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Lecturer(s)
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Filip Aleš, doc. Ing. CSc.
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Course content
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The content of the course are the following chapters: Random signals - characteristics of random signals in time and frequency domain. Estimates of random and nenáhodných parameters. Cramer-Raova limit. Formalized filtering and restoration of signals. Wiener filtering for continuous and discrete time. Kalman filtering for continuous and discrete time, its use for modeling system Adaptive filtering and identification. Adaptive filtering algorithms. Parametric methods of signal processing. Time-frequency analysis, wavelet transform - a principle used for processing and compression of signals. Multidimensional signals and spectra, selected integral transformation (Hadamard, Walsh, Haar wavelet transform and 2D). Nonparametric methods for signal processing - analysis of eigenvalues and vectors of correlation matrices, the signal degradation and noise subspace, the chosen methods. Selected applications - identifying the direction of arrival of signals, frequency analysis with high resolution.
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Learning activities and teaching methods
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Monologic (reading, lecture, briefing)
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Learning outcomes
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The aim of the course is to acquaint students with modern methods of signal processing.
Advanced Signal Processing
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Prerequisites
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Advanced Signal Processing
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Assessment methods and criteria
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Oral examination, Written examination
Exam prerequisites: Attendance at seminar Submitting Protocols of exercises and teacher approval Submitting the results of computer exercises and teacher approval Test conditions The test consists of written and oral.
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Recommended literature
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CASTLEMAN K. R.:. Digital Image Processing. Prentice-Hall, New Jersey, USA, 1996.
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KAY, S. M.:. Fundamentals of Statistical Signal Processing - Detection Theory. Prentice Hall, 1993.
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KAY, S. M.:. Fundamentals of Statistical Signal Processing - Estimation Theory. Prentice Hall, 1993.
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KAY, S. M.:. Modern Spectral Estimation: Theory and Application.. EngleWood Cliffs, New Jersey: Prentice-Hall, 1988.
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MADISETTI, V. K., WILLIAMS, D. B. (ed.):. The Digital Signal Processing Handbook. USA, CRC & IEEE Press,, 1998.
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MARPLE, S. L, Jr.:. Digital spectral analysis with applications.. Englewood Cliffs, Prentice-Hall, Inc., New York, 1987.
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