Pričom neoddeliteľnou funkciu v CPLEX

0

Otázka

Snažím model MIP model v CPLEX. Mám funkciu, ktorá obsahuje rozhodnutie premenných a musím trvať neoddeliteľnou súčasťou tejto funkcie na výpočet jej očakávanej hodnoty. Existuje nejaký spôsob, ako mať neoddeliteľnou funkciu v CPLEX? Ďakujeme!

cplex opl optimization python
2021-11-18 17:27:24
1

Najlepšiu odpoveď

0

s piecewise linear môžete približnú všetky funkcie a spoliehať sa na Matematické Programovanie.

Pozri Interpolate akúkoľvek funkciu v Tipy a Triky v OPL

// linearization of f(x)=1/x through a piecewise linear function

int sampleSize=10000;
float s=1;
float e=10;
float x[i in 0..sampleSize]=s+(e-s)*i/sampleSize;
int nbSegments=5;
float x2[i in 0..nbSegments]=(s)+(e-s)*i/nbSegments;
float y2[i in 0..nbSegments]=1/x2[i];  // y=f(x)
float firstSlope=0;
 float lastSlope=0;
 
 tuple breakpoint // y=f(x)
 {
  key float x;
  float y;
 }
 
 sorted { breakpoint } breakpoints={<x2[i],y2[i]> | i in 0..nbSegments};
 
 float slopesBeforeBreakpoint[b in breakpoints]=
 (b.x==first(breakpoints).x)
 ?firstSlope
 :(b.y-prev(breakpoints,b).y)/(b.x-prev(breakpoints,b).x);
 
 pwlFunction f=piecewise(b in breakpoints)
 { slopesBeforeBreakpoint[b]->b.x; lastSlope } (first(breakpoints).x, first(breakpoints).y);
 
 assert forall(b in breakpoints) abs(f(b.x)-b.y)<=0.001;

S Obmedzenia Programovania v rámci CPLEX môžete používať žiadne funkcie (ešte nie lineárne) a aj blackbox funkciu.

Príklad nie je lineárna funkcia:

using CP;

// CPOptimizer allows all kind of non linearities

int nbKids=300;
float costBus40=500;
float costBus30=400;
 
dvar int+ nbBus40;
dvar int+ nbBus30;
 
// Non linear objective (exponential) 
minimize
 costBus40*exp(nbBus40) +exp(nbBus30)*costBus30;
 
subject to
{
 40*nbBus40+nbBus30*30>=nbKids;
} 
2021-11-19 08:26:01

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