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PlanningVis: A Visual Analytics Approach to Production Planning in Smart Factories.
IEEE Transactions on Visualization and Computer Graphics
|August 20, 2019
Summary
PlanningVis enhances manufacturing production planning by enabling data-driven comparisons of complex plans. This visual analytics system aids in resource optimization and rapid response to disruptions.
Area of Science:
- Manufacturing Systems Engineering
- Data Visualization
- Operations Research
Background:
- Effective production planning is vital for manufacturing resource utilization and cost reduction.
- Industry 4.0 generates vast data, offering opportunities for data-driven production planning.
- Challenges include data volume, product dependencies, and dynamic market/plant conditions.
Purpose of the Study:
- To develop a systematic visual analytics approach for production planning.
- To enable detailed comparison and exploration of production plans.
- To support rapid adjustments to production plans due to unforeseen incidents.
Main Methods:
- Proposing PlanningVis, a visual analytics system with three detail levels: plan overview, product view, and production detail view.
- Integrating an automatic planning algorithm with interactive visual exploration.
- Conducting case studies with real-world data and expert interviews.
Main Results:
- PlanningVis facilitates exploration and comparison of production plans at multiple granularities.
- The system supports efficient optimization of daily production plans.
- It enables quick responses to unanticipated incidents in manufacturing.
Conclusions:
- PlanningVis effectively addresses limitations of previous studies by providing detailed comparative analysis.
- The system enhances the optimization of production plans and adaptability to disruptions.
- Demonstrated effectiveness and usability through real-world case studies and expert validation.
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