Recently updated on: 2022-06-20
Dr. Yu Zhang
VooV Meeting Number : 368-380-134
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VooV Meeting Number : 180-899-099
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VooV Meeting Number : 460-693-553
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VooV Meeting Number : 526-984-935
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VooV Meeting Number : 910-392-169
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VooV Meeting Number : 207-812-383
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VooV Meeting Number : 397-916-086
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VooV Meeting Number : 229-694-575
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VooV Meeting Number : 951-756-451
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VooV Meeting Number : 643-140-887
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Topics:
(1) Speaker introduction. Remote condition monitoring of industrial systems
(2) Introductory lecture. Introduction to Artificial Intelligence
(3) Machine hearing. Acoustic-based monitoring using machine learning
(4) System monitoring using artificial neural networks. Autoencoder and Deep recurrent neural network
(5) AI. Fuzzy inference systems
(6) Time-frequency analysis-wavelet & EMD
(7) Feature Extraction – statistical features, PCA & ICA
(8) Classification & Clustering-decision tree, kNN & SVM; k-means & fuzzy c-means clustering
(9) Optimisation-quasi-Newton optimisation, particle swarm optimisation & Bayesian optimisation
(10) AI. Artificial Neural Networks
(11) Gaussian Mixture Model
(12) Gaussian Process Regression
(13) Genetic Algorithm
(14)Genetic Programming
(15) Evolution Strategies & Hybrid Intelligence
Dr. Yu Zhang
VooV Meeting Number : 173-794-794
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VooV Meeting Number : 822-614-693
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VooV Meeting Number : 580-894-923
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VooV Meeting Number : 616-943-559
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VooV Meeting Number : 699-937-677
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Topics:
(1) Report: AI overview; AI application in condition monitoring of industrial systems;
(2) Lecture: Time-frequency analysis – wavelet & EMD
(3) Lecture: Feature Extraction – statistical features, PCA & ICA;
(4) Lecture: Classification & Clustering – decision tree, kNN & SVM; k-means & fuzzy c-means clustering;
(5) Lecture: Optimisation – quasi-Newton optimisation, particle swarm optimisation & Bayesian optimisation;
(6) Lecture: AI (1) – fuzzy systems;
(7) Lecture: AI (2) – artificial neural networks;
(8) Lecture: AI (3) – evolutionary computation;
(9) Lecture: AI (4) – hybrid intelligence.