One-Bit ADCs/DACs Based MIMO Radar: Performance Analysis and Joint Design

被引:16
|
作者
Deng, Minglong [1 ]
Cheng, Ziyang [1 ]
Wu, Linlong [2 ]
Shankar, Bhavani [2 ]
He, Zishu [1 ]
机构
[1] Univ Elect Sci & Technol China, Sch Informat & Commun Engn, Chengdu 611731, Peoples R China
[2] Univ Luxembourg, Interdisciplinary Ctr Secur Reliabil & Trust, L-1855 Luxembourg, Luxembourg
基金
欧盟地平线“2020”; 中国国家自然科学基金;
关键词
MIMO radar; one-bit ADCs; DACs; target detection; QSINR; joint design of transmit waveform and receive filter; WAVE-FORM DESIGN; TRANSMIT SEQUENCE; CONSTANT MODULUS; RECEIVE FILTER; DOA ESTIMATION; SIGNAL-DESIGN; MASSIVE MIMO; OPTIMIZATION; SYSTEMS;
D O I
10.1109/TSP.2022.3176953
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Extremely low-resolution (e.g. one-bit) analog-to-digital converters (ADCs) and digital-to-analog converters (DACs) can substantially reduce hardware cost and power consumption for MIMO radar especially with large scale antennas. In this paper, we focus on the detection performance analysis and joint design for the MIMO radar with one-bit ADCs and DACs. Specifically, under the assumption of low signal-to-noise ratio (SNR) and interference-to-noise ratio (INR), we derive the expressions of probability of detection (P-d) and probability of false alarm (P-f) for one-bit MIMO radar and also the theoretical performance gap to infinite-bitMIMOradars for the noise-only case. We further find that for a fixed P-f, P-d depends on the defined quantized signal-to-interference-plus-noise ratio (QSINR), which is a function of the transmit waveform and receive filter. Thus, an optimization problem arises naturally to maximize the QSINR by joint designing the waveform and filter. For the formulated problem, we propose an alternating waveformand filter design for QSINR maximization (GREET). At each iteration of GREET, the optimal receive filter is updated via the minimum variance distortionless response (MVDR) method, and due to the difficulty in global optimality, an alternating direction method of multipliers (ADMM) based algorithm is devised to efficiently find a high-quality suboptimal one-bit waveform. Numerical simulations are consistent to the theoretical performance analysis and demonstrate the effectiveness of the proposed design algorithm.
引用
收藏
页码:2609 / 2624
页数:16
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