This paper presents a hierarchical approach to network construction and time series estimation in persistent scatterer interferometry (PSI) for deformation analysis using the time series of high-resolution satellite SAR images. To balance between computational efficiency and solution accuracy, a dividing and conquering algorithm (i.e., two levels of PS networking and solution) is proposed for extracting deformation rates of a study area. The algorithm has been tested using 40 high-resolution TerraSAR-X images collected between 2009 and 2010 over Tianjin in China for subsidence analysis, and validated by using the ground-based leveling measurements. The experimental results indicate that the hierarchical approach can remarkably reduce computing time and memory requirements, and the subsidence measurements derived from the hierarchical solution are in good agreement with the leveling data.
This paper examines the concept of social conformity and provides a theoretical framework to conceptualize and operationalize scholarly conformity, a specific type of social conformity in the process of scholarly communication. It proposes that scholarly conformity can be conceptualized and operationalized by citations (which constitute by the most formal and official way to show “attachment” and “conformity” to authorities and/or popularities). It suggests that one of the most important applications of scholarly conformity is to indicate the evolution of a research community as five phrases of a life cycle. Potentials and limitations of studies in this issue are also provided.
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