Title :
Application of the Cramer-Rao lower bound for bearing estimation to STAP performance studies
Author :
Showman, Gregory A. ; Melvin, William L. ; Zywicki, Daren J.
Author_Institution :
Sensors & Electromagn. Applications Lab., Georgia Tech Res. Inst., Smyrna, GA, USA
Abstract :
The performance of space-time adaptive processing (STAP) radar is a strong function of array geometry and the particular algorithm implementation. Traditionally, detection performance has been of paramount importance, but recently interest has grown in the accuracy of target direction of arrival (DOA) estimates. This paper describes an evaluation of the Cramer-Rao lower bound (CRLB) for DOA accuracy. The CRLB is useful for bounding the bearing estimation performance of candidate array architectures and STAP algorithms, but often generates counter-intuitive results. Anomalous characteristics of the CRLB are investigated, explained, and placed in the context of maximum likelihood estimation (MLE) properties. The end product is a tool that can be applied to comparative analyses with confidence. The paper concludes by demonstrating the utility of the CRLB in both array and algorithm studies.
Keywords :
antenna arrays; direction-of-arrival estimation; maximum likelihood estimation; radar antennas; radar detection; radar theory; space-time adaptive processing; CRLB; Cramer-Rao lower bound; DOA accuracy; MLE; STAP; antenna array; array geometry; bearing estimation; candidate array architectures; comparative analyses; detection performance; direction of arrival estimates; maximum likelihood estimation; space-time adaptive processing; target DOA estimates; Direction of arrival estimation; Doppler radar; Geometry; Maximum likelihood estimation; Parameter estimation; Radar antennas; Radar detection; Sensor arrays; Signal to noise ratio; Spaceborne radar;
Conference_Titel :
Radar Conference, 2004. Proceedings of the IEEE
Print_ISBN :
0-7803-8234-X
DOI :
10.1109/NRC.2004.1316458