Title
A Non-interior Point Continuation Algorithm Based on Orthogonal Projection for Second-Order Cone Programming
Abstract
Based on orthogonal projection, a non-interior point continuation algorithm for second-order cone programming problems is proposed and analyzed. The main idea of the method is that we reformulate the complementary condition in the optimality conditions as a projection equation. Using this reformulation, we only need to solve a system of linear equations, compute two simple projections and perform one line search at each iteration. The algorithm can start from an arbitrary initial point, and doesn't need that A has full row rank. The method is globally convergent under mild conditions. Preliminary numerical results demonstrate the effectiveness of the algorithm.
Year
DOI
Venue
2009
10.1109/ICNC.2009.168
ICNC (3)
Keywords
Field
DocType
second-order cone programming,orthogonal projection,global convergence,non-interior point continuation algorithm,full row rank,linear equations,convex programming,projection equation,line search,main idea,complementary condition,simple projection,noninterior point continuation algorithm,second-order cone programming problems,linear equation,arbitrary initial point,programming,data mining,convergence,second order cone programming,interior point,system on a chip
Second-order cone programming,Projection (mathematics),Linear equation,Mathematical optimization,System of linear equations,Orthographic projection,Computer science,Continuation,Algorithm,Line search,Interior point method
Conference
Volume
ISBN
Citations 
3
978-0-7695-3736-8
0
PageRank 
References 
Authors
0.34
5
4
Name
Order
Citations
PageRank
Liang Fang100.34
Yunhong Hu251.11
Zengzhe Feng301.35
Guoping He49113.59