In this article, we propose a joint strategy of power and bandwidth allocation (JSPBA) for multiple maneuvering target tracking (MMTT) in the multi-input multi-output (MIMO) radar with collocated antennas. The basis of our strategy is to optimally allocate the transmitted resources of power and effective bandwidth by the prior information in the closed-loop system of cognitive tracking. On account of the predicted conditional Cramer-Rao lower bound (PC-CRLB) offering a more accurate and time-sensitive lower bound than the standard posterior CRLB (PCRLB), the PC-CRLB of the range, Doppler frequency, and direction-of-arrival (DOA) is derived, normalized and adopted as the optimization criterion. Moreover, in order to solve the nonconvex problem, the initial nonconvex problem is converted into a series of convex problems, which are further formulated as the standard semi-definite programming (SDP) problems and then be solved, by introducing the convex relaxation technique and the two-step solution technique. Simulations confirm the superiority of the proposed JSPBA algorithm, in terms of the overall tracking accuracy in the MMTT scenario.
机构:
Washington Univ St Louis, Preston M Green Dept Elect & Syst Engn, St Louis, MO 63130 USAWashington Univ St Louis, Preston M Green Dept Elect & Syst Engn, St Louis, MO 63130 USA
Chavali, Phani
;
Nehorai, Arye
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Washington Univ St Louis, Preston M Green Dept Elect & Syst Engn, St Louis, MO 63130 USAWashington Univ St Louis, Preston M Green Dept Elect & Syst Engn, St Louis, MO 63130 USA
机构:
Univ Calif Santa Barbara, Dept Elect & Comp Engn, Santa Barbara, CA 93106 USAUniv Calif Santa Barbara, Dept Elect & Comp Engn, Santa Barbara, CA 93106 USA
Li, William Wei-Liang
;
Shen, Yuan
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MIT, Informat & Decis Syst Lab, Cambridge, MA 02139 USAUniv Calif Santa Barbara, Dept Elect & Comp Engn, Santa Barbara, CA 93106 USA
Shen, Yuan
;
Zhang, Ying Jun
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Chinese Univ Hong Kong, Dept Informat Engn, Shatin, Hong Kong, Peoples R ChinaUniv Calif Santa Barbara, Dept Elect & Comp Engn, Santa Barbara, CA 93106 USA
Zhang, Ying Jun
;
Win, Moe Z.
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MIT, Informat & Decis Syst Lab, Cambridge, MA 02139 USAUniv Calif Santa Barbara, Dept Elect & Comp Engn, Santa Barbara, CA 93106 USA
机构:
Washington Univ St Louis, Preston M Green Dept Elect & Syst Engn, St Louis, MO 63130 USAWashington Univ St Louis, Preston M Green Dept Elect & Syst Engn, St Louis, MO 63130 USA
Chavali, Phani
;
Nehorai, Arye
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ St Louis, Preston M Green Dept Elect & Syst Engn, St Louis, MO 63130 USAWashington Univ St Louis, Preston M Green Dept Elect & Syst Engn, St Louis, MO 63130 USA
机构:
Univ Calif Santa Barbara, Dept Elect & Comp Engn, Santa Barbara, CA 93106 USAUniv Calif Santa Barbara, Dept Elect & Comp Engn, Santa Barbara, CA 93106 USA
Li, William Wei-Liang
;
Shen, Yuan
论文数: 0引用数: 0
h-index: 0
机构:
MIT, Informat & Decis Syst Lab, Cambridge, MA 02139 USAUniv Calif Santa Barbara, Dept Elect & Comp Engn, Santa Barbara, CA 93106 USA
Shen, Yuan
;
Zhang, Ying Jun
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Univ Hong Kong, Dept Informat Engn, Shatin, Hong Kong, Peoples R ChinaUniv Calif Santa Barbara, Dept Elect & Comp Engn, Santa Barbara, CA 93106 USA
Zhang, Ying Jun
;
Win, Moe Z.
论文数: 0引用数: 0
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机构:
MIT, Informat & Decis Syst Lab, Cambridge, MA 02139 USAUniv Calif Santa Barbara, Dept Elect & Comp Engn, Santa Barbara, CA 93106 USA