FCSN 3-D PU: Fully Connected Spatiotemporal Network Based 3-D Phase Unwrapping

被引:3
作者
Gao, Zhuang [1 ]
He, Xiufeng [1 ]
Ma, Zhangfeng [2 ,3 ]
Shi, Guoqiang [4 ]
机构
[1] Hohai Univ, Sch Earth Sci & Engn, Nanjing, Peoples R China
[2] Nanyang Technol Univ, Earth Observ Singapore, Singapore City 639798, Singapore
[3] Nanyang Technol Univ, Asian Sch Environm, Singapore City 639798, Singapore
[4] Hong Kong Polytech Univ, Dept Land Surveying & GeoInformat, Hong Kong, Peoples R China
基金
中国国家自然科学基金;
关键词
Three-dimensional displays; Spatiotemporal phenomena; Reliability; Geoscience and remote sensing; Linear programming; Image edge detection; Mathematical models; 3-D phase unwrapping (PU); edgelist constraints; phase triangularity; spatiotemporal network; time series synthetic aperture radar interferometry (TS-InSAR);
D O I
10.1109/LGRS.2023.3256639
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
Phase unwrapping (PU) based on spatial networks is a key procedure in time series synthetic aperture radar interferometry (TS-InSAR). Although the state-of-the-art techniques have shown good success in common cases, their performance remained uncertain in some challenging cases where the reliability of spatial networks is difficult, e.g., reservoir areas with sparse points. In this context, this letter presents a new 3-D PU method based on the fully connected spatiotemporal network (FCSN) to improve both the accuracy and robustness of PU. The rationale behind this is that we first implement a spatiotemporal network refinement including temporal interferogram pair selection and spatial network optimization. Based on the generated spatiotemporal network, we then establish a 3-D PU mathematical framework by elaborating the 2-D edgelist PU theory into the 3-D domain. In this framework, all interferograms are unwrapped using the integer linear programming (ILP) method under the minimum L-1-Norm criterion. The new feature of the proposed method is that after a single solution search, all interferograms are unwrapped with relatively high accuracy. The experimental results on two real datasets confirm its effectiveness.
引用
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页数:5
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