Využití metod umělé inteligence v řídicích systémech s programovatelnými automaty
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Vysoká škola báňská – Technická univerzita Ostrava
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Abstract
This Bachelor thesis describes usage of module for artificial inteligence (AI) SIMATIC S7-1500 TM
NPU by Siemens. In particular, AI is used in form of convolutional neural network (CNN) for
classification of images taken by camera. In theoretical part there is a familiarization with basic
principles of AI and description of CNNs which are used for image processing. Next, there is an
analysis on common usages of AI with PLC. Finally, the module TM-NPU which is used as computing capacity for neural networks is described. Practical part is devoted to creation of classification
model and it’s deployement to TM-NPU. Next, it deals with creation of a PLC program, which
process classification data received from the module and perform certain actions based on that data.
The aim of this thesis is to successfully demonstrate task, which exploits AI methods (classification)
on TM-NPU.
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artificial intelligence, Tensorflow, Keras, image classification, automatization, industry 4.0, PLC, TM-NPU