|
Type of study | Broad modeling category | Type of modeling approach | Authors using the modeling approach |
|
Supply chain models | Biomass supply chain models | Simulation | Simulation | [80, 128] |
Demand driven | [83, 84] |
Simulation-based fuzzy inventory | [129] |
Integrated biomass supply and logistics (ISBAL) modeling environment-dynamic simulation | [130] |
|
Supply chain models | Biomass supply chain models | Mathematical programming | Dynamic, nonlinear mixed integer | [131, 132] |
Dynamic, linear mixed integer | [114, 133] |
Scenario-based optimization | [32, 125] |
Agent-based models (ABMs) | [134] |
Land-suitability model (LSM) using analytic hierarchy process (AHP) | [135] |
Power function utilization | [33] |
Spatial partial equilibrium | [136] |
Technoeconomic | [36, 126] |
Game theoretic approach | [127] |
Mixed integer | [137] |
Mixed integer linear programming (MILP) | [138] |
Linear programming network | [139] |
Process network synthesis (PNS) two-level process graph (P-graph) approach | [31, 140] |
Newsvendor economic | [141] |
Integrated optimization | [142] |
|
Supply chain models | General supply chain models | Simulation | Simulation | [21, 143, 144] |
|
Supply chain models | General supply chain models | Mathematical programming | Demand driven | [83] |
Agent-based models (ABMs) | [78] |
Closed-loop optimization | [53] |
Mixed integer | [145] |
Lead-time inventory | [65, 146, 147] |
Stochastic network | [148] |
Fuzzy programming | [149] |
Mixed integer linear programming (MILP) | [150ā152] |
Integrated business planning (IBP) matrix | [153] |
Genetic algorithms | [57, 154, 155] |
|
Value chain models | General value chain models | Mathematical programming | Mixed integer nonlinear programming | [115, 156] |
Object oriented programming approach with ecological mass balance | [116] |
Analytic network process (ANP) | [47] |
|
Value chain models | Wood pellet value chain models | Simulation | Inventory management (Pell-Sim) | [86] |
|
Value chain models | Wood pellet value chain models | Mathematical programming | Win-win optimization | [113] |
Technoeconomic | [30] |
Static partial equilibrium | [24] |
|
Other | Wood pellet theses | Mathematical programming | Linear multicommodity network flow | [123] |
Scenario-based financial | [122, 124] |
|
Other | Biomass business plans | Mathematical programming | Financial-based | [117, 118] |
|
Other | Wood pellet business plans | Mathematical programming | Financial-based | [119, 120] |
|