tailieunhanh - Lecture Adaptive filtering - Theory and applications

Lecture Adaptive filtering - Theory and applications has contents: Adaptive filtering applications, adaptive filtering principles, iterative solutions for the optimum filtering problem, stochastic gradient algorithms, deterministic algorithms, analysis. | Adaptive Filtering - Theory and Applications Jos´ C. M. Bermudez e Department of Electrical Engineering Federal University of Santa Catarina Florian´polis – SC o Brazil IRIT - INP-ENSEEIHT, Toulouse May 2011 Jos´ Bermudez (UFSC) e Adaptive Filtering IRIT - Toulouse, 2011 1 / 107 1 Introduction 2 Adaptive Filtering Applications 3 Adaptive Filtering Principles 4 Iterative Solutions for the Optimum Filtering Problem 5 Stochastic Gradient Algorithms 6 Deterministic Algorithms 7 Analysis Jos´ Bermudez (UFSC) e Adaptive Filtering IRIT - Toulouse, 2011 2 / 107 Introduction Jos´ Bermudez (UFSC) e Adaptive Filtering IRIT - Toulouse, 2011 3 / 107 Estimation Techniques Several techniques to solve estimation problems. Classical Estimation Maximum Likelihood (ML), Least Squares (LS), Moments, etc. Bayesian Estimation Minimum MSE (MMSE), Maximum A Posteriori (MAP), etc. Linear Estimation Frequently used in practice when there is a limitation in computational complexity – Real-time operation Jos´ Bermudez (UFSC) e Adaptive Filtering IRIT - Toulouse, 2011 4 / 107 Linear Estimators Simpler to determine: depend on the first two moments of data Statistical Approach – Optimal Linear Filters ◮ ◮ Minimum Mean Square Error Require second order statistics of signals Deterministic Approach – Least Squares Estimators ◮ ◮ Minimum Least Squares Error Require handling of a data observation matrix Jos´ Bermudez (UFSC) e Adaptive Filtering IRIT - Toulouse, 2011 5 / .

• Toán học
• Adaptive filtering
• Theory and applications
• Adaptive filtering applications
• Adaptive filtering principles
• Iterative solutions
• The optimum filtering problem
• Stochastic gradient algorithms
• International Journal of Computer Science and Communication Networks
• Battle field speech enhancement
• Efficient unbiased adaptive filtering technique
• Normalized adaptive noise reduction
• The steepest descent algorithm
• Adaptive resonance theory
• Big data
• Control neural network
• Data filtering
• Backpropagation neural network
• Journal of Computer Science and Cybernetics
• A method of bearing fault diagnosis
• Singular spectrum analysis
• Sparse filtering and anfis
• Adaptive Neuro Fuzzy Inference System
• The measured data stream typed big data
• báo cáo khoa học
• báo cáo hóa học
• công trình nghiên cứu về hóa học
• tài liệu về hóa học
• cách trình bày báo cáo
• Cardiopulmonary resuscitation
• Spectrum analysis
• Thoracic impedance
• Cardiac arrest
• Adaptive Filter
• Grid Applications
• Echo Phone
• Acoustic Noise Reduction
• Disease Based
• Empirical Mode Decomposition
• ontrol systems
• communications
• signal processing
• System Identification
• Channel Equalization
• Adaptive Filters
• digital signal
• DSP Fundamental
• frequency analysis
• software
• Tự động hóa
• Điện – điện tử
• Cơ khí chế tạo máy
• Kiến trúc xây dựng
• kỹ thuật viễn thông
• kỹ thuật công nghệ
• điện điện tử
• cơ khí chế tạo máy
• information security
• information science
• Báo cáo sinh học hay
• báo cáo sinh học
• công trình nghiên cứu sinh học
• tài liệu về sinh học
• Accessories
• Cable
• Wiring
• product configurator
• applications of 3D web