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Key issue, challenges, and status quo of models for biofuel supply chain design  281


              • Technology selection. Given a large number of technology options available
                for biomass preprocessing and conversion, decisions need to made on
                selecting suitable technologies for specific biomass (Yue et al., 2014).
                Technology selections and following process design are often subject to
                economic and technical constraints such as biomass properties, budget
                limitations, and targeted products (e.g., upgrading to biofuels or high
                value-added biochemicals) (Kim et al., 2011; Lea ˜o et al., 2011; Parker
                et al., 2010; You and Wang, 2011; Zhang and Wright, 2014; Cambero
                and Sowlati, 2016).
              Table 10.2 presents literature identified that have considered strategic deci-
              sions, and tactical and operational decisions (discussed in the next section).
              Almost all previous BCS design studies considered strategic decisions and
              different modeling approaches have been used. For example, Avami
              (2013) determines biomass source utilization and allocation decisions using
              linear programming (LP). Zhang and Wright (2014) selected different tech-
              nology options and decided locations and capacities of biorefineries using
              mixed integer nonlinear programming (MINLP).



              3.2 Tactical and operational decisions
              Tactical and operational decisions are the medium- and short-term decisions
              which can be alternated annually, weekly, or even daily (Awudu and Zhang,
              2012). They are made under the constrained structure of strategic decisions
              that are typically made before investigating tactical and operational decisions
              (De Meyer et al., 2014). Compared with strategic decisions, tactical and
              operational decisions are typically made at a smaller scale(e.g., biorefinery
              level or process level). Tactical and operational decisions may include the
              following aspects:
              • Production planning determines detailed design and operations of unit
                processes included in BSC, such as supplying biomass and other raw
                materials (Zhang and Hu, 2013), process design (Tong et al., 2013;
                Kazemzadeh and Hu, 2013), and scheduling (Sharma et al., 2013;
                Beamon, 1998).
              • Inventory planning determines the quantity and timing of materials or goods
                in stock (Cachon and Fisher, 2000; Stadtler, 2005; Min and Zhou, 2002)
                which needs to be aligned with production capacity, fuel distribution, and
                biomass supply (Tong et al., 2013; You and Wang, 2011; Azadeh et al.,
                2014). The storage contains raw materials for manufacturing, intermediate
                productions, and final product for distribution.
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