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Author | Disaster phase | Uncertain component | Model formulation | Solution technique |
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Sheu et al. [95] | Response phase (resource allocation model) | Fuzziness of demand and supply | Integer programming and fuzzy linear programming | Hybrid fuzzy-optimization |
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Ahmadi et al. [31] | Preparation and response phase (location-routing model) | Road destruction location due to earthquake | Mixed-integer nonlinear programming | Metaheuristic (variable neighborhood search) coded in MATLAB |
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Yi and Kumar [78] | Response phase (multicommodity network flow model) | Route reliability | Mixed-integer multicommodity network flow model | Metaheuristic (ant colony optimization) |
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Vitoriano et al. [96] | Response phase (relief distribution model) | Ransack probability of the link | Mixed-integer linear programming | Goal programming |
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Tzeng et al. [37] | Response phase (relief distribution model) | Demand | Fuzzy multiobjective programming | Fuzzy programming |
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Chen et al. [42] | Response phase (vehicle routing model) | — | Mixed-integer nonlinear programming | GIS based simulation |
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Wang et al. [72] | Response phase (location-routing model) | Route reliability after earthquake | Mixed-integer nonlinear programming | Comparison of NSGA and NGDA algorithms using MATLAB |
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Jabbarzadeh et al. [33] | Response phase (aid distribution model) | Blood demand | Mixed-integer nonlinear programming | Robust optimization |
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Liberatore et al. [43] | Recovery phase (relief distribution model) | Route reliability and complete distribution without any loss | Mixed-integer nonlinear programming | RecHADS algorithm |
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Campbell et al. [32] | Response phase (vehicle routing model) | — | Mixed-integer programming | Heuristic (insertion and local search) |
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Sheu [38] | Response phase (relief distribution model) | Effect of emotional contagion on the attitude of survivor | Mixed-integer linear programming | Structural equation modelling |
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Afshar and Haghani [39] | Response phase (integrated supply chain model) | — | Mixed-integer programming | CPLEX |
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Huang et al. [79] | Response phase (assessment routing model) | — | Integer programming | Tabu search heuristic coded in C++ |
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Bozorgi-Amiri et al. [36] | Preparation and response phase (relief distribution model) | Demand and location of demand | Mixed-integer nonlinear programming | Robust stochastic optimization approach, compromise programming |
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Özdamar and Demir [64] | Preparation phase (vehicle routing model) | — | Mixed-integer nonlinear programming | Hierarchical cluster and route heuristic |
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Lin et al. [40] | Response phase (vehicle routing model) | — | Mixed-integer programming | Decomposition and assignment heuristic |
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Wohlgemuth et al. [34] | Response phase (pickup and delivery model) | Demand | Mixed-integer linear programming | Tabu search heuristic |
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Vitoriano et al. [41] | Response phase (relief distribution model) | Route reliability | Mixed-integer nonlinear programming | Goal programming |
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Shen et al. [35] | Response phase (vehicle routing model) | — | Mixed-integer programming | Tabu search heuristic |
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Chiou and Lai [51] | Response phase (shortest path, traffic assignment, and traffic control model) | Route reliability | Mixed-integer nonlinear programming | Fuzzy set theory and genetic algorithm |
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Berkoune et al. [71] | Response phase (relief distribution model) | — | Mixed-integer programming | Genetic algorithm (greedy heuristic, set enumeration heuristic) |
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Adıvar and Mert [52] | Response phase (international disaster relief distribution model) | Meeting the needs on time | Mixed-integer linear programming | Fuzzy programming |
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