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EEE 540

Advanced Mathematics for Signals, Systems, Control and Communications

This is the graduate course that gives you the functional-analysis toolkit underneath everything signals, control, and communications people actually do — Hilbert spaces, projection and orthogonal expansions, dual spaces and Hahn-Banach, distributions, and the Fourier transform treated rigorously rather than as recipes. You work through four problem sets, a midterm and final, and a project that takes a real problem in signal processing or control and reformulates it as optimization (often constrained) over a function space. Following Luenberger's classic, it's the bridge between undergraduate transform-and-system mechanics and the optimization, estimation, and adaptive-filtering literature you'll need for research.

Credit3ECTS5FacultyFaculty of EngineeringBölümElectrical and Electronics Engineering

Değerlendirme 100% — 4 adım

35%
35%
10%
20%
Midterm:Essay/written MT 35%
Final:Essay/written Final 35%
Project Project 10%
Homework HW 20%

Önerilen kaynaklar 1 kitap

📕
Zorunlu
Optimization by Vector Space Methods
David G. Luenberger
1969 · Wiley Professional Paperback Series

Haftalık müfredat 14 hafta

Hafta 1
Introduction + Preliminary
Hafta 2
Linear Vector Spaces
Hafta 3
Normed Linear Spaces
Hafta 4
Hilbert Spaces
Hafta 5
Approximation
Hafta 6
Least Squares Estimation
Hafta 7
Dual Spaces - Linear Functionals
Hafta 8
Hahn-Banach Theorem
Hafta 9
Linear Operators and Adjoints
Hafta 10
Optimization of Functionals - Local Theory
Hafta 11
Optimization of Functionals - Global Theory
Hafta 12
Constrained Optimization
Hafta 13
Distributions and Fourier Transforms*
Hafta 14
Project Presentations

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Muhammed Ömer Sayın, Serdar Yüksel