Table 1 Emergency material demand forecasting and model design summary.

Sun et al.¹¹

Case studies

Emergency material demand prediction

Fuzzy rough set model

–

Chen et al.¹²

Flood disaster data

Flood disaster material demand

MIP

√

√

–

Yang et al.¹³

Casualty data

Classification of emergency supplies

Regression-based model

√

–

Mohammadi et al.¹⁵

Government data

Emergency rescue supplies

Neural network

√

√

–

Ekici et al.¹⁶

Government data

Food demand

SEIR

√

√

–

Buyuktahtakn¹⁷

Government data

Supply logistics allocation

MIP

√

–

Guo et al.²⁰

Multi-source data

Port emergency resources

Multi-objective particle swarm optimization algorithm

√

–

Wang et al.²³

Government data

Multi-objective emergency resource

Multi-objective cellular genetic algorithm and the improved A* algorithm

√

√