Development of a bayesian network model for optimal site selection of electric vehicle charging station,” International Journal of Electrical Power & Energy Systems, vol. 105, pp. 110-122, 2019.
  • [15] J. A. Domínguez-Navarro, R. Dufo-López, J. M. Yusta-Loyo, J. S. Artal-Sevil, and J. L. Bernal-Agustín, “Design of an electric vehicle fast-charging station with integration of renewable energy and storage systems,” International Journal of Electrical Power & Energy Systems, vol. 105, pp. 46-58, 2019.
  • [16] Z. Liu, F. Wen, and G. Ledwich, “Optimal planning of electric-vehicle charging stations in distribution systems,” IEEE Transactions on Power Delivery, vol. 28, no. 1, pp. 102-110, 2013.
  • [17] Z. Moghaddam, I. Ahmad, D. Habibi, and Q. V. Phung, “Smart charging strategy for electric vehicle charging stations,” IEEE Transactions on Transportation Electrification, vol. 4, no. 1, pp. 76-88, 2018.
  • [18] Z. Tian, W. Hou, X. Gu, F. Gu, and B. Yao, “The location optimization of electric vehicle charging stations considering charging behavior,” Simulation, vol. 94, no. 7, pp. 625-636, 2018.
  • [19] A. Y. Lam, Y. W. Leung, and X. Chu, “Electric vehicle charging station placement: Formulation, complexity, and solutions,” IEEE Transactions on Smart Grid, vol. 5, no. 6, pp. 2846-2856, 2014.
  • [20] P. Sadeghi-Barzani, A. Rajabi-Ghahnavieh, and H. Kazemi-Karegar, “Optimal fast charging station placing and sizing,” Applied Energy, vol. 125, pp. 289-299, 2014.
  • [21] S. Guo, and H. Zhao, “Optimal site selection of electric vehicle charging station by using fuzzy TOPSIS based on sustainability perspective,” Applied Energy, vol. 158, pp. 390-402, 2015.
  • [22] C. Blazquez-Diaz, “Techno-economic modelling and analysis of hydrogen fuelling stations,” International Journal of Hydrogen Energy, vol. 44, no. 2, pp. 495-510, 2019.
  • [23] O. Derse, E. Göçmen, E. Yılmaz, and R. Erol, “A mathematical programming model for facility location optimization of hydrogen production from renewable energy sources,” Energy Sources, Part A: Recovery, Utilization, and Environmental Effects, vol. 44, no. 3, pp. 6648-6659, 2022.
  • [24] A. O. Avcioğlu, and U. Türker, “Status and potential of biogas energy from animal wastes in Turkey,” Renewable and Sustainable Energy Reviews, vol. 16, no. 3, pp. 1557-1561, 2012.
  • [25] M. Eyidoğan, “Biyogazın saflaştırılması ve motorlu taşıtlarda yakıt olarak kullanılması,” Makine ve Mühendis, vol. 584, no. 49, pp. 18-24, 2008.
  • [26] Y. G. Durmaz, and B. Bilgen, “Multi-objective optimization of sustainable biomass supply chain network design,” Applied Energy, vol. 272, page 115259, 2020.
  • [27] A. B. Ceylan, L. Aydın, M. Nil, H. Mamur, İ. Polatoğlu, and H. Sözen, “A new hybrid approach in selection of optimum establishment location of the biogas energy production plant,” Biomass Conversion and Biorefinery, pp. 1-16, 2021.
  • [28] M. Nosratinia, A. A. Tofigh, and M. Adl, “Determining optimal locations for biogas plants: Case study of Tehran province for utilization of bovine and aviculture wastes,” Journal of Renewable Energy and Environment, vol. 8, no. 3, pp. 36-44, 2021.
  • [29] Y. S. Park, J. Szmerekovsky, and A. Dybing, “Optimal location of biogas plants in supply chains under carbon effects: Insight from a case study on animal manure in North Dakota,” Journal of Advanced Transportation, vol. 2019, pp. 1-13, 2019.
Toplam 29 adet kaynakça vardır.

Ayrıntılar

Birincil Dil İngilizce
Konular Mühendislik
Bölüm Araştırma Makalesi
Yazarlar

Onur Derse 0000-0002-4528-1999

Elifcan Göçmen 0000-0002-0316-281X

Erken Görünüm Tarihi 27 Haziran 2023
Yayımlanma Tarihi 27 Haziran 2023
Gönderilme Tarihi 3 Ocak 2023
Kabul Tarihi 21 Nisan 2023
Yayımlandığı Sayı Yıl 2023 Cilt: 12 Sayı: 2

Kaynak Göster

IEEE O. Derse ve E. Göçmen, “An Optimization Approach for A Biogas Supply Chain using Goal Programming and Mixed Integer Linear Programming”, Bitlis Eren Üniversitesi Fen Bilimleri Dergisi, c. 12, sy. 2, ss. 402–411, 2023, doi: 10.17798/bitlisfen.1228978.
 Kapak Resmi İndir



Bitlis Eren Üniversitesi
Fen Bilimleri Dergisi Editörlüğü

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E-posta: fbe@beu.edu.tr