A robust optimization problem for drone-based equitable pandemic vaccine distribution with uncertain supply

•Propose a drone-based vaccine distribution chain for remote areas.•Develop a two-stage robust model to optimize vaccination facility location and scheduling under supply uncertainty.•Provide two tailored column-and-constraint generation algorithms to solve the robust model.•Conduct a case study to generate managerial insights for vaccine distribution decision-making.