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Fault (Geology)
Measurement Science and Technology • Vol 35 • No 1
An explainable deep learning approach for detection and isolation of sensor and machine faults in predictive maintenance paradigm
2023
Abstract The predictive health maintenance techniques identify the machine faults by analyzing the data collected by low-cost sensors assuming that sensors are free from any faults. However, aging and environmental condition cause sensors also be faulty, lead…
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Fault (Geology)

Fracture or discontinuity in rock across which there has been displacement

In geology, a fault is a planar fracture or discontinuity in a volume of rock across which there has been significant displacement as a result of rock- mass movements. Large faults within Earth's crust result from the action of plate tectonic forces, with the largest forming the boundaries between the plates, such as the megathrust faults of subduction zones or transform faults. Energy release associated with rapid movement on active faults is the cause of most earthquakes. Faults may also displace slowly, by aseismic creep.

A fault plane is the plane that represents the fracture surface of a fault. A fault trace or fault line is a place where the fault can be seen or mapped on the surface.

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Measurement Science and Technology • Vol 35 • No 1
An explainable deep learning approach for detection and isolation of sensor and machine faults in predictive maintenance paradigm
2023
Abstract The predictive health maintenance techniques identify the machine faults by analyzing the data collected by low-cost sensors assuming that sensors are free from any faults. However, aging and environmental condition cause sensors also be faulty, leading to incorrect interpretations of the collected data and subsequently resulting in erroneous machine health predictions. To mitigate this problem, this paper proposes a hybrid model that can differentiate between sensor and system faults. The data used for t…
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Computer Science
Autoencoder
Convolutional Neural Network
Artificial Intelligence
Deep Learning
Machine Learning
Extreme Learning Machine
Data Mining
Engineering
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Random Forest
Seismology