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Application of Digital Shadows on Different Levels in the Automation Pyramid - (Extended Abstract)
Heithoff, Malte
, Michael, Judith
, Sapel, Patrick
, Köbel, Thilo, Rumpe, Bernhard
and Hopmann, Christian
(2026)
Application of Digital Shadows on Different Levels in the Automation Pyramid - (Extended Abstract).
In: Modellierung 2026, March 9-12, 2026, Bayreuth, Germany.
Date of publication of this fulltext: 20 Mar 2026 07:40
Conference or workshop item
DOI to cite this document: 10.5283/epub.78998
Abstract
We present the practical application of the Digital Shadow (DS) in injection molding production to manage the resulting heterogeneous volumes of data. A Digital Shadow of a system is a task- and context-dependent, purpose-oriented, aggregated data set that forms the basis for informed decision-making. We examine two use cases located at different levels of the automation pyramid: ...
We present the practical application of the Digital Shadow (DS) in injection molding production to manage the resulting heterogeneous volumes of data. A Digital Shadow of a system is a task- and context-dependent, purpose-oriented, aggregated data set that forms the basis for informed decision-making. We examine two use cases located at different levels of the automation pyramid: Geometry-dependent process configuration (Control and operational level): The DS is used at runtime to optimize the injection profile in order to achieve a more uniform melt front velocity and thus higher part quality. Production planning and control (Planning level): The DS is used to calculate optimal machine allocation plans based on objectives such as minimum total setup time or minimum total lateness of orders. A reference model of the Digital Shadow was designed and refined within the German Cluster of Excellence "Internet of Production" (IoP) at RWTH Aachen University. For both use cases, we create a concrete data model and demonstrate how the different positioning within the automation pyramid impacts the specific data structure, the system models used, and the real-time requirements. These findings serve as a guideline for the development of future Digital Shadows in further application scenarios.
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| Item type | Conference or workshop item (Speech) | ||||
| Publisher: | Gesellschaft f\"r Informatik e.V. | ||||
|---|---|---|---|---|---|
| Open Access Type: | OA-Version in anderem Repositorium | ||||
| Other Series: | LNI | ||||
| Volume: | P-378 | ||||
| Page Range: | pp. 153-154 | ||||
| Date | 10 March 2026 | ||||
| Institutions | Informatics and Data Science > General computer science Informatics and Data Science > General computer science > Chair of Programming and Software Engineering (Prof. Dr. Judith Michael) | ||||
| Identification Number |
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| Keywords | Digital Shadow , Injection molding , Production planning and control , Method , Data , Software Engineering | ||||
| Dewey Decimal Classification | 000 Computer science, information & general works > 004 Computer science | ||||
| Status | Published | ||||
| Refereed | Yes, this version has been refereed | ||||
| Created at the University of Regensburg | Partially | ||||
| URN of the UB Regensburg | urn:nbn:de:bvb:355-epub-789980 | ||||
| Item ID | 78998 |
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