Coherence Retrieval Using Trace Regularization

被引:12
作者
Bao, Chenglong [1 ,2 ]
Barbastathis, George [3 ,4 ]
Ji, Hui [1 ]
Shen, Zuowei [1 ]
Zhang, Zhengyun [3 ]
机构
[1] Natl Univ Singapore, Dept Math, Singapore 119076, Singapore
[2] Tsinghua Univ, Yau Math Sci Ctr, Beijing, Peoples R China
[3] Singapore MIT Alliance Res & Technol SMART Ctr, Singapore 138602, Singapore
[4] MIT, Dept Mech Engn, Cambridge, MA 02139 USA
来源
SIAM JOURNAL ON IMAGING SCIENCES | 2018年 / 11卷 / 01期
基金
新加坡国家研究基金会;
关键词
coherence retrieval; phase-space tomography; trace regularization; adaptive restart; PHASE RETRIEVAL; PRACTICAL ALGORITHM; WIGNER DISTRIBUTION; MINIMIZATION; NONCONVEX; SPECTRA; IMAGE; FIELD;
D O I
10.1137/17M1124097
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The mutual intensity and its equivalent phase-space representations quantify an optical field's state of coherence and are important tools in the study of light propagation and dynamics, but they can only be estimated indirectly from measurements through a process called coherence retrieval, otherwise known as phase-space tomography. As practical considerations often rule out the availability of a complete set of measurements, coherence retrieval is usually a challenging high-dimensional ill-posed inverse problem. In this paper, we propose a trace-regularized optimization model for coherence retrieval and a provably convergent adaptive accelerated proximal gradient algorithm for solving the resulting problem. Applying our model and algorithm to both simulated and experimental data, we demonstrate an improvement in reconstruction quality over previous models as well as an increase in convergence speed compared to existing first-order methods.
引用
收藏
页码:679 / 706
页数:28
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