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FSI-GIS-KAcad. year: 2023/2024
Advances in manufacturing and computing technology, and in particular in their interconnection, are bringing new approaches to product design and implementation in manufacturing processes and production systems. These are currently expressed in the Industry 4.0 concept, which implies that traditional tools for the necessary engineering activities are no longer sufficient for this development. Therefore, students are introduced to new approaches and methods: Manufacturing system such as intelligent system, basics of artificial intelligence, expert systems, neural networks, methods using knowledge bases. It is shown how to apply these methods and thus bring new quality for individual activities in the production system - product design and construction, technological preparation of production, group technology, production scheduling and management, production quality management.
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1. Data classification, choice of predictors, comparison of methods2. Fuzzy logic in a manufacturing system3. IoT and cloud systems4. Convolutional neural networks5. Optimization using evolutionary algorithms6. Introduction to expert systems,7. Solving problems with expert systems, examples of applications.8. Visualization of the production process, demonstration of SCADA/HMI9. Visualization of the production process, SCADA/HMI demonstration10. Work on the assigned project11. Work on the assigned project12. Evaluation of final project13. Credit