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Advancing Digital Twin-Based Collision Avoidance: A Comprehensive Analysis of Communication Networks for
Christian Moldovan1, Silas Ulrich1, Volker Köster1
1Comnovo GmbH, 44263 Dortmund, Germany.
This study proposes a framework to assess wireless safety functions in industrial settings using packet loss rates. Real-world forklift data shows the need for a dynamic model to account for warehouse complexities and improve safety assessments.
Area of Science:
- Industrial Automation
- Wireless Communication Systems
- Functional Safety Engineering
Background:
- Wireless safety functions are critical in industrial environments but lack standardized performance criteria.
- Existing performance assessment models often oversimplify the dynamic nature of industrial settings.
Purpose of the Study:
- To develop a theoretical framework for evaluating the performance level of wireless safety functions.
- To address the challenges posed by dynamic industrial environments on wireless system reliability.
Main Methods:
- Developed a theoretical framework based on packet loss rates for performance assessment.
- Conducted an in situ measurement study on a forklift truck safety system for validation.
Main Results:
- Validated the proposed performance assessment method using real-world data.
- Highlighted the significant impact of warehouse dynamics on packet loss rates and safety function performance.
Conclusions:
- A simplified model based solely on packet loss is insufficient for complex industrial wireless safety.
- An expanded theoretical framework is necessary, incorporating warehouse dynamics and specific wireless system characteristics.
- There is a critical need for specialized standards and frameworks for wireless safety applications in industry.
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