Finite inventory budgets in production capacity and safety stock placement under the guaranteed service approach

•Guaranteed and chance-constraint approaches to model inventory budgets.•New formulations for the production capacity and safety stock placement.•Successive piecewise linear approximation outperforms a Lagrangian decomposition.•A novel two-phase heuristic greatly reduces CPU times.•Inventory budgets...

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