Dynamic range and compressive sensing acquisition receivers

TitleDynamic range and compressive sensing acquisition receivers
Publication TypeConference Paper
AuthorsJ. Treichler, M. A. Davenport, J. N. Laska, and R. G. Baraniuk
Refereed DesignationRefereed
Abstract

Compressive sensing (CS) exploits the sparsity present in many signal environments to reduce the number of measure- ments needed for digital acquisition and processing. We have previously introduced the concept and feasibility of using CS techniques to build a wideband signal acquisition systems. This paper extends that work to examine such a receiver’s performance as a function of several key design parameters. In particular we show that that the system noise figure is predictably degraded as the subsampling implicit in CS is made more aggressive. Conversely we show that the dynamic range of a CS-based system can be substantially improved as the subsampling factor grows. The ability to control these aspects of performance provides an engineer new degrees of freedom in the design of wideband acquisition systems. A specific practical example, a multi-collector emitter geoloca- tion system, is included to illustrate that point.

Acknowledgements

This work was supported by the grants NSF DMS-1004718, NSF CCF-0431150, CCF-0728867, CCF-0926127, CNS-0435425, and CNS-0520280, DARPA/ONR N66001-08-1-2065, N66001-11- 1-4090, ONR N00014-07-1-0936, N00014-08-1-1067, N00014- 08-1-1112, and N00014-08-1-1066, AFOSR FA9550-07-1-0301 and FA9550-09-1-0432, ARO MURI W911NF-07-1-0185 and W911NF-09-1-0383, and the Texas Instruments Leadership Uni- versity Program.
The authors further wish to acknowledge the contributions of DARPA’s Dr. Dennis Healy to the field of compressive sensing. Conversations with Dennis provided key insight into the tradeoffs between signal quality and dynamic range that are the subject of this paper.

Year of Publication2011
MonthJul.
Conference NameDefense Applications of Signal Processing (DASP)
Conference LocationCoolum, Australia
Publication File: 

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