養殖環境モニタリングのための新型自律ロボティクスシステム
A Novel Autonomous Robotics System for Aquaculture Environment Monitoring
養殖環境の水質を自動監視するため、円形構造と冗長運動設計で安定性と機動性を両立した無人水上艇(USV)を開発し、TSPとCPPを組み合わせた効率的な経路計画でエネルギー制約下での情報収集を実現した。
著者: Tianqi Zhang, Tong Shen, Kai Yuan, Kaiwen Xue, Huihuan Qian
分類: cs.RO
原文アブストラクト
Implementing fully automatic unmanned surface vehicles (USVs) monitoring water quality is challenging since effectively collecting environmental data while keeping the platform stable and environmental-friendly is hard to approach. To address this problem, we construct a USV that can automatically navigate an efficient path to sample water quality parameters in order to monitor the aquatic environment. The detection device needs to be stable enough to resist a hostile environment or climates while enormous volumes will disturb the aquaculture environment. Meanwhile, planning an efficient path for information collecting needs to deal with the contradiction between the restriction of energy and the amount of information in the coverage region. To tackle with mentioned challenges, we provide a USV platform that can perfectly balance mobility, stability, and portability attributed to its special round-shape structure and redundancy motion design. For informative planning, we combined the TSP and CPP algorithms to construct an optimistic plan for collecting more data within a certain range and limiting energy restrictions.We designed a fish existence prediction scenario to verify the novel system in both simulation experiments and field experiments. The novel aquaculture environment monitoring system significantly reduces the burden of manual operation in the fishery inspection field. Additionally, the simplicity of the sensor setup and the minimal cost of the platform enables its other possible applications in aquatic exploration and commercial utilization.
関連論文
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