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A 3D Thermal Model for Real-Time Condition Monitoring of Electrochemical Processes

机译:用于电化学过程实时状态监测的3D热模型

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This work aims to present an automated defect diagnosis system that fuses physical and geometrical features in order to construct a detailed 3D thermal model for industrial shop-floor monitoring. To accomplish that, a geometric camera calibration framework has been followed where the calibration accuracy of a custom-made calibration pattern with high contrast in the infrared modality has been investigated. Defections are then identified using an MRF-based probabilistic superpixel segmentation algorithm in real-time. The results of the proposed procedure are encouraging; with F1-measure reaching 91% in certain datasets containing data from electrochemical industrial processes thus further demonstrating the effectiveness of the proposed system.
机译:这项工作旨在提出一种融合了物理和几何特征的自动化缺陷诊断系统,以便为工业车间监控构建详细的3D热模型。为此,遵循了几何相机校准框架,其中研究了在红外模态下具有高对比度的定制校准图案的校准精度。然后使用基于MRF的概率超像素分割算法实时识别缺陷。拟议程序的结果令人鼓舞;在某些包含电化学工业过程数据的数据集中,F1-measure达到91%,从而进一步证明了该系统的有效性。

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