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New semidefinite programming relaxations for box constrained quadratic program 被引量:3
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作者 XIA Yong 《Science China Mathematics》 SCIE 2013年第4期877-886,共10页
We establish in this paper optimal parametric Lagrangian dual models for box constrained quadratic program based on the generalized D.C.(difference between convex) optimization approach,which can be reformulated as se... We establish in this paper optimal parametric Lagrangian dual models for box constrained quadratic program based on the generalized D.C.(difference between convex) optimization approach,which can be reformulated as semidefinite programming problems.As an application,we propose new valid linear constraints for rank-one relaxation. 展开更多
关键词 box constrained quadratic program lagrangian dual semidefinite programming D.C. optimiza- tion lower bound ZONOTOPE
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求解位姿估计问题的对偶方法
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作者 韩颖薇 夏勇 《运筹学学报》 CSCD 北大核心 2013年第3期86-92,共7页
位姿估计是计算机图形学、机器视觉、摄影测量学等研究领域中的核心问题之一,利用给定的3D-2D参考点来估计相机与对象间的旋转和平移.针对该问题的四元数模型,人们最近开发应用半定规划松弛(SDR)和平方和松弛(SOS)得到了很好的计算效果... 位姿估计是计算机图形学、机器视觉、摄影测量学等研究领域中的核心问题之一,利用给定的3D-2D参考点来估计相机与对象间的旋转和平移.针对该问题的四元数模型,人们最近开发应用半定规划松弛(SDR)和平方和松弛(SOS)得到了很好的计算效果.在原始模型的基础上,通过添加冗余约束,提出了Lagrangian对偶松弛方法(Dual).这三种方法的核心是各自求解一个常数维度的半定规划问题,调用SeDuMi求解的系数矩阵规模分别为SDR:117×32,SOS:266×70和Dual:81×12,大量的数值实验表明Lagrangian对偶松弛方法在进一步缩短了计算时间的同时计算效果也十分卓越. 展开更多
关键词 位姿问题 lagrangian对偶 半定规划
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A Survey of Hidden Convex Optimization
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作者 Yong Xia 《Journal of the Operations Research Society of China》 EI CSCD 2020年第1期1-28,共28页
Motivated by the fact that not all nonconvex optimization problems are difficult to solve,we survey in this paper three widely used ways to reveal the hidden convex structure for different classes of nonconvex optimiz... Motivated by the fact that not all nonconvex optimization problems are difficult to solve,we survey in this paper three widely used ways to reveal the hidden convex structure for different classes of nonconvex optimization problems.Finally,ten open problems are raised. 展开更多
关键词 Convex programming Quadratic programming Quadratic matrix programming Fractional programming lagrangian dual semidefinite programming
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