Department of Control and Information Systems, Faculty of Electrical Engineering and Information Technology, University of Žilina, 01026 Žilina, Slovakia.
Sensors (Basel). 2022 Jan 20;22(3):778. doi: 10.3390/s22030778.
Applications of safety-related control systems demand reliable and credible inputs from physical sensors, therefore there is a need to extend their capabilities to provide a validated input with high availability. Our main idea is to insert virtual sensors between physical sensors and the control system's logic. The created solution can validate the values of real sensors and with the use of multiple virtual sensors we can achieve high availability in addition, therefore our solution is entitled as a virtual redundant sensor. It works by the digital twin's concept and uses fusion function to calculate validated results. The fusion function is used to transform the measured values from the physical sensors according to designed numerical models. The selection of a numerical model with assigned fusion functions can be performed via the WEB-based graphical user interface. Proposal of the numerical model is created and validated on the experimental workplace with emulation of physical sensors and MQTT integration (smart IoT sensors). The results of testing have shown that our solution can be applied to validate the values of physical sensors. Proposed fusion functions calculated results according to the selected model in all cases, while non-standard cases were handled according to our definition. In addition, the high availability concept with a group of two virtual sensors has proven fast recovery and availability of results for safety-related applications as well.
安全相关控制系统的应用需要物理传感器提供可靠和可信的输入,因此需要扩展其功能,以提供具有高可用性的经过验证的输入。我们的主要想法是在物理传感器和控制系统逻辑之间插入虚拟传感器。创建的解决方案可以验证实际传感器的值,并且通过使用多个虚拟传感器,我们可以实现高可用性,因此我们的解决方案被称为虚拟冗余传感器。它通过数字孪生的概念工作,并使用融合功能来计算经过验证的结果。融合功能用于根据设计的数值模型转换物理传感器的测量值。可以通过基于 WEB 的图形用户界面选择具有分配的融合功能的数值模型。通过模拟物理传感器和 MQTT 集成(智能物联网传感器)在实验工作场所创建和验证数值模型的建议。测试结果表明,我们的解决方案可用于验证物理传感器的值。所提出的融合功能根据所选模型计算结果,在所有情况下,而非标准情况根据我们的定义进行处理。此外,具有两个虚拟传感器的高可用性概念已被证明可快速恢复和提供安全相关应用的结果。