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资产管理外工具比较:在石化工业中使用真实数字双胞胎的案例研究
Fatih Kaya1, Ezgi Şanlı2, Özlem Albayrak2,3
1Department of Computer Engineering, Uludağ University, 16059 Bursa, Turkey.
Sensors (Basel, Switzerland)
|April 12, 2025
概括
本研究比较了四个资产管理外 (AAS) 工具用于工业4.0实施. Eclipse BaSyx在学习练习和现实世界石化案例研究中表现出卓越的表现.
科学领域:
- * 数字制造和工业4.0的发展
- *工业物联网 (IIoT) 和网络物理系统
背景情况:
- * 资产管理外 (AAS) 是工业4.0的关键组成部分,促进物理和数字系统之间的集成.
- * AAS实现的各种工具和技术存在,这给开发人员和建模人员带来了挑战.
- *选择合适的AAS工具对于成功的数字化转型至关重要.
研究的目的:
- * 帮助AAS建模者和实施者选择最合适的工具和技术.
- * 提供领先的AAS实施工具的全面比较.
- * 在模拟和真实的工业场景中评估工具性能.
主要方法:
- * 进行文献调查以确定活跃的AAS工具.
- * 在评估中包括了四个突出的工具:AASX服务器,Eclipse BaSyx,FA3ST服务和NOVAAS.
- *使用详细的标准清单进行了比较分析,分两个阶段进行:初步学习练习和石化行业案例研究.
主要成果:
- *与AASX服务器,FA3ST服务和NOVAAS相比,Eclipse BaSyx表现出更高的性能.
- * 评估包括在石油化工设施中实体资产的数字双胞胎的实际应用.
- *确定了未来研究领域,包括机器学习和深度学习模型的整合.
结论:
- * Eclipse BaSyx是AAS实施的高效工具,其性能优于其他评估的选项.
- * 该研究为在工业环境中选择AAS技术提供了有价值的见解.
- *未来的工作将探索先进的分析集成,以加强资产管理.
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