Decision support system integrating GIS with simulation and optimisation for a biofuel supply chain

A range of economic and societal issues has resulted from fossil fuel consumption in the transportation sector in the U.S. These include health related air pollution, climate change, dependence on imported oil, and other oil related national security concerns. Biofuels production from various lignocellulosic biomass types, such as wood, forest residues, and agriculture residues, have the potential to replace a portion of the total fossil fuel consumption. This study focused on locating biofuel facilities and designing the biofuel supply chain to minimise the overall cost. For this purpose, an integrated methodology was proposed by combining the Geographic Information System technology with simulation and optimisation modelling methods. The GIS-based method was used as a precursor for selecting biofuel facility locations by employing a series of decision factors. The identified candidate sites for biofuel production served as inputs for simulation and optimisation modelling. The simulation/optimisation model and identified locations provided an integrated decision support system for decision makers to determine the optimal cost, energy consumption, and emissions for candidate locations. This novel methodology development extends prior research.

[1]  Ian McCallum,et al.  Optimal location of lignocellulosic ethanol refineries with polygeneration in Sweden. , 2010 .

[2]  W. A. Marvin,et al.  Economic Optimization of a Lignocellulosic Biomass-to-Ethanol Supply Chain , 2012 .

[3]  Youn-Sang Choi,et al.  Economic feasibility of producing ethanol from lignocellulosic feedstocks , 2000 .

[4]  Shahab Sokhansanj,et al.  Switchgrass (Panicum vigratum, L.) delivery to a biorefinery using integrated biomass supply analysis and logistics (IBSAL) model. , 2007, Bioresource technology.

[5]  M. Delwiche,et al.  Methods for Pretreatment of Lignocellulosic Biomass for Efficient Hydrolysis and Biofuel Production , 2009 .

[6]  Sandra Duni Eksioglu,et al.  Analyzing the design and management of biomass-to-biorefinery supply chain , 2009, Comput. Ind. Eng..

[7]  Yueyue Fan,et al.  Multistage Optimization of the Supply Chains of Biofuels , 2010 .

[8]  B. Steen A Systematic Approach to Environmental Priority Strategies in Product Development (EPS) Version 2000- Models and data of the default method , 1999 .

[9]  P. Tittmann,et al.  Development of a biorefinery optimized biofuel supply curve for the western United States , 2010 .

[10]  B. English,et al.  A Geographic Information System-based modeling system for evaluating the cost of delivered energy crop feedstock , 2000 .

[11]  Fengli Zhang,et al.  Comparative analysis of life cycle greenhouse gas emissions of supply chains for biofuel and fossil fuel production , 2011 .

[12]  Amit Kumar,et al.  Development and implementation of integrated biomass supply analysis and logistics model (IBSAL) , 2006 .

[13]  Mônica A. Haddad,et al.  A GIS methodology to identify potential corn stover collection locations , 2008 .

[14]  Thomas Spengler,et al.  Design of regional production networks for second generation synthetic bio-fuel - A case study in Northern Germany , 2012, Eur. J. Oper. Res..

[15]  John W. Sutherland,et al.  A cost model for forest-based biofuel production and its application to optimal facility size determination , 2014 .

[16]  Huihui Lin Analysis of spring break-up and its effects on a biomass feedstock supply chain in northern Michigan , 2012 .

[17]  Daniel Nilsson,et al.  SHAM—a simulation model for designing straw fuel delivery systems. Part 1: model description , 1999 .

[18]  R. Minciardi,et al.  Planning woody biomass logistics for energy production: A strategic decision model , 2009 .

[19]  R. M. Mol,et al.  Simulation and optimization of the logistics of biomass fuel collection , 1997 .

[20]  Ioannis Mallidis,et al.  Operations Research for green logistics - An overview of aspects, issues, contributions and challenges , 2011, Eur. J. Oper. Res..

[21]  Shabbir H. Gheewala,et al.  Fossil energy, environmental and cost performance of ethanol in Thailand. , 2008 .

[22]  Dana M. Johnson,et al.  Development of a simulation model of biomass supply chain for biofuel production , 2012 .

[23]  Heungjo An,et al.  A mathematical model to design a lignocellulosic biofuel supply chain system with a case study based on a region in Central Texas. , 2011, Bioresource technology.

[24]  David L. Greene,et al.  Energy futures for the US transport sector , 2001 .

[25]  Dana M. Johnson,et al.  A GIS-based method for identifying the optimal location for a facility to convert forest biomass to biofuel , 2011 .

[26]  Christodoulos A. Floudas,et al.  Optimal energy supply network determination and life cycle analysis for hybrid coal, biomass, and natural gas to liquid (CBGTL) plants using carbon-based hydrogen production , 2011, Comput. Chem. Eng..