JIAO Li-cheng, YANG Shu-yuan, LIU Fang, et al. Development and Prospect of Compressive Sensing[J]. Acta Electronica Sinica, 2011, 39(7): 1651-1662.
DOI:
JIAO Li-cheng, YANG Shu-yuan, LIU Fang, et al. Development and Prospect of Compressive Sensing[J]. Acta Electronica Sinica, 2011, 39(7): 1651-1662.DOI:
Compressive Sensing(CS) is a new developed theoretical framework for information acquisition and processing
which is based on matrix analysis
statistical probability theory
topological geometry
optimization and opsearch
functional analysis and so on.The high-dimensional signals can be recovered from the low-dimensional and sub-Nyquist sampling data based on the compressibility of signals.It not only inspires us to survey the linear problem again
but also enriches the optimization approaches for signal recovery to promote the combination of mathematics with engineering application.Nowadays the researches on compressive sensing have developed from the earlier concept understanding
numerical simulation
principle verification
and primary system designation
to the deeper researches on theory
development and application of practical system.In this paper
we introduce the basic idea of compressive sensing