Supply Chain Management Models for the Development of Green Fuel Production from Microalgae in Iran
Subject Areas : environmental managementShayan Mohseni 1 , Mir saman Pishvaee 2
1 - Master, Faculty of Industrial Engineering, Iran University of Science and Technology, Tehran, Iran.
2 - Associate Professor, Faculty of Industrial Engineering, Iran University of Science and Technology, Tehran, Iran.
Keywords: Sustainable energy, Green fuels, Microalgae, robust optimization, Biomass supply chain,
Abstract :
Background and Objective: Environmental pollution and dependency on fossil fuels are the most important incentives for the development of biofuels in Iran. Microalgae are introduced as one of the best raw materials for the production of biofuels in the world. In addition, for the production of microalgae, the emissions from power plants are used which leads to the reduction of greenhouse gas emissions to the atmosphere. Method: This paper proposes a microalgae-based biofuel supply chain network design model to study the development of such fuels. First, a deterministic model was developed to model the all activities of the supply chain including provision of raw materials for the production of microalgae, microalgae cultivation, turning them into biofuel and eventually biofuel distribution. Then, the deterministic model was extended to a robust network design model to achieve a safe and stable supply chain decisions in the face of uncertainty. Findings: Results of using the proposed model for the development of microalgal biofuel production show that the cost biofuel production from microalgae is 88.5 thousand Rials per liter. Discussion and Conclusion: Current production cost of microalgae-based biofuel cannot compete with that of fossil fuel, but the cost can be significantly decreased with a slight increase in algae productivity or oil content in future.
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- Yue D, You F, Snyder SW. Biomass-to-bioenergy and biofuel supply chain optimization: Overview, key issues and challenges. Computers & Chemical Engineering. 2014;66:36-56.
- Sims RE, Mabee W, Saddler JN, Taylor M. An overview of second generation biofuel technologies. Bioresource technology. 2010;101(6):1570-80.
- Mata TM, Martins AA, Caetano NS. Microalgae for biodiesel production and other applications: a review. Renewable and sustainable energy reviews. 2010;14(1):217-32.
- Davis R, Aden A, Pienkos PT. Techno-economic analysis of autotrophic microalgae for fuel production. Applied Energy. 2011;88(10):3524-31.
- Maity JP, Bundschuh J, Chen C-Y, Bhattacharya P. Microalgae for third generation biofuel production, mitigation of greenhouse gas emissions and wastewater treatment: Present and future perspectives–A mini review. Energy. 2014;78:104-13.
- Balaman ŞY, Selim H. A network design model for biomass to energy supply chains with anaerobic digestion systems. Applied Energy. 2014;130:289-304.
- Sokhansanj S, Kumar A, Turhollow AF. Development and implementation of integrated biomass supply analysis and logistics model (IBSAL). Biomass and Bioenergy. 2006;30(10):838-47.
- Awudu I, Zhang J. Stochastic production planning for a biofuel supply chain under demand and price uncertainties. Applied Energy. 2013;103:189-96.
- An H, Wilhelm WE, Searcy SW. A mathematical model to design a lignocellulosic biofuel supply chain system with a case study based on a region in Central Texas. Bioresource technology. 2011;102(17):7860-70.
- Shabani N, Sowlati T, Ouhimmou M, Rönnqvist M. Tactical supply chain planning for a forest biomass power plant under supply uncertainty. Energy. 2014;78:346-55.
- Azadeh A, Arani HV, Dashti H. A stochastic programming approach towards optimization of biofuel supply chain. Energy. 2014;76:513-25.
- Zhang J, Osmani A, Awudu I, Gonela V. An integrated optimization model for switchgrass-based bioethanol supply chain. Applied Energy. 2013;102:1205-17.
- Osmani A, Zhang J. Economic and environmental optimization of a large scale sustainable dual feedstock lignocellulosic-based bioethanol supply chain in a stochastic environment. Applied Energy. 2014;114:572-87.
- Sadjadi S, Omrani H. Data envelopment analysis with uncertain data: An application for Iranian electricity distribution companies. Energy Policy. 2008;36(11):4247-54.
- Yang J, Xu M, Zhang X, Hu Q, Sommerfeld M, Chen Y. Life-cycle analysis on biodiesel production from microalgae: water footprint and nutrients balance. Bioresource technology. 2011;102(1):159-65.
- Pate R, Klise G, Wu B. Resource demand implications for US algae biofuels production scale-up. Applied Energy. 2011;88(10):3377-88.
- Soyster AL. Convex programming with set-inclusive constraints and applications to inexact linear programming. Operations research. 1973;21(5):1154-7.
- Ben-Tal A, Nemirovski A. Robust solutions of linear programming problems contaminated with uncertain data. Mathematical programming. 2000;88(3):411-24.
- Li Z, Ding R, Floudas CA. A comparative theoretical and computational study on robust counterpart optimization: I. Robust linear optimization and robust mixed integer linear optimization. Industrial & engineering chemistry research. 2011;50(18):10567-603.
- Bertsimas D, Sim M. The price of robustness. Operations research. 2004;52(1):35-53.
- Najafi G, Ghobadian B, Yusaf TF. Algae as a sustainable energy source for biofuel production in Iran: A case study. Renewable and Sustainable Energy Reviews. 2011;15(8):3870-6.
- Tabatabaei M, Tohidfar M, Jouzani GS, Safarnejad M, Pazouki M. Biodiesel production from genetically engineered microalgae: Future of bioenergy in Iran. Renewable and Sustainable Energy Reviews. 2011;15(4):1918-27.
- Lundquist TJ, Woertz IC, Quinn N, Benemann JR. A realistic technology and engineering assessment of algae biofuel production. Energy Biosciences Institute. 2010:1.
- Kally E, Fishelson G. Water and peace: water resources and the Arab-Israeli peace process: Praeger; 1993.
- Doctor R, Palmer A, Coleman D, Davison J, Hendriks C, Kaarstad O, et al. Chapter 4: Transport of CO2. IPCC Special Report on Carbon Dioxide Capture and Storage, R. Pichs-Madruga, S. Timashev, Eds., Intergovernmental Panel on Climate Change. Cambridge University Press, Cambridge; 2005.
- Wigmosta MS, Coleman AM, Skaggs RJ, Huesemann MH, Lane LJ. National microalgae biofuel production potential and resource demand. Water Resources Research. 2011;47(3).
- Iran Statistical Yearbook of oil products consumption.National Iranian Oil Products Distribution Company (NIOPDC) 2012.
- Pishvaee MS, Rabbani M, Torabi SA. A robust optimization approach to closed-loop supply chain network design under uncertainty. Applied Mathematical Modelling. 2011;35(2):637-49.