Fuzzy Control Systems (Master course) |
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<< TO BE UPDATED, PLEASE VISIT AGAIN>> | ||||||||||
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Lecture Notes: | ||||||||||
Week | Topics | Notes | Assignments |
Due date/ Remarks |
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1 | Introduction and Fuzzy Control | download | ||||||||
2 | Fuzzy sets and relations (properties, representations and | download | ||||||||
operations of Fuzzy sets) | ||||||||||
3 | Fuzzy sets and relations (Fuzzy relations, relational | download | ||||||||
compositions, problems) | ||||||||||
4 | Fuzzy systems (Rule-based Fuzzy systems, Linguistic model) | download | ||||||||
5 | Applications of fuzzy logic on classification | download | ||||||||
6 | Fuzzy clustering (Fuzzy c-Means clustering) | download | ||||||||
7 | Construction techniques for Fuzzy systems | download | ||||||||
8 | Knowledge-based Fuzzy control | download | ||||||||
9 | Artificial neural networks | download | ||||||||
10 | Gaussian Processes | download | ||||||||
11 | Model-based control | download | ||||||||
12 | Model-based predictive control | download | ||||||||
13 | Adaptive control | download | ||||||||
14 | Reinforcement learning | download | ||||||||
15 | Model free reinforcement learning | download | ||||||||