Semester | Mand. | Option | Filières |
x | |||
E | x | ||
MA2, MA4 | x | ||
MA2, MA4 | x | B F H | |
MA2, MA4 | x | B F H |
Lecture | 3 weekly |
Exercises | 2 weekly |
Study plan | Semester | Mand. | Option | Filières |
Cyber security 2020-21 | MA2 | x | ||
Cyber security 2020-21 | MA4 | x | ||
EDRS - Robotics, Control, and Intelligent Systems 2020-21 | x | |||
Informatique 2020-21 | MA2 | x | B F H | |
Informatique 2020-21 | MA4 | x | B F H | |
Mineur : Systèmes de communication 2020-21 | E | x | ||
Systèmes de communication 2020-21 | MA2 | x | B F H | |
Systèmes de communication 2020-21 | MA4 | x | B F H |
Cursus | Sem. | Type |
---|---|---|
Communication systems minor | E | Opt. |
Computer science | MA2, MA4 | Opt. |
Cybersecurity | MA2, MA4 | Opt. |
Robotics, Control and Intelligent Systems | Opt. | |
SC master EPFL | MA2, MA4 | Obl. |
1. Fundamentals of Statistical Signal and Data Processing: Signals and systems from the deterministic and the stochastic point of view; Processing and analysing signals and systems with a mathematical computing language.
2. Models, Methods, and Algorithms: Parametric and non-parametric signal models (wide sense stationary, Gaussian, Markovian, auto-regressive and white noise signals); Linear prediction and estimation (orthogonality principle and Wiener filter); Maximum likehood estimation and Bayesian a priori; Maximum a posteriori estimation.
3. Statistical Signal and Data Processing Tools for Spread Spectrum Wireless Transmission: Coding and decoding of information using position of pulses (annihilating filter approach); Spectrum estimation (periodogram, line spectrum methods, smooth spectrum methods, harmonic signals).
4. Statistical Signal and Data Processing Tools for the Analysis of Neurobiological Recordings: Poisson process for neurobiological spikes; Characterization of multiple state neurons (Markovian models and maximum likelihood estimation); Classifying firing rates of neuron (Mixture models and the EM algorithm); Hidden Markov models; Spike sorting and Principal Component Analysis.
5. Statistical Signal and Data Processing Tools for Echo Cancellation: Adaptive filtering (least mean squares and recursive least squares); Adaptive echo cancellation and denoising.
Statistical tools, spectral analysis, prediction, estimation, annihilating filter, mixture models, principal component analysis, stochastic processes, hidden Markov models, adaptive filtering, mathematical computing language (Matlab, Python, or similar).
Stochastic Models in Communications (COM-300), Signal Processing for Communications (COM-303).
Mathematical Foundations of Signal Processing (COM-514).
Calculus, Algebra, Fourier Transform, Z Transform, Probability, Linear Systems, Filters.
Ex cathedra with exercises and numerical examples.
Attendance at lectures, completing exercises, testing presented methods with a mathematical computing language (Matlab, Python, or similar).
Background texts
More advanced texts
obligatoire
obligatoire
Cours
Lecture
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Exercices
Exercises
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Ecrit
Written
Session été
Session summer
ETE
ETE
obligatoire
obligatoire
Cours
Lecture
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Exercices
Exercises
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Ecrit
Written
Session été
Session summer
ETE
ETE
optionnel
optionnel
Cours
Lecture
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Exercices
Exercises
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Ecrit
Written
Session été
Session summer
ETE
ETE
optionnel
optionnel
Cours
Lecture
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Exercices
Exercises
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Ecrit
Written
Session été
Session summer
ETE
ETE
optionnel
optionnel
Cours
Lecture
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Exercices
Exercises
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Ecrit
Written
Session été
Session summer
ETE
ETE
optionnel
optionnel
Cours
Lecture
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Exercices
Exercises
Heure(s) hebdo x 14 semaines
Hour(s) per week x 14 weeks
H hebdo
H hebdo
Ecrit
Written
Session été
Session summer
ETE
ETE
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