摘要
随着无线通信环境的日益复杂,仅靠单一域(如能域、时域、频域、空域等)信息的定位技术已难以满足高精度信源定位的需求。针对非视距环境下信源定位性能恶化问题,提出能时频三域信息融合的信源被动定位技术,采用非视距误差反馈迭代修正的方法实现信源目标的高精度定位。在合理构建复杂环境下的信源定位场景中,深入分析能时频三域定位参数模型,将各域非视距误差视作待估计参数并融合多域信息构建联合定位方程,基于对三域联合最大似然方程的分析,在求解过程中采用非视距误差统计量替换,完成对的方程的合理简化。在求解过程中引入距离平方与加权最小二乘法将非凸问题进一步转化为广义信赖域子问题。在无需非视距参数先验信息的情况下,通过二分法即可同时得到信源位置和速度参数以及非视距误差的初始估计。为保证复杂环境下定位精度,运用迭代法将非视距偏差作为反馈以提高信源位置参数估计精度。通过计算机仿真验证了该算法的有效性和可靠性。
With the increasing complexity of wireless communication environment,it is difficult to meet the requirement of the high-precision source positioning based on single domain information(such as energy domain,time domain,frequency domain,airspace domain,etc.).In order to solve the problem of the deterioration of source localization performance in the non-line-of-sight environment,this paper proposes a passive source location technology with energy-time-frequency domain information fusion,and utilizes the iterative method of non-line-of-sight error feedback to obtain the high precision location of the source target.Source localization in a reasonable complex environmental scenario is conducted and a thorough analysis of the three-domain localization parameter model is made.The non line-of-sight error in each domain is taken as unknown to construct the multiple domain information joint localization equation.Based on the analysis of the three-domain joint maximum likelihood equation used in the process of solving the non-line-of-sight error statistic replacement,the reasonable simplified equation is completed.The distance square and weighted least squares are introduced to transform the non-convex problem into a generalized trust region subproblem.Without the prior information on the non-line-of-sight parameters,the initial estimation of the source position and velocity parameters as well as the non-line-of-sight error can be obtained simultaneously by the dichotomy method.In order to ensure the location accuracy in a complex environment,the iterative method is used to improve the estimation accuracy of the source location parameters by taking the non-line-of-view deviation as feedback.The effectiveness and reliability of the proposed algorithm are verified by computer simulation.
作者
万鹏武
姚媛媛
闫千里
陈煜飞
WAN Pengwu;YAO Yuanyuan;YAN Qianli;CHEN Yufei(Shaanxi Key Laboratory of Information Communication Network and Security,Xi’an University of Post and Telecommunication,Xi’an 710121,China)
出处
《西安电子科技大学学报》
EI
CAS
CSCD
北大核心
2021年第6期105-114,共10页
Journal of Xidian University
基金
国家自然科学基金(62101441)
陕西省教育厅科研计划(20JK0921)。
关键词
非视距
多域信息融合
到达时间差
广义信赖域子问题
non-line-of-sight
information fusion
time difference of arrival
generalized trust domain sub-problem