Lagrangian coordination and analytical target cascading: Solving ATC-decomposed problems with Lagrangian duality

被引:41
作者
Lassiter, JB [1 ]
Wiecek, MM [1 ]
Andrighetti, KR [1 ]
机构
[1] Clemson Univ, Dept Math Sci, Clemson, SC 29634 USA
关键词
large-scale systems; hierarchical mathematical programming; analytical target cascading; Lagrangian duality; dual methods; subgradient optimization;
D O I
10.1007/s11081-005-1744-4
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Lagrangian duality is a powerful tool for dealing with large mathematical programs which require decomposition. We consider a large-scale convex nonlinear program that is decomposed according to the scheme of analytical target cascading and propose a Lagrangian duality-based coordination in which solutions of resulting subproblems converge to a solution of the original problem. We present a subgradient algorithm to achieve said solution, demonstrate with an example, and conclude with an extension to multiple level problems with multiple subsystems on each level.
引用
收藏
页码:361 / 381
页数:21
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