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基于GF1_WFV的千岛湖水体叶绿素a浓度时空变化
引用本文:徐鹏飞,毛峰,金平斌,程乾.基于GF1_WFV的千岛湖水体叶绿素a浓度时空变化[J].中国环境科学,2020,40(10):4580-4588.
作者姓名:徐鹏飞  毛峰  金平斌  程乾
作者单位:1. 浙江工商大学旅游与城乡规划学院, 浙江杭州 310018;2. 杭州电子科技大学管理学院, 浙江杭州 310018;3. 浙江大学地球科学学院, 浙江 杭州 310018
基金项目:国家重点研发计划项目(2017YFB0503902)
摘    要:基于高分一号(GF-1)遥感影像以及水体实测样点数据,运用波段对数组合,以千岛湖为研究对象,构建和择优了叶绿素a浓度反演模型,对2013~2019年千岛湖区域水体叶绿素a浓度值进行了估算,并利用变异系数、Mann-Kendall显著性检验模型、Theil-Sen趋势分析模型对其时空变化特征进行了分析.研究表明,基于波段对数组合的反演模型可用于千岛湖清洁水体叶绿素a浓度值的反演(R2=0.8976);年际变化分析发现,在研究期限内,千岛湖水体叶绿素a浓度平均值维持在较低水平,近94%的水体像元叶绿素a浓度小于3.65μg/L,水质较佳;时空动态分析进一步发现,千岛湖水体叶绿素a浓度值大都经历了较为微小的波动变化,其中,有超过67%的水体像元浓度值呈现出微小的增长趋势,在分布上也呈现出一定的空间格局形态.

关 键 词:千岛湖  叶绿素a  高分一号影像  时空变化  
收稿时间:2020-02-12

Spatial-temporal variations of chlorophyll-a in Qiandao lake using GF1_WFV data
XU Peng-fei,MAO Feng,JIN Ping-bin,CHENG Qian.Spatial-temporal variations of chlorophyll-a in Qiandao lake using GF1_WFV data[J].China Environmental Science,2020,40(10):4580-4588.
Authors:XU Peng-fei  MAO Feng  JIN Ping-bin  CHENG Qian
Institution:1. School of Tourism and Urban-rural Planning, Zhejiang Gongshang University, Hangzhou 310018, China;2. School of Management, Hangzhou Dianzi University, Hangzhou 310018, China;3. School of Earth Science, Zhejiang University, Hangzhou 310018, China
Abstract:We established a simulating model based on the GF-1spectral reflectance features and field survey results. The model was then applied to estimate the concentration and distribution of chlorophyll-a in Qiandao lake from 2013~2019. Our model could effectively estimate the chlorophyll-a concentration in clean water (R2=0.8976). Pixel level analysis revealed that over 94% of water pixels contained less than 3.65μg/L of chlorophyll-a, indicating that the chlorophyll-a concentration of Qiandao lake was quite low during the study period. Moreover, the spatial-temporal analysis showed that the chlorophyll-a concentration in most water pixels experienced a small variation. More than 67% water regions had a slight increase.
Keywords:Qiandao Lake  chlorophyll-a  GF-1 satellite  spatial-temporal variation  
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