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Adaptive and array signal processing (tutoring)

₹100-400 INR / hour

Zavřený
Zveřejněno před více než 2 roky

₹100-400 INR / hour

I am looking for people who can teach me below topics. 1. Adaptive Filters - Single channel adaptive equalization (temporal filter) - Multi channel adaptive beamforming (spatial filter) 2 Mathematical Background 2.1 Calculus - Gradients - Differentiation with respect to a complex vector - Quadratic optimization with linear constraints (method of Lagrangian multipliers) 2.2 Stochastic processes - Stationary processes - Time averages - Ergodic processes - Correlation matrices 2.3 Linear algebra - Eigenvalue decomposition - Eigenfilter - Linear system of equations - Four fundamental subspaces - Singular value decomposition - Generalized inverse of a matrix - Projections - Low rank modeling 3 Adaptive Filters 3.1 Linear Optimum Filtering (Wiener Filters) - Principle of Orthogonality - Wiener-Hopf equations - Error-performance surface - MMSE (minimum mean-squared error) - Canonical form of the error-performance surface - MMSE filtering in case of linear Models 3.2 Linearly Constrained Minimum Variance Filter - LCMV beamformer - Minimum Variance Distortionless Response (MVDR) spectrum: Capon's method - LCMV beamforming with multiple linear constraints 3.3 Generalized Sidelobe Canceler 3.4 Iterative Solution of the Normal Equations - Steepest descent algorithm - Stability of the algorithm - Optimization of the step-size 3.5 Least Mean Square (LMS) Algorithm 3.6 Recursive Least Squares (RLS) Algorithm 4 High-Resolution Parameter Estimation - Data model (DOA estimation) - Eigendecomposition of the spatial correlation matrix at the receive array - Subspace estimates - Estimation of the model order 4.1 Spectral MUSIC - DOA estimation - Example: uniform linear array (ULA) - Root-MUSIC for ULAs - Periodogram - MVDR spatial spectrum estimation (review) 4.2 Standard ESPRIT - Selection matrices - Shift invariance property 4.3 Signal Reconstruction - LS solution - MVDR / BLUE solution - Wiener solution (MMSE solution) - Antenna patterns 4.4 Spatial smoothing 4.5 Forward-backward averaging 4.6 Real-valued subspace estimation 4.7 1-D Unitary ESPRIT - Reliability test - Applications in Audio Coding 4.8 Multidimensional Extensions - 2-D MUSIC - 2-D Unitary ESPRIT - R-D Unitary ESPRIT 4.9 Multidimensional Real-Time Channel Sounding 4.10 Direction of Arrival Estimation with Hexagonal ESPAR Arrays 5 Tensor-Based Signal Processing 5.1 Introduction and Motivation 5.2 Fundamental Concepts of Tensor Algebra 5.3 Elementary Tensor Decompositions - Higher Order SVD (HOSVD) - CANDECOMP / PARAFAC (CP) Decomposition 5.4 Tensors in Selected Signal Processing Applications 6 Maximum Likelihood Estimators 6.1 Maximum Likelihood Principle 6.2 The Fisher Information Matrix and the Cramer Rao Lower Bound (CRLB) - Efficiency - CRLB for 1-D direction finding applications - Asymptotic CRLB
IČ projektu: 31627931

O projektu

2 nabídky
Vzdálený projekt
Aktivní před 2 roky

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2 freelanceři nabízejí v průměru ₹2 700 INR/hodinu za tuto práci
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Hello I'm Mohamed saeed control engineer with high experience I have checked your jopb and ready to help you in your project.
₹1 500 INR v 40 dnech
4,6 (63 recenze)
6,7
6,7
Avatar uživatele
Hello, I have a PhD in signal processing and have been teaching "Adaptive filters" and "Array Signal Processing", at graduate level in the university. I can teach you all the above subjects from the beginning to the end in an easy and understandable language based on popular text books (e.g. Adaptive Filters Haykin or Farhang, Optimum Array processing Van Trees or Godara) or based on your lecture notes. My price and timing are only approximate here and will depend on the actual amount of work. Thanks.
₹3 900 INR v 10 dnech
5,0 (4 recenze)
4,0
4,0

O klientovi

Pochází z GERMANY
Ilmenau, Germany
0,0
0
Členem od zář 22, 2021

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