制造系统数字模型的实时验证:一种基于信号处理的新方法

Giovanni Lugaresi, Gianluca Aglio, Federico Folgheraiter, A. Matta
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引用次数: 12

摘要

最近,制造系统与其数字对应物之间的连接对于短期范围内的计划和控制活动具有重要意义。然而,数字模型与非常动态的系统的一致性并不总是得到保证,传统的验证技术不能使用,因为它们是为离线模拟器设计的,并且依赖于大量数据的可用性。这项工作开发了一种新的验证程序,灵感来自信号处理理论和一种称为准轨迹驱动仿真的新方法。该过程与实时仿真框架一致,因为它不需要大型数据集来提供良好的解决方案。该方法已在测试用例上进行了试验,证明了它在制造环境中的适用性。
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Real-time Validation of Digital Models for Manufacturing Systems: a Novel Signal-processing-based Approach
Recently, the connection between manufacturing systems and their digital counterparts has become of great significance for planning and control activities in a short-term scope. However, the alignment of a digital model with a very dynamic system is not always guaranteed, and traditional validation techniques cannot be used since they are designed for off-line simulators and rely on the availability of a large amount of data. This work develops a novel validation procedure inspired by signal-processing theory and a novel approach called quasi Trace Driven Simulation. The procedure is coherent with a Real-Time Simulation framework since it does not require large datasets to provide a good solution. The approach has been tried on test cases which demonstrated its applicability to a manufacturing environment.
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