Multi-UAV Method for Continuous Source Rate Estimation of Fugitive Gas Emissions from a Point Source

Derek Hollenbeck, Y. Chen
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引用次数: 6

Abstract

A multi unmanned aerial vehicle (UAV) based method for making continuous source rate estimations is proposed. The multi-UAV method utilizes the signal processing, spatial interpolation, and data-driven techniques to apply centroidal Voronoi tessellations (CVT) based coverage control. The method uses low frequency modes from dynamic mode decomposition (DMD) as the CVT density kernel. The method also employs an ordinary kriging estimation variance based entropy as a regularization term to improve exploration behavior. A 3D short time-scale plume simulation model (POSIM) is used to test the continuous source rate estimation performance.
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点源无组织气体排放连续源速率估计的多无人机方法
提出了一种基于多无人机的连续源率估计方法。多无人机方法利用信号处理、空间插值和数据驱动技术来应用基于质心Voronoi镶嵌(CVT)的覆盖控制。该方法采用动态模态分解(DMD)的低频模态作为CVT密度核。该方法还采用基于普通克里格估计方差的熵作为正则化项,以改善勘探行为。利用三维短时间尺度羽流模拟模型(POSIM)测试了连续源速率估计的性能。
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