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• W4283719546 abstract "Industry 4.0, with the widespread use of IoT, is a significant opportunity to improve the reliability of industrial equipment through problem detection. It is difficult to utilize a unified model to depict the working condition of devices in real-world industrial scenarios because of the complex and dynamic relationship between devices. The scope of this research is that it can detect equipment defects and deploys them in a natural production environment. The proposed research is describing an online detection method for system failures based on long short-term memory neural networks. In recent years, deep learning technology has taken over as the primary method for detecting faults. A neural network with a long short-term memory is used to develop an online defect detection model. Feature extraction from sensor data is done using the curve alignment method. Based on long-term memory neural networks, the fault detection model is built (LSTM). In the end, sliding window technology is used to identify and fix the problem: the model’s online detection and update. The method’s efficacy is demonstrated by experiments based on real data from power plant sensors." @default.
• W4283719546 created "2022-07-01" @default.
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• W4283719546 date "2022-06-29" @default.
• W4283719546 modified "2023-10-14" @default.
• W4283719546 title "Light-Weighted Deep Learning Model to Detect Fault in IoT-Based Industrial Equipment" @default.
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• W4283719546 doi "https://doi.org/10.1155/2022/2455259" @default.
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