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全文摘要次数: 84 全文下载次数: 219
引用本文:

DOI:

10.11834/jrs.20210449

收稿日期:

2020-10-10

修改日期:

2021-08-05

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中国红树林制图——遥感大数据支撑下的时空概率阈值法
黄可, 孟祥珍, 杨刚, 孙伟伟
宁波大学地理与空间信息技术系
摘要:

红树林作为热带和亚热带海岸带上特有的森林群落,具有独特的生态功能以及重大的社会、经济价值。中国红树林经历了反复的破坏与保护,遥感监测手段可以为我国实施大规模的红树林生态系统保护和恢复行动提供科学技术支撑。本研究依托Google Earth Engine平台提出一种时空概率阈值法对中国红树林范围进行提取。研究选取2015年516景Landsat-8数据,首先使用非监督分类法进行水陆分离,其次通过生成缓冲区确定红树林可能生长区,然后协同多种指数与光谱信息构建多特征决策树提取红树林粗略的生长范围,最后基于长时序的红树林粗略范围数据计算红树林生长概率,并通过实验确定概率阈值对红树林进行精细提取。通过实验对比发现时空概率阈值法的红树林提取精度达90.36%,且能较好地提取幼小、分散的红树林。研究得到了2015年中国红树林分布结果,全国红树林面积为21932公顷,广西和广东两省红树林面积占我国红树林总面积的73.22%,为我国红树林主要分布区域。

Mapping mangroves in China: Spatio-temporal Probability Threshold Method supported by remote sensing big data
Abstract:

As a proper forest community in tropical and subtropical coastal zone, mangrove has unique ecological function and great social and economic value. Mangroves in China have experienced repeated destruction and protection, and remote sensing monitoring can provide scientific support and decision-making reference suggestions for implementing large-scale mangrove ecosystem protection and restoration in China. Based on Google Earth Engine platform, this study proposes a spatio-temporal probability threshold method to extract mangrove extent in China. In this study, we selected 516 images of Landsat-8 in 2015.We used unsupervised classification for land-water separation, and then generated the possible growth area of mangroves. A multi-feature decision tree classification method was constructed based on multiple indexes and spectral information to extract rough mangrove growth extent, and further calculated the mangrove growth probability based on longtime-series data. The probability threshold was determined through experiments to extract precise mangrove extent. The results show that the accuracy of mangrove extraction by spatio-temporal probability threshold method is 90.36%, and it can extract young and scattered mangroves well. According to the study, the distribution of mangrove in China in 2015 was obtained, and the total area of mangroves in China is 21932 hectares. Mangroves in China are mainly distributed in Guangxi and Guangdong, which account for 73.22 percent of the country"s area.

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