For energy-intensive cement enterprises closely related to adjustable potential and production processes, an optimization scheduling model is proposed based on the coupling relationship between tasks and materials, taking into account the production constraints of cement users. In addition, energy storage-side pumped storage is aggregated to regulate resources, further enhancing the flexibility of regulation. For pumped storage devices, the constraints include power constraints during the charging and discharging process, power equality constraints, state constraints during charging and discharging, energy state constraints, and final energy constraints. For cement enterprises, taking the example of the new dry cement production process, the generation/consumption of materials and the occupation/release of equipment in each process are analyzed. The state-task network method is used to abstract materials and processes into states and tasks respectively, establishing process constraints for cement load production. Case simulation verifies that the proposed method can effectively reduce the comprehensive electricity cost of pumped storage and cement enterprises while ensuring the normal operation of pumped storage and cement enterprises, providing data guidance and support for cement enterprises to participate in grid interaction.