Compressive sensing radar: Simulation and experiments for target detection

L. Anitori; W. Van Rossum; M. Otten; A. Maleki; Richard G. Baraniuk

Compressive sensing radar: Simulation and experiments for target detection

L. Anitori, W. Van Rossum, M. Otten, A. Maleki, Richard G. Baraniuk

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Abstract

In this paper the performance of a combined Constant False Alarm Rate (CFAR) Compressive Sensing (CS) radar detector is investigated. Using the properties of the Complex Approximate Message Passing (CAMP) algorithm, it is demonstrated that the behavior of the CFAR processor can be separated from that of the non-linear ℓ₁-norm recovery, thus allowing the use of standard radar equations to evaluate detection performance. The CS CFAR processor has been evaluated under different interference scenarios using both the Cell Averaging (CA) and Order Statistic (OS) CFAR detectors. The performance of the CS CFAR processor is also compared to that of an ℓ₁-norm detector using both simulations and experimental data.

Original language	English (US)
Title of host publication	2013 Proceedings of the 21st European Signal Processing Conference, EUSIPCO 2013
Publisher	European Signal Processing Conference, EUSIPCO
ISBN (Print)	9780992862602
State	Published - Jan 1 2013
Event	2013 21st European Signal Processing Conference, EUSIPCO 2013 - Marrakech, Morocco Duration: Sep 9 2013 → Sep 13 2013

Other

Other	2013 21st European Signal Processing Conference, EUSIPCO 2013
Country/Territory	Morocco
City	Marrakech
Period	9/9/13 → 9/13/13

Keywords

CFAR
Complex Approximate Message Passing
Compressive Sensing
Detection
Radar

ASJC Scopus subject areas

Signal Processing
Electrical and Electronic Engineering

Cite this

Anitori, L, Van Rossum, W, Otten, M, Maleki, A & Baraniuk, RG 2013, Compressive sensing radar: Simulation and experiments for target detection. in 2013 Proceedings of the 21st European Signal Processing Conference, EUSIPCO 2013., 6811468, European Signal Processing Conference, EUSIPCO, 2013 21st European Signal Processing Conference, EUSIPCO 2013, Marrakech, Morocco, 9/9/13.

@inproceedings{514ee48955854500a4109f1222bea69c,

title = "Compressive sensing radar: Simulation and experiments for target detection",

abstract = "In this paper the performance of a combined Constant False Alarm Rate (CFAR) Compressive Sensing (CS) radar detector is investigated. Using the properties of the Complex Approximate Message Passing (CAMP) algorithm, it is demonstrated that the behavior of the CFAR processor can be separated from that of the non-linear ℓ1-norm recovery, thus allowing the use of standard radar equations to evaluate detection performance. The CS CFAR processor has been evaluated under different interference scenarios using both the Cell Averaging (CA) and Order Statistic (OS) CFAR detectors. The performance of the CS CFAR processor is also compared to that of an ℓ1-norm detector using both simulations and experimental data.",

keywords = "CFAR, Complex Approximate Message Passing, Compressive Sensing, Detection, Radar",

author = "L. Anitori and {Van Rossum}, W. and M. Otten and A. Maleki and Baraniuk, {Richard G.}",

year = "2013",

month = jan,

day = "1",

language = "English (US)",

isbn = "9780992862602",

booktitle = "2013 Proceedings of the 21st European Signal Processing Conference, EUSIPCO 2013",

publisher = "European Signal Processing Conference, EUSIPCO",

note = "2013 21st European Signal Processing Conference, EUSIPCO 2013 ; Conference date: 09-09-2013 Through 13-09-2013",

}

TY - GEN

T1 - Compressive sensing radar

T2 - 2013 21st European Signal Processing Conference, EUSIPCO 2013

AU - Anitori, L.

AU - Van Rossum, W.

AU - Otten, M.

AU - Maleki, A.

AU - Baraniuk, Richard G.

PY - 2013/1/1

Y1 - 2013/1/1

N2 - In this paper the performance of a combined Constant False Alarm Rate (CFAR) Compressive Sensing (CS) radar detector is investigated. Using the properties of the Complex Approximate Message Passing (CAMP) algorithm, it is demonstrated that the behavior of the CFAR processor can be separated from that of the non-linear ℓ1-norm recovery, thus allowing the use of standard radar equations to evaluate detection performance. The CS CFAR processor has been evaluated under different interference scenarios using both the Cell Averaging (CA) and Order Statistic (OS) CFAR detectors. The performance of the CS CFAR processor is also compared to that of an ℓ1-norm detector using both simulations and experimental data.

AB - In this paper the performance of a combined Constant False Alarm Rate (CFAR) Compressive Sensing (CS) radar detector is investigated. Using the properties of the Complex Approximate Message Passing (CAMP) algorithm, it is demonstrated that the behavior of the CFAR processor can be separated from that of the non-linear ℓ1-norm recovery, thus allowing the use of standard radar equations to evaluate detection performance. The CS CFAR processor has been evaluated under different interference scenarios using both the Cell Averaging (CA) and Order Statistic (OS) CFAR detectors. The performance of the CS CFAR processor is also compared to that of an ℓ1-norm detector using both simulations and experimental data.

KW - CFAR

KW - Complex Approximate Message Passing

KW - Compressive Sensing

KW - Detection

KW - Radar

UR - http://www.scopus.com/inward/record.url?scp=84901317494&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=84901317494&partnerID=8YFLogxK

M3 - Conference contribution

AN - SCOPUS:84901317494

SN - 9780992862602

BT - 2013 Proceedings of the 21st European Signal Processing Conference, EUSIPCO 2013

PB - European Signal Processing Conference, EUSIPCO

Y2 - 9 September 2013 through 13 September 2013

ER -

Compressive sensing radar: Simulation and experiments for target detection

Abstract

Other

Keywords

ASJC Scopus subject areas

Other files and links

Fingerprint

Cite this