对旋转机械的数字生进行审查
Vamsi Inturi1,2, Bidisha Ghosh2, Sabareesh Geetha Rajasekharan3
1Mechanical Engineering Department, Chaitanya Bharathi Institute of Technology (A), Hyderabad 500075, India.
Sensors (Basel, Switzerland)
|August 10, 2024
概括
本综述探讨了工业机械的数字双胞胎 (DTs),涵盖了它们在工业4.0和5.0中的定义,应用和性能. 数据技术增强了终身设计和决策,即使在不完整的形式.
科学领域:
- 工程 工程师 工程师 工程师
- 计算机科学 计算机科学
- 制造业 制造技术 制造技术
背景情况:
- 工业4.0和5.0强调智能制造和以人为中心的工业流程.
- 数字双胞胎 (DTs) 是物理资产的虚拟表示,对现代工业应用至关重要.
- 了解DT在传动和工业机械中的作用对于优化性能和生命周期至关重要.
研究的目的:
- 审查数字双胞胎在传输和工业机械中的定义,模式,应用和性能.
- 在工业4.0和工业5.0框架内对数据技术进行上下文化.
- 分析传感器,机器学习和数据驱动方法的集成,用于数据技术.
主要方法:
- 关于数字双胞胎概念和工业机械应用的文献综述.
- 对DT采用,绩效指标和验证方法的分析.
- 综合关于整合操作数据,传感器和AI/ML用于DTs的研究.
主要成果:
- 在工业机械领域,存在多种DT的定义和解释.
- 在整个生命周期中,DT对旋转机械和工业机械的采用和性能有显著的好处.
- 传感器和先进的数据驱动方法 (ML/DL) 的有效集成增强了DT的能力.
结论:
- 数字双胞胎对于优化工业机械的设计,制造和决策至关重要.
- 即使是不完整或有限的数字双胞胎也提供了相当大的价值.
- 该审查强调了数据集成和先进分析在最大限度地提高数据技术效益方面的关键作用.
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