In the field of radar target detection, the false alarm and detection probabilities are used as the universal indicator for detection performance evaluation so far, such as Neyman Person detector. In this paper, inspired by the thoughts of Shannon's information theory, the new system model introducing the target existent state variable v into a general radar system model is established for target detection in the presence of complex white Gaussian noise. The equivalent detection channel and the posterior probability distribution are derived based on the priori statistical characteristic of the noise, target scattering and existent state. The detection performance is measured by the false alarm and detection probabilities and the detection information that is defined as the mutual information between received signal and existent state. The false alarm theorem is proved that false alarm probability is equal to the prior probability of the target existence if the observation interval is large enough and the theorem is the basis for the performance comparison proposed detector with Neyman-Person detector. The sampling a posterior probability detector is proposed, and its performance is measured by the empirical detection information. The target detection theorem is proved that the detection information is the limit of the detection performance, that is, the detection information is achievable and the empirical detection information of any detector is no greater than the detection information. Simulation results verify the correctness of the false alarm and the target detection theorems, and show that the performance of the sampling a posterior probability detector is asymptotically optimal and outperforms other detectors. In addition, the detector is more favorable to detect the dim targets under the detection information than other detectors.
翻译:在雷达目标探测领域,使用假警报和探测概率作为迄今进行探测性业绩评估的通用指标,如Neyman Person探测器。在本文中,在香农信息理论的启发下,建立了将目标现有状态变量与一般雷达系统模型相引入的新系统模型,以便在复杂的白色高斯噪音面前进行目标探测;根据噪音、目标分布和现有状态的先验统计特征,得出等同的探测信道和后天概率分布。检测性能通过假警报和检测性概率以及被界定为所收到信号与现有状态之间的相互信息所定义的检测信息来衡量。事实证明,如果观测间隔足够大,而且标值是拟议与Neyman-Person探测器进行性能比较的根据,则根据测影概率探测器的先验性能特征和现有状态。根据实测检测性能的概率和检测性能,目标检测性能的检测和检测性能比其他检测性能的准确性能要小,因此,探测性能的检测和检测结果比其他检测性能的准确性能要小。检测和检测结果比其他信息的检测结果要小。检测,检测和检测结果要比其他检测结果要低。检测,检测结果的检测结果比其他检测结果要小。检测结果要小,检测和检测结果要小,检测和检测结果要短。检测结果比其他信息的检测结果要小,检测结果要小。检测结果要小,检测结果,检测结果的检测结果比其他检测结果的检测结果比其他检测结果要小。检测结果要小。