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Business Process Analysis
Mička, David ; Burget, Radek (referee) ; Hruška, Tomáš (advisor)
The goal of this thesis is to design a method of business process analysis, with the focus on process optimalization by using Predictive Maintenance, creation of a suitable prototype for this method and evaluation of practical applicability. The basis of this thesis is the research of study group led by Prof.dr.ir. W.M.P. van der Aalst revolving around process mining and tools for his examination. The same study group also created the program ProM used in this thesis.
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Using artificial intelligence to monitor the state of the machine
Kubisz, Jan ; Kroupa, Jiří (referee) ; Kovář, Jiří (advisor)
Diploma thesis focus on creation of neural network’s internal structure with goal of creation Artificial Neural Network capable of machine state monitoring and predicting its remaining usefull life. Main goal is creation of algorithm’s and library for design and learning of Artificial Neural Network, and deeper understanding of the problematics in the process, then by utilising existing libraries. Selected method was forward-propagation network with multi-layered perceptron architecture, and backpropagation learning. Achieved results was, that the network was able to determine parts state from vibration measurement and on its basis predict remaining usefull life.
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Using artificial intelligence to monitor the state of the machine
Kubisz, Jan ; Kroupa, Jiří (referee) ; Kovář, Jiří (advisor)
Diploma thesis focus on creation of neural network’s internal structure with goal of creation Artificial Neural Network capable of machine state monitoring and predicting its remaining usefull life. Main goal is creation of algorithm’s and library for design and learning of Artificial Neural Network, and deeper understanding of the problematics in the process, then by utilising existing libraries. Selected method was forward-propagation network with multi-layered perceptron architecture, and backpropagation learning. Achieved results was, that the network was able to determine parts state from vibration measurement and on its basis predict remaining usefull life.
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Business Process Analysis
Mička, David ; Burget, Radek (referee) ; Hruška, Tomáš (advisor)
The goal of this thesis is to design a method of business process analysis, with the focus on process optimalization by using Predictive Maintenance, creation of a suitable prototype for this method and evaluation of practical applicability. The basis of this thesis is the research of study group led by Prof.dr.ir. W.M.P. van der Aalst revolving around process mining and tools for his examination. The same study group also created the program ProM used in this thesis.
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