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Optimal and fast sensor geometry design method for TDOA localisation systems

机译:TDOA定位系统的最优快速传感器几何设计方法

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摘要

The sensor geometry design problem of time difference of arrival (TDOA) localisation systems based on Cramer-Rao bound is studied. Sensor placement constraints are considered, which means the available placement area is limited. This makes sensor geometry design a sensor selection problem. In two-dimensional (2D) TDOA localisation or 3D TDOA localisation on the earth surface, sensor selection can be implemented through solving a fractional integer programming problem. However, traditional fractional integer programming methods are either suboptimal or too time consuming. For this reason, a new method named path-varying sphere decoding is proposed in two steps. In step one, the programming problem is relaxed into two sphere decoding (SD) subproblems. Solving these subproblems leads to the optimal solution, and the required computational complexity is much less than those of traditional optimal methods. In step two, the structure of the cost function is explored. This makes it possible to calculate the path-varying upper-bound of a quadratic function. Thus the quadratic function constraint used in one SD subproblem becomes tighter and the calculation speed is enhanced. Theory analyses and simulation results show that the proposed method is not only optimal but also much faster than traditional optimal methods when solving large-scale programming problems.
机译:研究了基于Cramer-Rao边界的到达时间差(TDOA)定位系统的传感器几何设计问题。考虑到传感器放置限制,这意味着可用放置区域受到限制。这使得传感器几何设计成为传感器选择问题。在地球表面的二维(2D)TDOA定位或3D TDOA定位中,可以通过解决分数整数编程问题来实现传感器选择。但是,传统的分数整数编程方法要么次优,要么太耗时。因此,分两步提出了一种新的方法,称为变径球解码。在第一步中,将编程问题简化为两个球体解码(SD)子问题。解决这些子问题可得出最佳解决方案,并且所需的计算复杂度比传统的最佳方法要小得多。在第二步中,探索成本函数的结构。这使得可以计算二次函数的路径变化上限。因此,在一个SD子问题中使用的二次函数约束变得更严格,并且计算速度得到了提高。理论分析和仿真结果表明,所提出的方法在解决大规模规划问题时不仅具有最优性,而且比传统的最优方法要快得多。

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  • 来源
    《Signal Processing, IET 》 |2019年第8期| 708-717| 共10页
  • 作者单位

    Harbin Inst Technol Sch Elect & Informat Engn Harbin Heilongjiang Peoples R China|Sci & Technol Elect Informat Control Lab Chengdu Sichuan Peoples R China;

    Harbin Inst Technol Sch Elect & Informat Engn Harbin Heilongjiang Peoples R China|Minist Ind & Informat Key Lab Marine Environm Monitoring & Informat Pro Harbin Heilongjiang Peoples R China;

    Harbin Inst Technol Sch Elect & Informat Engn Harbin Heilongjiang Peoples R China;

    Sci & Technol Elect Informat Control Lab Chengdu Sichuan Peoples R China;

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