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Optimized Measurement Matrix Design Using Spatiotemporal Chaos for CS-MIMO Radar
Joint Authors
Zhang, Gong
Ben, De
Zhang, Jindong
Peng, Zhenni
Source
Mathematical Problems in Engineering
Issue
Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-8, 8 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2014-04-14
Country of Publication
Egypt
No. of Pages
8
Main Subjects
Abstract EN
We investigate the possibility of utilizing the chaotic dynamic system for the measurement matrix design in the CS-MIMO radar system.
The CS-MIMO radar achieves better detection performance than conventional MIMO radar with fewer measurements.
For exactly recovering from compressed measurements, we should carefully design the measurement matrix to make the sensing matrix satisfy the restricted isometry property (RIP).
A Gaussian random measurement matrix (GRMM), typically used in CS problems, is not satisfied for on-line optimization and the low coherence with the basis matrix corresponding to the MIMO radar scenario can not be well guaranteed.
An optimized measurement matrix design method applying the two-dimensional spatiotemporal chaos is proposed in this paper.
It incorporates the optimization criterion which restricts the coherence of the sensing matrix and singular value decomposition (SVD) for the optimization process.
By varying the initial state of the spatiotemporal chaos and optimizing each spatiotemporal chaotic measurement matrix (SCMM), we can finally obtain the optimized measurement matrix.
Its simulation results show that the optimized SCMM can highly reduce the coherence of the sensing matrix and improve the DOA estimation accuracy for the CS-MIMO radar.
American Psychological Association (APA)
Peng, Zhenni& Zhang, Gong& Zhang, Jindong& Ben, De. 2014. Optimized Measurement Matrix Design Using Spatiotemporal Chaos for CS-MIMO Radar. Mathematical Problems in Engineering،Vol. 2014, no. 2014, pp.1-8.
https://search.emarefa.net/detail/BIM-507854
Modern Language Association (MLA)
Peng, Zhenni…[et al.]. Optimized Measurement Matrix Design Using Spatiotemporal Chaos for CS-MIMO Radar. Mathematical Problems in Engineering No. 2014 (2014), pp.1-8.
https://search.emarefa.net/detail/BIM-507854
American Medical Association (AMA)
Peng, Zhenni& Zhang, Gong& Zhang, Jindong& Ben, De. Optimized Measurement Matrix Design Using Spatiotemporal Chaos for CS-MIMO Radar. Mathematical Problems in Engineering. 2014. Vol. 2014, no. 2014, pp.1-8.
https://search.emarefa.net/detail/BIM-507854
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-507854