Scaling Laws and Phase Transitions for Target Detection in MIMO Radar

被引:0
|
作者
Wei, Lu [1 ]
Zheng, Zhong [2 ]
Hero, Alfred [3 ]
Tarokh, Vahid [1 ]
机构
[1] Harvard Univ, Sch Engn & Appl Sci, Cambridge, MA 02138 USA
[2] Univ Texas Dallas, Dept Comp Sci, Richardson, TX 75083 USA
[3] Univ Michigan, Dept Elect Engn & Comp Sci, Ann Arbor, MI 48109 USA
关键词
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The performance of MIMO radar has been a subject of intense study in the past decades. For such a system, however, the important phenomenon of phase transition has received little attention in the literature. In this paper, we study the phase transition on the target detection probability of a SNR maximizing detector. Such a detector declares a target to be present when the largest eigenvalue of the observed data matrix exceeds a threshold. In particular, we identify a critical value below and above which the limiting detection performance is described by the Tracy-Widom law and the Gaussian law, respectively. Under both laws, the scaling limits and asymptotic expansions of misdetection probability at the vanishing regime are derived using tools from random matrix theory.
引用
收藏
页数:4
相关论文
共 50 条
  • [21] Persymmetric Adaptive Target Detection With Distributed MIMO Radar
    Liu, Jun
    Li, Hongbin
    Himed, Braham
    IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2015, 51 (01) : 372 - 382
  • [22] Target models and waveform design for detection in MIMO radar
    Jun Tang
    Jun Luo
    Bo Tang
    JinSong Du
    Science China Information Sciences, 2014, 57 : 1 - 12
  • [23] Numerical and Experimental Studies of Target Detection With MIMO Radar
    Frankford, Mark T.
    Stewart, Kyle B.
    Majurec, Ninoslav
    Johnson, Joel T.
    IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2014, 50 (02) : 1569 - 1577
  • [24] A practical look at target detection using MIMO radar
    Govoni, Mark A.
    Elwell, Ryan
    Dogaru, Traian
    Liao, DaHan
    RADAR SENSOR TECHNOLOGY XIX; AND ACTIVE AND PASSIVE SIGNATURES VI, 2015, 9461
  • [25] A Particle Swarm Approach to Target Detection in MIMO Radar
    Saravanamuthu, K.
    Ramanathan, R.
    2018 INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING, COMMUNICATIONS AND INFORMATICS (ICACCI), 2018, : 1601 - 1607
  • [26] Target Detection and Parameter Estimation for MIMO Radar Systems
    Xu, Luzhou
    Li, Jian
    Stoica, Petre
    IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2008, 44 (03) : 927 - 939
  • [27] Target models and waveform design for detection in MIMO radar
    TANG Jun
    LUO Jun
    TANG Bo
    DU JinSong
    Science China(Information Sciences), 2014, 57 (01) : 268 - 279
  • [28] Polarimetric MIMO Radar With Distributed Antennas for Target Detection
    Gogineni, Sandeep
    Nehorai, Arye
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2010, 58 (03) : 1689 - 1697
  • [29] FERROMAGNETIC PHASE-TRANSITIONS IN RANDOM FIELDS - BREAKDOWN OF SCALING LAWS
    GRINSTEIN, G
    PHYSICAL REVIEW LETTERS, 1976, 37 (14) : 944 - 947
  • [30] ON THE SCALING LAWS OF HIGHER-ORDER Q-PHASE TRANSITIONS
    JUST, W
    FUJISAKA, H
    JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL, 1992, 25 (12): : 3567 - 3592