Xiao Yu, Deng Zhenghong, Wu Tao
School of Automation, Northwestern Polytechnical University, Xi'an 710072, China.
Air and Missile Defense College, Air Force Engineering University, Xi'an 710051, China.
Entropy (Basel). 2020 Oct 20;22(10):1182. doi: 10.3390/e22101182.
This study investigates the information-theoretic waveform design problem to improve radar performance in the presence of signal-dependent clutter environments. The goal was to study the waveform energy allocation strategies and provide guidance for radar waveform design through the trade-off relationship between the information theory criterion and the signal-to-interference-plus-noise ratio (SINR) criterion. To this end, a model of the constraint relationship among the mutual information (MI), the Kullback-Leibler divergence (KLD), and the SINR is established in the frequency domain. The effects of the SINR value range on maximizing the MI and KLD under the energy constraint are derived. Under the constraints of energy and the SINR, the optimal radar waveform method based on maximizing the MI is proposed for radar estimation, with another method based on maximizing the KLD proposed for radar detection. The maximum MI value range is bounded by SINR and the maximum KLD value range is between 0 and the Jenson-Shannon divergence (J-divergence) value. Simulation results show that under the SINR constraint, the MI-based optimal signal waveform can make full use of the transmitted energy to target information extraction and put the signal energy in the frequency bin where the target spectrum is larger than the clutter spectrum. The KLD-based optimal signal waveform can therefore make full use of the transmitted energy to detect the target and put the signal energy in the frequency bin with the maximum target spectrum.
本研究探讨了信息论波形设计问题,以在存在信号相关杂波环境的情况下提高雷达性能。目标是研究波形能量分配策略,并通过信息论准则与信干噪比(SINR)准则之间的权衡关系为雷达波形设计提供指导。为此,在频域中建立了互信息(MI)、库尔贝克-莱布勒散度(KLD)和SINR之间的约束关系模型。推导了在能量约束下SINR值范围对最大化MI和KLD的影响。在能量和SINR的约束下,提出了基于最大化MI的最优雷达波形方法用于雷达估计,同时提出了基于最大化KLD的另一种方法用于雷达检测。最大MI值范围受SINR限制,最大KLD值范围在0和詹森-香农散度(J散度)值之间。仿真结果表明,在SINR约束下,基于MI的最优信号波形能够充分利用发射能量进行目标信息提取,并将信号能量置于目标频谱大于杂波频谱的频率区间。基于KLD的最优信号波形因此能够充分利用发射能量来检测目标,并将信号能量置于具有最大目标频谱的频率区间。