Source description
About the role
1-Build and maintain factory simulation models
Develop and own a factory simulation framework (discrete event simulation) for battery manufacturing covering:
Electrode Manufacturing: Mixing, Coating, Drying, Calendering, Notching
Cell Assembly: Stacking, tab welding, EL filling, Sealing
Formation and Aging
Module Assembly: Cell sorting, Welding, Assembly, end-of-Line testing
Internal Logistics: Buffers, Conveyors, AGVs, Storage and Material replenishment
shared factory resources/constraints (dry rooms, utilities, …).
Integrate 0D models, engineering correlations, equipment constraints, process windows, and other key operational rules required to keep factory scenarios technically and operationally viable.
Model and workflow standardization, change tracking, automation and documentation
2-Equipment/process Model requirements, development, and parameter identification
Establish and own model requirements for each equipment/process unit and collect database/models required for system-level integration.
Develop equipment/process 0D models for integration into factory model in collaboration with process engineers, data scientists and CAE engineers
Develop and implement control strategies in the model per equipment, zone or at factory level
Integrate domain knowledge into the equipment/process models in collaboration with process engineers, data scientists and CAE engineers
Maintain model assumptions and limitations and parameter/model-change traceability
3-Perform production flow/bottleneck analysis and optimization and evaluate advanced process technologies
Perform production flow, bottleneck, capacity, and line balancing studies to identify constraint stations, queue formation, WIP accumulation, starvation/blockage patterns, utilization losses, and throughput limitations.
Run what-if scenario studies for equipment/buffer sizing, resource allocation, layout changes, logistics strategies, product mix, ramp-up trajectories, changeovers, downtimes, and utility-constrained cases.
Identify feasible/optimized operational logic that achieves pilot line/gigafactory objectives (production, yield, scrap, …) including machine states, dispatching assumptions, batching/sequencing logic, material replenishment triggers, formation scheduling, …
Assess new equipment technologies and process innovations for throughput, yield, cost, quality, … within the full factory model
Examine control strategies to suggest/assess potential automation routes
Support cost-related studies by generating scenario-based inputs for bottom-up manufacturing cost modeling.
Analyze, validate, and communicate regularly simulation results and actionable recommendations to stakeholders
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