Rapid Invasion of Spartina alterniflora in the Coastal Zone of Mainland China: New Observations from Landsat OLI Images

被引:155
作者
Liu, Mingyue [1 ,2 ]
Mao, Dehua [1 ]
Wang, Zongming [1 ]
Li, Lin [3 ]
Man, Weidong [1 ,2 ]
Jia, Mingming [1 ]
Ren, Chunying [1 ]
Zhang, Yuanzhi [4 ,5 ]
机构
[1] Chinese Acad Sci, Northeast Inst Geog & Agroecol, Key Lab Wetland Ecol & Environm, Changchun 130102, Jilin, Peoples R China
[2] North China Univ Sci & Technol, Coll Min Engn, Tangshan 063210, Peoples R China
[3] Indiana Univ Purdue Univ, Dept Earth Sci, Indianapolis, IN 46202 USA
[4] Chinese Univ Hong Kong, Ctr Housing Innovat, Shatin, Hong Kong, Peoples R China
[5] Chinese Acad Sci, Key Lab Lunar Sci & Deep Explorat, Natl Astron Observ, Beijing 100101, Peoples R China
基金
中国国家自然科学基金; 国家重点研发计划;
关键词
invasive plants; Spartina alterniflora; CAS S; alterniflora; object-based image analysis; Landsat OLI; SUPPORT VECTOR MACHINES; EXOTIC SPARTINA; NATURE-RESERVE; SALT-MARSH; REMOTE; CLASSIFICATION; WETLAND; PLANTS; VEGETATION; RESOLUTION;
D O I
10.3390/rs10121933
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Plant invasion imposes significant threats to biodiversity and ecosystem function. Thus, monitoring the spatial pattern of invasive plants is vital for effective ecosystem management. Spartina alterniflora (S. alterniflora) has been one of the most prevalent invasive plants along the China coast, and its spread has had severe ecological consequences. Here, we provide new observation from Landsat operational land imager (OLI) images. Specifically, 43 Landsat-8 OLI images from 2014 to 2016, a combination of object-based image analysis (OBIA) and support vector machine (SVM) methods, and field surveys covering the whole coast were used to construct an up-to-date dataset for 2015 and investigate the spatial variability of S. alterniflora in the coastal zone of mainland China. The classification results achieved good estimation, with a kappa coefficient of 0.86 and 96% overall accuracy. Our results revealed that there was approximately 545.80 km(2) of S. alterniflora distributed in the coastal zone of mainland China in 2015, from Hebei to Guangxi provinces. Nearly 92% of the total area of S. alterniflora was distributed within four provinces: Jiangsu, Shanghai, Zhejiang, and Fujian. Seven national nature reserves invaded by S. alterniflora encompassed approximately one-third (174.35 km(2)) of the total area of S. alterniflora over mainland China. The Yancheng National Nature Reserve exhibited the largest area of S. alterniflora (115.62 km(2)) among the reserves. Given the rapid and extensive expansion of S. alterniflora in the 40 years since its introduction and its various ecological effects, geospatially varied responding decisions are needed to promote sustainable coastal ecosystems.
引用
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页数:18
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