EQ2840 Informationsteori och kanalkodning, forskarförberedande 7,5 hp

Information Theory and Channel Coding, Accelerated Program

Information theory, entropy, capacity, linear block codes.

  • Utbildningsnivå

    Avancerad nivå
  • Huvudområde

    Elektroteknik
  • Betygsskala

    A, B, C, D, E, FX, F

Kurstillfällen/kursomgångar

VT19 för programstuderande

Lärandemål

The course provides a general introduction to the topic of Information Theory with a focus on the application of Information Theory to communications in general and on channel coding and capacity in particular.

Kursens huvudsakliga innehåll

Outline: entropy and mutual information, the asymptotic equipartition principle, entropy for stochastic processes (entropy rate), introduction to data compression and source coding, channel capacity and coding for noisy channels, capacity for different channel models (with emphasis on discrete memoryless channels and Gaussian channels), finite field theory, design and analysis of error correcting codes (with a focus on linear block codes), introduction to network information theory

Format: Teaching the course will be based on one meeting, or seminar, per week (with about 12 meetings total, for the complete doctoral student version). The examination of the course will be based on: active participation, homework problems and, for the doctoral student version (see below), presentation/review of an article in the field. The overall emphasis is on individual off-class problem solving, based on relatively demanding homework problems. More information about these can be found here.

Two versions: The course is eligible for both undergraduate (2E5207, 5p) and doctoral (2E5316, 8p) students. The difference between the two versions of the course is in the extent and level of difficulty of the material included. With reference to the course schedule the senior undergraduate version, 2E5207, will amount to the material treated in meetings 1-8 while 2E5316 includes in addition the theoretically more demanding material corresponding to meetings 9-11 as well as a separate presentation/review of a research paper in the field.

Behörighet

För fristående kursstuderande: 180hp  samt engelska B eller motsvarande

Rekommenderade förkunskaper

Signals and systems corresponding to EQ1100 Signals and Systems
Stochastic processes and signal theory corresponding to EQ1220/1240/1260 Signal theory

Litteratur

Main textbook: "Elements of Information Theory" by T. Cover and J. Thomas (Wiley 1991: ISBN 0-471-06259-6).

Other material used: In addition to the main textbook, parts of "The Theory of Error-Correcting Codes" by F. MacWilliams and N. Sloane (North-Holland 1977) as well as some research articles in the field will be used. Handouts will be provided.

Examination

  • TEN1 - Tentamen, 7,5, betygsskala: A, B, C, D, E, FX, F

Krav för slutbetyg

Teaching the course and its examination will be based on mandatory homework problems. Solutions to homework problems are to be handed in.

Ges av

EECS/Intelligenta system

Kontaktperson

Mikael Skoglund

Examinator

Mikael Skoglund <skoglund@kth.se>

Övrig information

Given every second year. Given period 4 08/09.

Versionsinformation

Kursplan gäller från och med VT2019.
Examinationsinformation gäller från och med VT2019.