基于麻雀优化量子压缩感知的脉冲星定位定速方法  

Pulsar Positioning and Velocimetry Method Based on Sparrow Search Algorithm-Optimized Quantum CS

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作  者:武达亮[1] 刘劲[1] 吴谨[1] 宁晓琳[2] 康志伟 WU Daliang;LIU Jin;WU Jin;NING Xiaolin;KANG Zhiwei(School of Information Science and Engineering,Wuhan University of Science and Technology,Wuhan 430081,China;School of Instrumentation Science and Opto-electronics Engineering,Beihang University,Beijing 100191,China;College of Computer Science and Electronic Engineering,Hunan University,Changsha 410082,China)

机构地区:[1]武汉科技大学信息科学与工程学院,武汉430081 [2]北京航空航天大学仪器科学与光电工程学院,北京100191 [3]湖南大学信息科学与工程学院,长沙410082

出  处:《深空探测学报(中英文)》2023年第2期151-158,共8页Journal Of Deep Space Exploration

基  金:国家自然科学基金资助项目(61873196,61772187,61501336)。

摘  要:针对量子-压缩感知的X射线脉冲星定位定速方法(QuantumbasedCS,QCS)量子测量矩阵尺寸过大,从而导致运行时间长的问题,提出了一种基于麻雀优化压缩感知方法(Sparrow SearchAlgorithmoptimizedQuantumCS,SSAQCS),并将其应用于脉冲星定位定速。利用麻雀优化算法对QCS中构成量子测量母矩阵的各子矩阵进行优化选择。其中,每只麻雀的位置对应一种子矩阵组合,将QCS的定位定速误差联合起来作为麻雀算法的适应度函数值,经过多次迭代得到行数少、性能优的量子测量矩阵。仿真结果表明:与QCS相比,SSA-QCS定位定速精度高、运行时间短,可实现高精度实时的X射线脉冲星定位定速联合估计。The size of the quantum measurement matrix in the Quantum based CS(QCS)of X-ray pulsar positioning and velocimetry method is large.To reduce calculation time,a fast Quantum-CS method based on the Sparrow Search Algorithm optimization(SSA-QCS)was proposed and applied to the pulsar positioning and velocimetry.The quantum measurement mother matrix in QCS was divided into multiple sub-matrices.The quantum measurement sub-matrices were selected from the quantum measurement mother matrix through SSA.With the location of every sparrow corresponding to the combination of quantum measurement sub-matrices,with the estimation errors of the positioning and velocimetry in QCS as the object of the fitness function,through iterations,the optimal combination of the quantum measurement sub-matrices was obtained,forming a smallsized and high-performance quantum measurement matrix.Simulation results show that the SSA-QCS has a lower calculation cost and higher accuracy compared with the QCS.SSA-QCS can reach high-accuracy and real-time X-ray pulsar positioning and velocimetry.

关 键 词:SSA CS X射线脉冲星 定位 定速 

分 类 号:V1[航空宇航科学与技术—人机与环境工程]

 

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