基于Sentinel-2与随机森林算法的太湖水生植被分布监测  

Monitoring Aquatic Vegetation Distribution of Taihu Lake from Sentinel-2 and Random Forest Algorithm

作　　者：张悦[1,2] 陈冰 李旭文 牛志春[2] 姜晟 李继影[4] 崔嘉宇 余悠然 ZHANG Yue;CHEN Bing;LI Xuwen;NIU Zhichun;JIANG sheng;LI Jiying;CUI Jiayu;YU Youran(Jiangsu Environmental Monitoring Center,Nanjing,Jiangsu 210019,China;Jiangsu Ecological Environment Big Data Co.,Ltd.,Nanjing,Jiangsu 210019,China;Nanjing University of Information Science&Technology,Nanjing,Jiangsu 210044,China;Jiangsu Suzhou Environmental Monitoring Center,Suzhou,Jiangsu 215004,China)

机构地区：[1]江苏省环境监测中心,江苏南京210019 [2]江苏省生态环境大数据有限公司,江苏南京210019 [3]南京信息工程大学,江苏南京210044 [4]江苏省苏州环境监测中心,江苏苏州215004

出　　处：《环境监控与预警》2023年第6期42-49,共8页Environmental Monitoring and Forewarning

基　　金：江苏省环保科研课题(2019010);江苏省环境监测科研基金项目(2206,2207,2216,2211)。

摘　　要：基于2018—2021年太湖地区哨兵2号(Sentinel-2)卫星遥感影像和随机森林算法,结合植被敏感指数,开展太湖水生植被分布监测,综合分析了水生植被的时空变化特征,初步揭示了太湖水生植被的动态变化。结果表明,太湖水生植被分布面积有逐年上升的趋势,且年间变化具有明显的单峰型特征,表现为春季沉寂,夏季快速增长,秋季达到暴发期,冬季面积开始减退;太湖水生植被主要分布于东太湖、东部沿岸和贡湖,类型以沉水植被为主,其中浮叶植被主要分布于东太湖,挺水植被主要分布于东太湖沿岸的浅水区域;沉水植被主要分布于东部沿岸和贡湖;水生植被主要分布的东太湖水域,其水质总体优于太湖其他水域。Based on Sentinel-2 images and random forest algorithm from 2018 to 2021 and combined with vegetation sensitivity index,this paper comprehensively analyzed the spatial and temporal characteristics of aquatic vegetation,and preliminary revealed the dynamic changes of aquatic vegetation in Taihu lake.The results show that the distribution area of aquatic vegetation in Taihu Lake increased year by year and showed obvious single-peak pattern:quiet in spring,rapid growth in summer,outbreak in autumn,and decline in winter.The aquatic vegetation is mainly distributed in east Taihu Lake,east coast and Gonghu Lake.The floating leaf vegetation is mainly distributed in East Taihu Lake,the emergent water vegetation is mainly located in the shallow water area along east Taihu Lake,and the submerged vegetation is mainly in the east coast and Gonghu Lake.The water quality of East Taihu Lake,where aquatic plants are mainly distributed,is better than that of other waters in Taihu Lake.

关 键 词：哨兵2号卫星 随机森林模型 水生植被 水质 太湖 

分 类 号：X835[环境科学与工程—环境工程]