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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Arkistoitu opetussuunnitelma 2013–2014
Selaamasi opetussuunnitelma ei ole enää voimassa. Tarkista tiedot voimassa olevasta opetussuunnitelmasta.
TKO_5455 Special Course on Embedded Systems: Industrial Algorithms 5 op
Organised by
Computer Science
Person in charge
Csaba Raduly-Baka

Learning outcomes

This course introduces selected problems that occur in production planning, and solution algorithms for these problems. The student will learn how to formulate these problems using mathematical tools, and how to find feasible
solutions for hard problems using well established heuristic techniques. A number of heuristic algorithms are introduced that can be applied to solve problems in production planning and in other fields as well.


The course introduces linear and mixed integer linear programming. The traveling salesman problem is introduced and its variations are discussed. A number of production planning problems will be discussed and how TSP can be applied to solve these. The course will also introduce various heuristic techniques to solve these problems.

Teaching methods

Teaching method Contact Online
Lectures 28 h 0 h

Modes of study

Option 1
Available for:
  • Degree Programme Students
  • Other Students
  • Doctoral Students
  • Exchange Students
Written exam
  • In English
  • In English
Written exam and Exercise(s)


Numeric 0-5.

Belongs to following study modules

Tulevaisuuden teknologioiden laitos
Tulevaisuuden teknologioiden laitos
Archived Teaching Schedule. Please refer to current Teaching Shedule.
Tulevaisuuden teknologioiden laitos