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Path planning algorithms for source seeking agents

机译:寻源代理的路径规划算法

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In this paper, we address the problem of source-seeking for sources that transmit signals which decay according to a specific path loss model. This is typical for sources emitting electromagnetic signals. Based on this decay profile, we analyze the scenario where the seeker has partial knowledge about the equation that governs the decay profile. We present an approximate gradient descent based iterative algorithm for this case. We prove that the seeker converges to the source after traveling a finite distance. We also present a quantitative measure of the performance of our algorithm in terms of the number of measurements required by the seeker. Next, we extend the aforementioned algorithm to provide cooperative path planning algorithms for a team of seekers. Finally, we provide simulation results that show the effectiveness of the algorithms.
机译:在本文中,我们解决了根据特定路径损耗模型传输衰减信号的信号源的寻源问题。这对于发射电磁信号的源来说是典型的。基于此衰减轮廓,我们分析了搜索者对控制衰减轮廓的方程有部分了解的情况。对于这种情况,我们提出了一种基于近似梯度下降的迭代算法。我们证明了搜索器经过有限的距离后会收敛到源头。我们还根据搜索者所需的测量次数,对算法的性能进行了定量测量。接下来,我们扩展上述算法,为一组搜索者提供协作路径规划算法。最后,我们提供了表明算法有效性的仿真结果。

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