Path Planning in Uncertain Ocean Currents using Ensemble Forecasts

2021 IEEE International Conference on Robotics and Automation (ICRA)(2021)

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摘要
We present a path planning framework for marine robots subject to uncertain ocean currents that exploits data from ensemble forecasting, which is a technique for current prediction used in oceanography. Ensemble forecasts represent a distribution of predicted currents as a set of flow fields that are considered to be equally likely. We show that the typical approach of computing the vector-wise me...
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关键词
Monte Carlo methods,Oceans,Weather forecasting,Estimation,Probabilistic logic,Forecast uncertainty,Robustness
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