arXiv:2512.09798cs.RO2025-12被引 1

太阳能驱动的无人艇可自动采集72份高精度水样,适合偏远水域长期监测。

High-Resolution Water Sampling via a Solar-Powered Autonomous Surface Vehicle

  • 采用注射器式采样架构,支持72次独立采样且污染最小
  • 实地测试中定位精度达87%,物理化学参数测量与人工采样相当
  • 模块化设计支持故障隔离和快速更换,适合复杂环境自主作业

精准水质评估需要空间分辨采样,但多数无人水面艇(USVs)仅能采集有限样本或依赖代表性差的单点传感器。本文提出一种太阳能供电、完全自主的USV,配备新型注射器式采样系统,每趟任务可获取72份独立、污染最小的水样。该平台集成ROS 2自主栈,具备GPS-RTK导航、激光雷达与双目视觉避障、Nav2任务规划及长距离LoRa远程监控能力,可在非结构化环境中可靠执行采样路径。系统采用基于Nav2的行为树自主架构,实现任务级推理与感知驱动导航。模块化6×12采样系统由分布式micro-ROS节点控制,实现确定性驱动、故障隔离与快速模块替换,空间覆盖范围超越以往USV采样器。在玻利维亚拉巴斯阿乔卡拉泻湖的实地测试中,实现87%的航点定位精度,稳定自主导航,并获得与人工采样相当的温度、pH、电导率和总溶解固体等物理化学测量结果。结果表明,该平台可实现可靠高分辨率采样与自主任务执行,为偏远水域生态监测提供可扩展解决方案。

原文摘要 · Abstract (English)

Accurate water quality assessment requires spatially resolved sampling, yet most unmanned surface vehicles (USVs) can collect only a limited number of samples or rely on single-point sensors with poor representativeness. This work presents a solar-powered, fully autonomous USV featuring a novel syringe-based sampling architecture capable of acquiring 72 discrete, contamination-minimized water samples per mission. The vehicle incorporates a ROS 2 autonomy stack with GPS-RTK navigation, LiDAR and stereo-vision obstacle detection, Nav2-based mission planning, and long-range LoRa supervision, enabling dependable execution of sampling routes in unstructured environments. The platform integrates a behavior-tree autonomy architecture adapted from Nav2, enabling mission-level reasoning and perception-aware navigation. A modular 6x12 sampling system, controlled by distributed micro-ROS nodes, provides deterministic actuation, fault isolation, and rapid module replacement, achieving spatial coverage beyond previously reported USV-based samplers. Field trials in Achocalla Lagoon (La Paz, Bolivia) demonstrated 87% waypoint accuracy, stable autonomous navigation, and accurate physicochemical measurements (temperature, pH, conductivity, total dissolved solids) comparable to manually collected references. These results demonstrate that the platform enables reliable high-resolution sampling and autonomous mission execution, providing a scalable solution for aquatic monitoring in remote environments.

无人艇水质监测自主采样太阳能

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