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Two New Shrinking-Circle Methods for Source Localization Based on TDoA Measurements

机译:基于TDoA测量的两种新的缩圆法用于源定位

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摘要

Time difference of arrival (TDoA) measurement is a promising approach for target localization based on a set of nodes with known positions, with high accuracy and low complexity. Common localization algorithms include the maximum-likelihood, non-linear least-squares and weighted least-squares methods. These methods have shortcomings such as high computational complexity, requiring an initial guess position, or having difficulty in finding the optimal solution. From the point of view of geometrical analysis, this study proposes two new shrinking-circle methods (SC-1 and SC-2) to solve the TDoA-based localization problem in a two-dimensional (2-D) space. In both methods, an optimal radius is obtained by shrinking the radius with a dichotomy algorithm, and the position of the target is determined by the optimal radius. The difference of the two methods is that a distance parameter is defined in SC-1, while an error function is introduced in SC-2 to guide the localization procedure. Simulations and indoor-localization experiments based on acoustic transducers were conducted to compare the performance differences between the proposed methods, algorithms based on weighted least-squares as well as the conventional shrinking-circle method. The experimental results demonstrate that the proposed methods can realize high-precision target localization based on TDoA measurements using three nodes, and have the advantages of speed and high robustness.
机译:到达时间差(TDoA)测量是一种基于目标位置已知,精度高,复杂度低的节点集的目标定位方法。常见的定位算法包括最大似然法,非线性最小二乘法和加权最小二乘法。这些方法具有诸如高计算复杂度,需要初始猜测位置或难以找到最优解的缺点。从几何分析的角度出发,本研究提出了两种新的缩圆方法(SC-1和SC-2)来解决二维(2-D)空间中基于TDoA的定位问题。在这两种方法中,通过使用二分法缩小半径来获得最佳半径,并由最佳半径确定目标的位置。两种方法的区别在于,在SC-1中定义了距离参数,而在SC-2中引入了误差函数以指导定位过程。进行了基于声换能器的仿真和室内定位实验,比较了所提出的方法,基于加权最小二乘法的算法和常规的收缩圆方法之间的性能差异。实验结果表明,所提出的方法可以实现基于三个节点的TDoA测量的高精度目标定位,具有速度快,鲁棒性强的优点。

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