推进故障诊断的综合实验液位控制系统研究创新:数据,模型和程序

Hilina Workneh, Ioannis Raptis
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引用次数: 0

摘要

这项工作旨在开发一个实验室基准系统,用于测试和比较基于模型的故障诊断算法。我们选择了一个由三个相互连接的储罐组成的液位控制系统作为物理过程。我们详细介绍了用于推导物理过程状态空间方程的第一原理数学建模。系统识别采用基本最小二乘法,根据输入/输出数据估计模型参数。本文的主要贡献在于介绍了一个开放访问的资源库,其中包含大量传感器和执行器数据,这些数据来自于对发生故障的物理过程的实验。该资源库使研究人员能够使用来自真实世界流程的感测数据来验证他们的算法,该流程面临着现实的不确定性和测量挑战。对已识别动态模型的验证及其与所收集数据的一致性证明了所提议的系统在测试和比较基于模型的故障检测算法方面的能力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

A Comprehensive Experimental Liquid-Level Control System for Advancing Fault Diagnosis Research Innovation: Data, Models, and Procedures

A Comprehensive Experimental Liquid-Level Control System for Advancing Fault Diagnosis Research Innovation: Data, Models, and Procedures

This work addresses the development of a laboratory benchmark system designed for testing and comparing model-based fault diagnosis algorithms. We selected a liquid-level control system with three interconnected storage tanks as the physical process. We provide a detailed description of the first-principles mathematical modeling for deriving the state-space equations of the physical process. System identification was performed using elementary least squares to estimate the model parameters from input/output data. The primary contribution of this paper is the presentation of an open-access repository containing extensive sensor and actuator data from experiments on a physical process experiencing faults. This repository enables researchers to validate their algorithms using sensory data from a real-world process subjected to realistic uncertainty and measurement challenges. The validation of the identified dynamic model and its agreement with the collected data demonstrate the capabilities of the proposed system for testing and comparing model-based fault detection algorithms.

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