A mixed biomass-based energy supply chain for enhancing economic and environmental sustainability benefits: A multi-criteria decision making framework

被引:76
作者
Mirkouei, Amin [1 ]
Haapala, Karl R. [2 ]
Sessions, John [3 ]
Murthy, Ganti S. [4 ]
机构
[1] Univ Idaho, Coll Engn, Idaho Falls, ID 83402 USA
[2] Oregon State Univ, Coll Engn, Corvallis, OR 97331 USA
[3] Oregon State Univ, Coll Forestry, Corvallis, OR 97331 USA
[4] Oregon State Univ, Coll Agr Sci, Corvallis, OR 97331 USA
关键词
Biomass; Supply chain; Bio-oil; Mobile bio-refinery; Uncertainty; Sustainability; LIFE-CYCLE ASSESSMENT; FAST PYROLYSIS; MULTIOBJECTIVE OPTIMIZATION; TECHNOECONOMIC ASSESSMENT; BIOFUEL PRODUCTION; INTEGRATING GIS; FOREST BIOMASS; SYSTEM; TECHNOLOGIES; LIQUEFACTION;
D O I
10.1016/j.apenergy.2017.09.001
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Bioenergy sources have been introduced as a means to address challenges of conventional energy sources. The uncertainties of supply-side (upstream) externalities (e.g., collection and logistics) represent the key challenges in bioenergy supply chains and lead to reduce cross-cutting sustainability benefits. We propose a mixed biomass-based energy supply chain (consisting of mixed-mode bio-refineries and mixed-pathway transportation) and a multi-criteria decision making framework to address the upstream challenges. Our developed framework supports decisions influencing the economic and environmental dimensions of sustainability. Economic analysis employs a support vector machine technique, to predict the pattern of uncertainty parameters, and a stochastic optimization model, to incorporate uncertainties into the model. The stochastic model minimizes the total annual cost of the proposed mixed supply chain network by using a genetic algorithm. Environmental impact analysis employs life cycle assessment to evaluate the global warming potential of the cost-effective supply chain network. Our presented approach is capable of enhancing sustainability benefits of bioenergy industry infrastructure. A case study for the Pacific Northwest is used to demonstrate the application of the methodology and to verify the models. The results indicate that mixed supply chains can improve sustainability performance over traditional supply infrastructures by reducing costs (up to 24%) and environmental impacts (up to 5%).
引用
收藏
页码:1088 / 1101
页数:14
相关论文
共 75 条
[1]   Techno-economic assessment of biorefinery technologies for aviation biofuels supply chains in Brazil [J].
Alves, Catarina M. ;
Valk, Misha ;
de Jong, Sierk ;
Bonomi, Antonio ;
van der Wielen, Luuk A. M. ;
Mussatto, Solange I. .
BIOFUELS BIOPRODUCTS & BIOREFINING-BIOFPR, 2017, 11 (01) :67-91
[2]  
Anderke S., 2013, THESIS
[3]  
[Anonymous], 2004, KERNEL METHODS PATTE
[4]  
[Anonymous], 2015, PRACTICE SOCIAL RES
[5]  
[Anonymous], 2006, EPA600R06060
[6]  
[Anonymous], 2013, Search Methodologies: Introductory Tutorials in Optimization and Decision Support Techniques, DOI DOI 10.1007/978-1-4614-6940-7_15
[7]  
[Anonymous], 2011, US BILLION TON UPDAT
[8]  
[Anonymous], 2016, P IIE ISERC MAY 21 2
[9]   Stochastic production planning for a biofuel supply chain under demand and price uncertainties [J].
Awudu, Iddrisu ;
Zhang, Jun .
APPLIED ENERGY, 2013, 103 :189-196
[10]   Uncertainties and sustainability concepts in biofuel supply chain management: A review [J].
Awudu, Iddrisu ;
Zhang, Jun .
RENEWABLE & SUSTAINABLE ENERGY REVIEWS, 2012, 16 (02) :1359-1368