Design of mathematical models for the integration of purchase and production lot-sizing and scheduling problems under demand uncertainty

•Developing mathematical models for lot-sizing and scheduling problem in aggregated and disaggregated modes.•Integrating purchase lot-sizing, production lot-sizing and scheduling.•Applying chance-constrained programming (CCP) to deal with the uncertain demands.•Considering supplier selection with different discount levels.•Considering materials transportation with multiple transportation modes.