Course on Evolutionary Algorithms
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Teaching activities
Basic information on the course:
course annotation
on Study Programmes ages (look at Intelligent Systems - MS level)
detail information
Basic study literature for the course
Evolutionary algorithms: elements and principles
Evolutionary algorithms: problem solving
Additional material to the course
Lectures' mind maps
Introduction
map as html
map as pdf
obr1.1
obr2.1
Selection
map as html
map as pdf
s91-s92
Replacement
map as html
map as pdf
Representation
map as html
map as pdf
s41-s42
Fitness
map as html
map as pdf
s48
s56-s57
Genetic operators
map as html
map as pdf
obr8.7
obr8.8
Population diversity
map as html
map as pdf
obr10.1
obr10.2
obr10.3-obr10.5
Niche problems
map as html
map as pdf
obr1.3
obr1.4
obr1.5
obr1.6-obr1.9
Multicriterial problems
map as html
map as pdf
obr2.1
obr2.2
obr2.4-obr2.5
obr2.6-obr2.9
Non-stationary problems
map as html
map as pdf
obr3.2
obr3.4
obr3.5-obr3.6
obr3.7-obr3.9
Constrained problems
map as html
map as pdf
obr4.6
obr4.7
obr4.8-obr4.11
Sequencial problems (TSP)
map as html
map as pdf
Schema theorem
map as html
map as pdf
obr11.1
Parameter setting
map as html
map as pdf
obr9.1-obr9.2
Applications
2017
Inverse kinematics problem
2018
Unit commitment
2019
Car sequencing:
Informal introduction
,
more formal problem statement
(see chapter 4),
project data
Students' experiments
Bias of selection methods (Spring Term 2017)
Takeover-time (Spring Term 2015)
Material reduction by selection methods (Spring Term 2019)
Auxiliary material
Treasure hunting
UI scripts
snapshots:
without solution
,
with solution
expected solutions:
basic version
,
TSP
,
more solutions
(
picture
),
multiobjective
(
picture
),
non-stationary
(
picture
),
constraints
(
picture
)
Real problem applications
Container Vessel Stowage Planning
(Bavlšík, Durkáč) (
ppt
)
Adaptive Batteries
(Bezerová, Halupková) (
ppt
,
pdf
)
Two-Dimensional Strip Packing
(Kováč, Olejárová) (
ppt
)
Job-Shop Scheduling
(Ličko, Tomko) (
ppt
)
Supply Chain Operations
(Hudzík, Záhumenský)
Automated Game Balancing
(Kontuľ) (
ppt
)
Copyright © MM
Last updated 15.3.2019