Network Localization Based Planning for Autonomous Underwater Vehicles with Inter-Vehicle Ranging

被引:8
|
作者
Papalia, Alan [1 ]
Leonard, John [1 ]
机构
[1] MIT, Comp Sci & Artificial Intelligence Lab, 77 Massachusetts Ave, Cambridge, MA 02139 USA
关键词
multi-agent; autonomous underwater vehicles; path-planning; network localization; mobile sensor networks;
D O I
10.1109/auv50043.2020.9267910
中图分类号
P75 [海洋工程];
学科分类号
0814 ; 081505 ; 0824 ; 082401 ;
摘要
Localization between a swarm of AUVs can be entirely estimated through the use of range measurements between neighboring AUVs via a class of techniques commonly referred to as sensor network localization. However, the localization quality depends on network topology, with degenerate topologies, referred to as low-rigidity configurations, leading to ambiguous or highly uncertain localization results. This paper presents tools for rigidity-based analysis, planning, and control of a multi-AUV network which account for sensor noise and limited sensing range. We evaluate our long-term planning framework in several two-dimensional simulated environments and show we are able to generate paths in feasible time and guarantee a minimum network rigidity over the full course of the paths.
引用
收藏
页数:6
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