Test problems: Difference between revisions

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==Test problems==
==Test problems==
===Sine function===
Fit parameters to the sine function
===Beale problem===
===Beale problem===
[[File:Beale Sensiplot.png|thumb|Beale function (created with [[SensiPlot]])]]
[[File:Beale Sensiplot.png|thumb|Beale function (created with [[SensiPlot]])]]
Line 17: Line 14:


Global minimum: <code>f(3, 0.5) = 0</code><br clear="all" />
Global minimum: <code>f(3, 0.5) = 0</code><br clear="all" />
===Box===
[[File:EVO Box screenshot.png|thumb|Box]]
Multicriteria test problem (circle) with two contraints<br clear="all"/>
===CONSTR===
[[File:CONSTR_ani.gif|thumb|CONSTR]]
Multicriteria test problem (convex) with two contraints<br clear="all" />
===Deb 1===
Multicriteria test problem (convex)
===Dependent parameters===
Parameter dependency: Y > X
===Flood Mitigation===
[[File:TP FloodMitigation.png|thumb|Flood Mitigation]]
Multicriteria Problem Flood Mitigation and Hydropower Generation<ref>'''Sharma, Ajay''' (2008): Inflow prediction and optimal operation of reservoir system during flood by the combined application of ANN and different Optimization techniques. Master Thesis, Institute of Hydraulic and Water Resources Engineering, Technische Universität Darmstadt.</ref><br clear="all"/>


===Schwefel 2.4 problem===
===Schwefel 2.4 problem===
Find the minimum (xi=1, F(x)=0)
Find the minimum (xi=1, F(x)=0)


===Deb 1===
===Sine function===
Multicriteria test problem (convex)
Fit parameters to the sine function


===Zitzler/Deb T1===
===Zitzler/Deb T1===
Line 37: Line 52:
===Zitzler/Deb T4===
===Zitzler/Deb T4===
Multicriteria test problem (convex)
Multicriteria test problem (convex)
===CONSTR===
[[File:CONSTR_ani.gif|thumb|CONSTR]]
Multicriteria test problem (convex) with two contraints<br clear="all" />
===Box===
[[File:EVO Box screenshot.png|thumb|Box]]
Multicriteria test problem (circle) with two contraints<br clear="all"/>
===Dependent parameters===
Parameter dependency: Y > X
===Flood Mitigation===
[[File:TP FloodMitigation.png|thumb|Flood Mitigation]]
Multicriteria Problem Flood Mitigation and Hydropower Generation<ref>'''Sharma, Ajay''' (2008): Inflow prediction and optimal operation of reservoir system during flood by the combined application of ANN and different Optimization techniques. Master Thesis, Institute of Hydraulic and Water Resources Engineering, Technische Universität Darmstadt.</ref><br clear="all"/>


==References==
==References==

Revision as of 02:00, 19 May 2023

EVO.png BlueM.Opt | Usage | Development

List of test problems available in BlueM.Opt. Some of them are taken from Moré et al. (1981)[1].

Test problems

Beale problem

Beale function (created with SensiPlot)
Beale problem being solved with PES

Finding the minimum of the Beale function[2].

  • Parameters: 2
  • Objective functions: 1

[math]\displaystyle{ f(x,y)=(1.5-x(1-y))^2+(2.25-x(1-y^2))^2+(2.625-x(1-y^3))^2 }[/math]

Global minimum: f(3, 0.5) = 0

Box

Box

Multicriteria test problem (circle) with two contraints

CONSTR

CONSTR

Multicriteria test problem (convex) with two contraints

Deb 1

Multicriteria test problem (convex)

Dependent parameters

Parameter dependency: Y > X

Flood Mitigation

Flood Mitigation

Multicriteria Problem Flood Mitigation and Hydropower Generation[3]

Schwefel 2.4 problem

Find the minimum (xi=1, F(x)=0)

Sine function

Fit parameters to the sine function

Zitzler/Deb T1

Multicriteria test problem (convex)

Zitzler/Deb T2

Multicriteria test problem (concave)

Zitzler/Deb T3

Zitzler/Deb T3

Multicriteria test problem (convex, non-continuous)

Zitzler/Deb T3


Zitzler/Deb T4

Multicriteria test problem (convex)

References

  1. Moré, J.J., Garbow, B.S. and Hillstrom, K.E. (1981): Testing Unconstrained Optimization Software, ACM Transactions on Mathematical Software (TOMS) 7:1, p. 17-41, doi:10.1145/355934.355936
  2. Beale, E. M. L. (1958): On an iterative method of finding a local minimum of a function of more than one variable. Technical Report 25, Statistical Techniques Research Group, Princeton University.
  3. Sharma, Ajay (2008): Inflow prediction and optimal operation of reservoir system during flood by the combined application of ANN and different Optimization techniques. Master Thesis, Institute of Hydraulic and Water Resources Engineering, Technische Universität Darmstadt.