29
Large-Scale Systems and Benders Decomposition MS&E348 Winter 2011/2012 Professor Gerd Infanger

Large-Scale Systems and Benders Decompositionweb.stanford.edu/class/msande348/handouts/Large-Scale Systems an… · Large-Scale Systems and Benders Decomposition MS&E348 Winter 2011/2012

Embed Size (px)

Citation preview

Large-Scale Systems and Benders Decomposition

MS&E348Winter 2011/2012

Professor Gerd Infanger

Winter 2011/2012 MS&E348/Infanger 2

Block diagonal

Winter 2011/2012 MS&E348/Infanger 3

Staircase systems

Winter 2011/2012 MS&E348/Infanger 4

Block angular

Primal block angular:connecting constraints +block diagonal D-W decomposition

Dual block angular:connecting variables +block diagonalBenders decomposition

Winter 2011/2012 MS&E348/Infanger 5

Benders decomposition (1)

A

B D

The problem

Winter 2011/2012 MS&E348/Infanger 6

The subproblem

Winter 2011/2012 MS&E348/Infanger 7

Finiteness

Winter 2011/2012 MS&E348/Infanger 8

Feasibility

Winter 2011/2012 MS&E348/Infanger 9

Feasibility (cont.)

Winter 2011/2012 MS&E348/Infanger 10

Outer-linearization

Winter 2011/2012 MS&E348/Infanger 11

Full master problem

Winter 2011/2012 MS&E348/Infanger 12

Relaxation

Winter 2011/2012 MS&E348/Infanger 13

Relaxation (cont.)

Winter 2011/2012 MS&E348/Infanger 14

Benders decomposition for linear programs

Winter 2011/2012 MS&E348/Infanger 15

Decomposition of the 2-stage stochastic linear program

Winter 2011/2012 MS&E348/Infanger 16

L-shaped Method (Van Slyke and Wets, 1969)

Winter 2011/2012 MS&E348/Infanger 17

Winter 2011/2012 MS&E348/Infanger 18

Multi-cut algorithm (Birge and Louveaux, 1985)

Winter 2011/2012 MS&E348/Infanger 19

Winter 2011/2012 MS&E348/Infanger 20

Winter 2011/2012 MS&E348/Infanger 21

Feasibility

Winter 2011/2012 MS&E348/Infanger 22

Winter 2011/2012 MS&E348/Infanger 23

Winter 2011/2012 MS&E348/Infanger 24

Benders decomposition (2)

Winter 2011/2012 MS&E348/Infanger 25

Winter 2011/2012 MS&E348/Infanger 26

x

z(x)

The hyper-plane should be support

Winter 2011/2012 MS&E348/Infanger 27

Winter 2011/2012 MS&E348/Infanger 28

Benders decomposition (3)

Winter 2011/2012 MS&E348/Infanger 29