Incorporating environmental measurements in navigation

H. Feder, J. Leonard, C.M. Smith
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引用次数: 16

Abstract

Extended missions in unknown regions present a significant navigational challenge for autonomous underwater vehicles (AUV). This paper investigates the long-term performance of a concurrent mapping and localization (CML) algorithm for the scenario of an AUV making observations of point features in the environment with a forward look sonar. Simulation results demonstrate that position estimates with long-term bounded errors of a few meters can be achieved under realistic assumptions about the vehicle, its sensors, and the environment. Potential failure modes of the algorithm, such as divergence and map slip, are discussed. CML technology can provide a significant improvement in the navigational capabilities of AUVs and can enable new missions in unmapped regions without reliance on acoustic beacons or surfacing for GPS resets.
在航行中纳入环境测量
在未知区域的扩展任务对自主水下航行器(AUV)的导航提出了重大挑战。本文研究了一种并发映射和定位(CML)算法的长期性能,该算法适用于使用前视声纳对环境中点特征进行观测的AUV场景。仿真结果表明,在车辆、传感器和环境的实际假设下,可以实现具有几米长期有界误差的位置估计。讨论了算法的潜在失效模式,如散度和地图滑动。CML技术可以显著提高auv的导航能力,并且可以在未绘制的区域执行新任务,而无需依赖声信标或地面GPS重置。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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