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Predictive maintenance of pneumatic pistons
Voronin, Artyom ; Rajchl, Matej (oponent) ; Brablc, Martin (vedoucí práce)
This thesis deals with creating a simulation model of a double-acting pneumatic piston with a mechanical assembly, including the sensors models, with the following parameter estimation and approximation to the behavior of a demonstration device. Another goal is the demonstration of various Predictive Maintenance approaches on a dataset measured on a demonstration device. Applying signal-based techniques to the measured dataset without using a simulation model and a model-based method that requires the use of a simulation model. The outcome of this work is the verification of the possibility of monitoring the device's condition state, using installed sensors, and evaluating the efficiency of the sensors in terms of accuracy/cost.
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Predictive maintenance of pneumatic pistons
Voronin, Artyom ; Rajchl, Matej (oponent) ; Brablc, Martin (vedoucí práce)
This thesis deals with creating a simulation model of a double-acting pneumatic piston with a mechanical assembly, including the sensors models, with the following parameter estimation and approximation to the behavior of a demonstration device. Another goal is the demonstration of various Predictive Maintenance approaches on a dataset measured on a demonstration device. Applying signal-based techniques to the measured dataset without using a simulation model and a model-based method that requires the use of a simulation model. The outcome of this work is the verification of the possibility of monitoring the device's condition state, using installed sensors, and evaluating the efficiency of the sensors in terms of accuracy/cost.
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