Spectral response and the retrieval of canopy chlorophyll content under interspecific competition in wetlands - case study of wetlands in the Yangtze River Estuary

被引:4
|
作者
Zhuo, Wei [1 ,2 ,3 ]
Shi, Runhe [1 ,2 ,3 ,4 ,5 ]
Wu, Nan [1 ,2 ,3 ]
Zhang, Chao [1 ,2 ,3 ]
Tian, Bo [6 ]
机构
[1] East China Normal Univ, Key Lab Geog Informat Sci, Minist Educ, Shanghai 200241, Peoples R China
[2] East China Normal Univ, Sch Geog Sci, Shanghai 200241, Peoples R China
[3] East China Normal Univ, Joint Lab Environm Remote Sensing & Data Assimila, Shanghai 200241, Peoples R China
[4] East China Normal Univ, Joint Res Inst Resources & Environm, Shanghai 200062, Peoples R China
[5] East China Normal Univ, Inst Ecochongming, Shanghai 202162, Peoples R China
[6] East China Normal Univ, State Key Lab Estuarine & Coastal Res, Shanghai 200062, Peoples R China
基金
中国国家自然科学基金;
关键词
Interspecific competition; HHT envelope; Canopy chlorophyll content; Partial least squares regression (PLSR); PROSAIL-D mod; SPARTINA-ALTERNIFLORA; VEGETATION INDEXES; OPTICAL-PROPERTIES; REFLECTANCE; PLANTS; WATER;
D O I
10.1007/s12145-021-00630-5
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Chlorophyll content can effectively reflect the health (growth condition) of vegetation. At present, chlorophyll retrieval is mostly based on pure species and traditional spectral indices but seldom considers the influence of canopy structural differences caused by interspecific competition of mixed vegetation on the accuracy of chlorophyll retrieval. Therefore, in this research, the native species Phragmites australis and invasive species Spartina alterniflora in the wetland of the Yangtze River Estuary were studied, and the mixed growth of the two species in the field was simulated accurately by setting different competition ratios. The differences in canopy spectral characteristics caused by different competition ratios and the effect of interspecific competition on the retrieval accuracy of canopy chlorophyll content (CCC) were analyzed. It is found that different competition ratios will lead to different spectral characteristics of the vegetation canopy, but these differences poorly reflect the spectral dimension. To solve this problem, the Hilbert-Huang transform (HHT) theory is introduced to decompose the spectrum and obtain frequency domain information, which is combined with spectral information to research the spectral response characteristics and retrieval of CCC under different interspecific competition ratios. Finally, the necessity of considering interspecific competition under mixed growth is analyzed by using the PROSAIL-D model from remote sensing. The results show that (1) the retrieval accuracy of CCC based on pure spectral indices is lower than that based on the mixed indices under different competition ratios, especially under the competition ratio of P:S = 1:1, and the R-2 of the pure spectral index model is 0.714, but the R-2 of the model increases to 0.803 after the HHT indices are added, with the accuracy of the retrieval model with the mixed index being the highest, with R-2 and RMSE values of 0.874 and 17.378 mu g.cm-2, respectively. (2) There are differences in the distribution of spectral index values under different competition ratios based on the remote sensing mechanism results of simulation data from the PROSAIL-D model, especially under mixed growth of Phragmites australis and Spartina alterniflora. (3) The HHT indices ESP1 and ESP2 are more sensitive to changes in the competition ratio under different competition conditions, showing a greater range of values. All the above results indicate that the frequency domain indices can reflect the change in canopy structure of mixed vegetation more accurately, and it is necessary to consider the level of interspecific competition in the retrieval of CCC from mixed vegetation.
引用
收藏
页码:1467 / 1486
页数:20
相关论文
共 22 条
  • [1] Spectral response and the retrieval of canopy chlorophyll content under interspecific competition in wetlands — case study of wetlands in the Yangtze River Estuary
    Wei Zhuo
    Runhe Shi
    Nan Wu
    Chao Zhang
    Bo Tian
    Earth Science Informatics, 2021, 14 : 1467 - 1486
  • [2] Response of soil microbial respiration of tidal wetlands in the Yangtze River Estuary to different artificial disturbances
    Tang, Yushu
    Wang, Lei
    Jia, Jianwei
    Li, Yanli
    Zhang, Wenquan
    Wang, Hongli
    Sun, Ying
    ECOLOGICAL ENGINEERING, 2011, 37 (11) : 1638 - 1646
  • [3] Response of soil microbial respiration of tidal wetlands in the Yangtze River Estuary to increasing temperature and sea level: A simulative study
    Xi, Xuefei
    Wang, Lei
    Tang, Yushu
    Fu, Xiaohua
    Le, Yiquan
    ECOLOGICAL ENGINEERING, 2012, 49 : 104 - 111
  • [4] Biodiversity and ecosystem functions in wetlands: A case study in the estuary of the Seine river, France
    Chabrerie, O
    Poudevigne, I
    Bureau, F
    Vinceslas-Akpa, M
    Nebbache, S
    Aubert, M
    Bourcier, A
    Alard, D
    ESTUARIES, 2001, 24 (6B): : 1088 - 1096
  • [5] Biodiversity and ecosystem functions in wetlands: A case study in the estuary of the Seine River, France
    O. Chabrerie
    I. Poudevigne
    F. Bureau
    M. Vinceslas-Akpa
    S. Nebbache
    M. Aubert
    A. Bourcier
    D. Alard
    Estuaries, 2001, 24 : 1088 - 1096
  • [6] Deep Learning for Chlorophyll-a Concentration Retrieval: A Case Study for the Pearl River Estuary
    Ye, Haibin
    Tang, Shilin
    Yang, Chaoyu
    REMOTE SENSING, 2021, 13 (18)
  • [7] Evolution of Small and Micro Wetlands and Their Driving Factors in the Yangtze River Delta-A Case Study of Wuxi Area
    Zhang, Jiamin
    Chu, Lei
    Zhang, Zengxin
    Zhu, Bin
    Liu, Xiaoyan
    Yang, Qiang
    REMOTE SENSING, 2023, 15 (04)
  • [8] Environmental evolution records reflected by radionuclides in the sediment of coastal wetlands: A case study in the Yellow River Estuary wetland
    Wang, Qidong
    Song, Jinming
    Li, Xuegang
    Yuan, Huamao
    Li, Ning
    Cao, Lei
    JOURNAL OF ENVIRONMENTAL RADIOACTIVITY, 2016, 162 : 87 - 96
  • [9] A new perspective on the impacts of Spartina alterniflora invasion on Chinese wetlands in the context of climate change: A case study of the Jiuduansha Shoals, Yangtze Estuary
    Zhang, Min
    Schwarz, Christian
    Lin, Wenpeng
    Naing, Htun
    Cai, Huayang
    Zhu, Zhenchang
    SCIENCE OF THE TOTAL ENVIRONMENT, 2023, 868
  • [10] Study on habitat suitability of overwintering cranes based on landscape pattern change—a case study of typical lake wetlands in the middle and lower reaches of the Yangtze River
    Yanglin Cui
    Bin Dong
    Lingna Chen
    Xiang Gao
    Yuhuan Cui
    Environmental Science and Pollution Research, 2019, 26 : 14962 - 14975