Uusi opinto-opas (sisältäen myös opetusohjelmat) lukuvuodelle 2018-2019 sijaitsee osoitteessa https://opas.peppi.utu.fi . Tältä sivustolta löytyvät enää vanhat opinto-oppaat ja opetusohjelmat.

The new study guide (incl. teaching schedules) for academic year 2018-2019 can be found at https://studyguide.utu.fi. This site contains only previous years' guides.

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Archived teaching schedules 2017–2018
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SMAT5301 Simulation 5 ECTS
Period I Period II Period III Period IV
Language of instruction
Type or level of studies
Advanced studies
Course unit descriptions in the curriculum
  • SMAT5301 Simulation
    Participation in classroom work
Applied Mathematics
Department of Mathematics and Statistics

Learning outcomes

This course brings together various principles and techniques used in simulation. It will cover basics from simulation methodology, including questions on experimental design and data analysis.
Some recent advances, such as object-oriented simulation, on-line simulation as well as parallel and distributed simulation will also be considered. Different real life applications across a large range of manufacturing and service industries will be pointed and scrutinized. The special focus will be given to discrete event simulation and comparison simulation versus optimization techniques.

Teacher responsible

Yury Nikulin

Homepage URL


Lectures 28 h
Wed 6-Sep-2017 - 18-Oct-2017 weekly at 10-12, M1
Fri 8-Sep-2017 - 20-Oct-2017 weekly at 10-12, M1
Exercises 12 h
Mon 11-Sep-2017 - 16-Oct-2017 weekly at 10-12, M1