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首页> 外文期刊>Geoscience and Remote Sensing Letters, IEEE >Wavelet Analysis for ICESat/GLAS Waveform Decomposition and Its Application in Average Tree Height Estimation
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Wavelet Analysis for ICESat/GLAS Waveform Decomposition and Its Application in Average Tree Height Estimation

机译:ICESat / GLAS波形分解的小波分析及其在平均树高估计中的应用

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摘要

A waveform decomposition method, i.e., multiscale wavelet analysis, is proposed in this letter for light detection and ranging waveform characterization and average tree height estimation. First, the waveform decomposition was applied to ICESat/Geoscience Laser Altimeter System (GLAS) data to extract the waveform characteristics (waveform peaks) through performing Gaussian wavelet functions at five increasing scales. Then, the waveform length and average tree height were derived from the waveform decomposition information. This method was applied to the GLAS waveform data in Yunnan province, China, for average tree height estimation. Finally, the results were validated by field measurements and compared with the relevant parameters in the GLA14 product provided by NASA. This study indicates that, for simple-peak waveforms, the waveform decomposition was consistent with that of the GLA14 product, while for bimodal or multipeak waveforms, the result was more accurate and reasonable than that of the GLA14 product.
机译:提出了一种波形分解方法,即多尺度小波分析,用于光检测和测距波形表征以及平均树高估计。首先,将波形分解应用于ICESat / Geoscience激光测高仪系统(GLAS)数据,通过以五个递增的比例执行高斯小波函数来提取波形特征(波形峰值)。然后,从波形分解信息导出波形长度和平均树高。将该方法应用于中国云南省的GLAS波形数据,以估计平均树高。最后,通过现场测量验证了结果,并与NASA提供的GLA14产品中的相关参数进行了比较。这项研究表明,对于单峰波形,其波形分解与GLA14产品的波形分解是一致的,而对于双峰或多峰波形,其结果要比GLA14产品更准确,合理。

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