Title :
Sequential techniques in hierarchical radar target localization
Author :
Abdel-Samad, Ayman A. ; Tewfik, Ahmed H.
Author_Institution :
Dept. Electr. & Comput. Eng., Minnesota Univ., Minneapolis, MN, USA
Abstract :
In this paper we investigate the use of multi-hypothesis sequential detection techniques to enhance effort allocation in hierarchical radar target localization in the presence of white Gaussian noise. This is done in the context of a discretized version of the problem of optimal beam-forming, or radar transmit and receive pattern design. We assume that the target is equally likely to be in one of M discrete cells and that we have L observations at our disposal. We recursively group the search cells into m groups until the size of each group reduces to one cell, thus creating an m-ary search tree of depth logm(M). We then allocate the available L observations among the tree levels in a manner that maximizes the probability of correctly locating the target. The main contribution of this paper is the use of multi-hypothesis sequential detection along with on-line effort allocation to enhance the performance of a constrained off-line allocation strategy. This approach is shown to have superior performance compared with the previously proposed unconstrained off-line allocation strategy
Keywords :
Gaussian noise; antenna arrays; antenna radiation patterns; array signal processing; radar antennas; radar detection; receiving antennas; search radar; transmitting antennas; white noise; constrained off-line allocation strategy; effort allocation; hierarchical radar target localization; m-ary search tree; multi-hypothesis sequential detection; optimal beam-forming; performance; radar receive pattern design; radar transmit pattern design; sequential techniques; tree levels; white Gaussian noise; Aircraft; Gaussian noise; Information theory; Marine vehicles; Medical services; Phased arrays; Radar antennas; Radar detection; Search problems; Testing;
Conference_Titel :
Image Processing, 2000. Proceedings. 2000 International Conference on
Conference_Location :
Vancouver, BC
Print_ISBN :
0-7803-6297-7
DOI :
10.1109/ICIP.2000.901054