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Lagrangian relaxation : ウィキペディア英語版
Lagrangian relaxation
In the field of mathematical optimization, Lagrangian relaxation is a relaxation method which approximates a difficult problem of constrained optimization by a simpler problem. A solution to the relaxed problem is an approximate solution to the original problem, and provides useful information.
The method penalizes violations of inequality constraints using a Lagrange multiplier, which imposes a cost on violations. These added costs are used instead of the strict inequality constraints in the optimization. In practice, this relaxed problem can often be solved more easily than the original problem.
The problem of maximizing the Lagrangian function of the dual variables (the Lagrangian multipliers) is the Lagrangian dual problem.
==Mathematical description==
Given a linear programming problem x\in \mathbb^n and A\in \mathbb^ of the following form:
:
If we split the constraints in A such that A_1\in \mathbb^,
A_2\in \mathbb^ and m_1+m_2=m we may write the system:
:
We may introduce the constraint (2) into the objective:
:
If we let \lambda=(\lambda_1,\ldots,\lambda_) be nonnegative
weights, we get penalized if we violate the constraint (2), and we are also rewarded if we satisfy the constraint strictly. The above
system is called the Lagrangian Relaxation of our original problem.

抄文引用元・出典: フリー百科事典『 ウィキペディア(Wikipedia)
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