PMID- 30039679
OWN - NLM
STAT- MEDLINE
DCOM- 20181015
LR  - 20191210
IS  - 1001-9332 (Print)
IS  - 1001-9332 (Linking)
VI  - 29
IP  - 7
DP  - 2018 Jul
TI  - [Retrieval of leaf area index of Phyllostachys praecox forest based on MODIS 
      reflectance time series data.].
PG  - 2391-2400
LID - 10.13287/j.1001-9332.201807.011 [doi]
AB  - Based on the MODIS surface reflectance data, five vegetation indices, including 
      norma-lized difference vegetation index (NDVI), simple ratio index (SR), Gitelson 
      green index (GI), enhanced vegetation index (EVI) and soil adjusted vegetation 
      index (SAVI) were constructed as remote sensing variables, coupled with the seven 
      original spectral reflectance bands of MODIS. Stepwise regression and correlation 
      analysis were used to select the variables, and the stepwise regression and Back 
      Propagation (BP) neural network models were constructed based on the measured LAI 
      to retrieve the LAI time series data of Phyllostachys praecox (Lei bamboo) forest 
      during the period from January 2014 to March 2017. The retrieval results were 
      compared with MOD15A2 LAI products during the same period. The results showed 
      that SR was the single variable selected for the stepwise regression model. The 
      correlations of LAI with bands b(1), b(2), b(3), b(7) and five vegetation indices 
      were significant, which could be used as input variables of BP neural network 
      model. There was a significant correlation between the LAI estimated from BP 
      neural network and measured LAI, with the R(2) of 0.71, RMSE of 0.34, and RMSE(r) 
      of 13.6%. R(2) was increased by 10.9%, RMSE decreased by 5.6%, and RMSE(r) 
      decreased by 12.3% compared with LAI estimated from stepwise regression method. 
      R(2) was increased by 54.5%, RMSE decreased by 79.3%, and RMSE(r) decreased by 
      79.1% compared with MODIS LAI. The LAI of Lei bamboo forest could be accurately 
      retrieved using BP neural network method based on MODIS reflectance time series 
      data, which would be a feasible method for rapid monitoring of LAI in Lei bamboo 
      forest.
FAU - Zhu, Di En
AU  - Zhu DE
AD  - State Key Laboratory of Subtropical Silviculture/Zhejiang Province Key Laboratory 
      of Carbon Cycling in Forest Ecosystems and Carbon Sequestration/School of 
      Environmental and Resources Science, Zhejiang A&F University, Lin'an 311300, 
      Zhejiang, China.
FAU - Xu, Xiao Jun
AU  - Xu XJ
AD  - State Key Laboratory of Subtropical Silviculture/Zhejiang Province Key Laboratory 
      of Carbon Cycling in Forest Ecosystems and Carbon Sequestration/School of 
      Environmental and Resources Science, Zhejiang A&F University, Lin'an 311300, 
      Zhejiang, China.
FAU - DU, Hua Qiang
AU  - DU HQ
AD  - State Key Laboratory of Subtropical Silviculture/Zhejiang Province Key Laboratory 
      of Carbon Cycling in Forest Ecosystems and Carbon Sequestration/School of 
      Environmental and Resources Science, Zhejiang A&F University, Lin'an 311300, 
      Zhejiang, China.
FAU - Zhou, Guo Mo
AU  - Zhou GM
AD  - State Key Laboratory of Subtropical Silviculture/Zhejiang Province Key Laboratory 
      of Carbon Cycling in Forest Ecosystems and Carbon Sequestration/School of 
      Environmental and Resources Science, Zhejiang A&F University, Lin'an 311300, 
      Zhejiang, China.
FAU - Mao, Fang Jie
AU  - Mao FJ
AD  - State Key Laboratory of Subtropical Silviculture/Zhejiang Province Key Laboratory 
      of Carbon Cycling in Forest Ecosystems and Carbon Sequestration/School of 
      Environmental and Resources Science, Zhejiang A&F University, Lin'an 311300, 
      Zhejiang, China.
FAU - Li, Xue Jian
AU  - Li XJ
AD  - State Key Laboratory of Subtropical Silviculture/Zhejiang Province Key Laboratory 
      of Carbon Cycling in Forest Ecosystems and Carbon Sequestration/School of 
      Environmental and Resources Science, Zhejiang A&F University, Lin'an 311300, 
      Zhejiang, China.
FAU - Li, Yang Guang
AU  - Li YG
AD  - State Key Laboratory of Subtropical Silviculture/Zhejiang Province Key Laboratory 
      of Carbon Cycling in Forest Ecosystems and Carbon Sequestration/School of 
      Environmental and Resources Science, Zhejiang A&F University, Lin'an 311300, 
      Zhejiang, China.
LA  - chi
PT  - Journal Article
TT  - 基于MODIS时间序列反射率数据的雷竹林LAI反演.
PL  - China
TA  - Ying Yong Sheng Tai Xue Bao
JT  - Ying yong sheng tai xue bao = The journal of applied ecology
JID - 9425159
SB  - IM
MH  - Forests
MH  - Neural Networks, Computer
MH  - *Plant Leaves
MH  - Poaceae/*physiology
MH  - Remote Sensing Technology
OTO - NOTNLM
OT  - Back Propagation neural network
OT  - MODIS reflectance
OT  - bamboo forest
OT  - leaf area index
OT  - vegetation index
EDAT- 2018/07/25 06:00
MHDA- 2018/10/16 06:00
CRDT- 2018/07/25 06:00
PHST- 2018/07/25 06:00 [entrez]
PHST- 2018/07/25 06:00 [pubmed]
PHST- 2018/10/16 06:00 [medline]
AID - 10.13287/j.1001-9332.201807.011 [doi]
PST - ppublish
SO  - Ying Yong Sheng Tai Xue Bao. 2018 Jul;29(7):2391-2400. doi: 
      10.13287/j.1001-9332.201807.011.