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A distributed spring model algorithm for sensor localization using dimension expansion and hyperbolic tangential force

机译:一种利用尺寸膨胀与双曲线切线传感器定位的分布式弹簧模型算法

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This paper proposes two improvements of the spring model algorithm for solving localization problems in a wireless sensor network with anchors. First, the two-dimensional localization problem is solved in three-dimensional space. This “dimension expansion” can effectively prevent the spring model algorithm from falling into local minima. Second, the Hooke spring force (linear) is replaced by hyperbolic tangential force (a continuous function that emulates the sign function). This significantly improves the robustness of the algorithm in the presence of multiplicative noise. The efficacy of these two techniques are demonstrated by several simulations, especially in a scenario with anchor points of longer broadcasting radius than other sensors.
机译:本文提出了两种改进了锚固无线传感器网络中的本地化问题的弹簧模型算法的改进。首先,在三维空间中解决了二维定位问题。这种“维度扩展”可以有效地防止弹簧模型算法落入局部最小值。其次,通过双曲线切向力(呈现符号功能的连续功能)取代了胡椒春力(线性)。这显着提高了乘法噪声存在下算法的鲁棒性。通过若干模拟证明了这两种技术的功效,特别是在比其他传感器更长的广播节半径的锚点的场景中。

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