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Modelling and simulation

Yksittäinen kurssi

Max amount of FITech students: 5

Course contents

  • Discrete event simulation method
  • Pseudo random numbers and generation of random variables from given distributions
  • Steady state simulation and statistical analysis of simulation data
  • Variance reduction methods
  • Simulation of (discrete state) Markov processes and elementary birth-death processes
  • Simulation of M/G/1 queue with application to scheduling in cellular systems
  • Job dispatching problem in server farms and its simulation

After the course the student can

  • analyze the performance of non-Markovian systems by using discrete event simulation, including the appropriate statistical analysis of the simulation data.
  • design a new random number generator for a given distribution, when a standard generator is not available.
  • simulate complex multi-server queuing models that are used to model computer and communication systems.
  • develop simulation programs using Mathematica.

Completion methods

Mid-term exam, project works, home assignments

More information on the Aalto University course page.

You can get a digital badge after completing this course.

 

Vastuuopettaja

Aalto-yliopisto
Pasi Lassila

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FITech-verkostoyliopisto
Fanny Qvickström, Opintoasioiden suunnittelija
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Kategoria:
ICT-opinnot
Teema:
5G-teknologia
Kurssikoodi:
ELEC-E7460
Opintopisteet:
5 ECTS
Hinta:
0 €
Taso:
Opetusaika:
15.9.–7.12.2021
Viimeinen hakupäivä:
Hakuaika on päättynyt
Järjestävä yliopisto:
Aalto-yliopisto
Kohderyhmä:
Aikuisopiskelija,
Tutkinto-opiskelija
Opetustavat:
Verkko-opetus
Kieli:
Englanti
Esitietovaatimukset:
Basic course on probability and stochastic processes, in particular knowledge of Markov processes and simple queueing models is required (for example, M/M/1 and M/M/n queue). Also, good understanding of data networks and their functionality is very useful for understanding the models that are applied in the course.
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