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Opt-lec2-lp课件
Chapter 2
Linear Programming
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2
Geometry of Linear Programming
Linear programming can be studied both algebraically and geometrically
The algebraic point of view is based on writing the linear program in a particular way, called “standard form”
The geometric point of view is based on the geometry of the feasible region, and uses ideas such as convexity to analyze
There is a direct correspondence between these two points of view
First, we review how a two-dimensional linear programming can be solved graphically.
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3
Geometry of Linear Programming
The feasible region is graphed as below.
It is no coincidence that the solution occurred at a corner or extreme point.
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4
Standard Form
In matrix-vector notation, a linear program in standard form will be written as
The important things to notice are:-
it is a minimization problem
all the variables are constrained to be nonnegative
all the other constraints are represented as equations
the components of the right-hand side vector b are all nonnegative
☆ All linear programs can be converted to standard form. The rules for doing this are simple and can be performed automatically by a computer program.
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5
Standard Form
(1) If the original problem is a maximization problem
(2) If any of the components of b are negative, then those constraints should be multiplied by -1.
An upper bound on a variable can be treated as a general constraint, that is, as one of the constraints included in the coefficient matrix A.
(4) A variable without specified lower or upper bounds, called a “free” or “unrestricted” variable, can be replaced by a pair of nonnegative variables.
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6
Standard Form
The remaining two transformations are used to conv
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