Method for improvement of MODIS leaf area index products based on pixel-to-pixel correlations

European Journal of Remote Sensing

Volumn 49, Issue , 2016, Pages 57-72

  Xu, Xiaojun ^a   Du, Huaqiang ^a   Zhou, Guomo ^a   Li, Pingheng ^a  

^a ZHEJIANG A F UNIVERSITY   (China)

Author keywords

Autocorrelation; Improvement; MODIS LAI product

Indexed keywords

AUTOCORRELATION; PIXELS; QUALITY CONTROL;

IMPROVEMENT; LEAF AREA INDEX; MODERATE RESOLUTION IMAGING SPECTRORADIOMETER; MODIS LAI; SMOOTHING METHODS;

RADIOMETERS;

ACCURACY ASSESSMENT; AUTOCORRELATION; ERROR CORRECTION; LEAF AREA INDEX; MODIS; PIXEL; QUALITY CONTROL; SMOOTHING; TIME SERIES;

EID: 84960431813     PISSN: None     EISSN: 22797254     Source Type: Journal    
DOI: 10.5721/EuJRS20164904     Document Type: Article

References (23)

1. Bresciani M., Sotgia C., Fila G.L., Musanti M., Bolpagni R. (2011) Assessing common reed bed health and management strategies in Lake Garda (Italy) by means of Leaf Area Index measurements. European Journal of Remote Sensing, 43 (2): 9-22. doi: http://dx.doi.org/10.5721/ItJRS20114321.
2. Chen J., Chen J., Liao A.P., Cao X., Chen L.J., Chen X.H., He C.Y., Han G., Peng S., Lu M., Zhang W.W., Tong X.H., Mills J. (2015) Global land cover mapping at 30 m resolution: A POK-based operational approach. ISPRS Journal of Photogrammetry and Remote Sensing, 103: 7-27. doi: http://dx.doi.org/10.1016/j.isprsjprs.2014.09.002.
3. Chen J., Jonsson P., Tamura M., Gu Z.H., Matsushita B., Eklundh L.A. (2004) A Simple Method for Reconstructing a High-quality NDVI Time-series Data Set Based on the Savitzky-Golay Filter. Remote Sensing of Environment, 91 (3): 332-344. doi: http://dx.doi.org/10.1016/j.rse.2004.03.014.
4. De Kauwe M., Disney M., Quaife T., Lewis P., Williams M. (2011) An assessment of the MODIS collection 5 leaf area index product for a region of mixed coniferous forest. Remote Sensing of Environment, 115 (2): 767-780. doi: http://dx.doi.org/10.1016/j. rse.2010.11.004.
5. Demarty J., Chevallier F., Friend A.D., Viovy N., Piao S.L., Ciais P. (2007) Assimilation of global MODIS leaf area index retrievals within a terrestrial biosphere model. Geophysical Research Letters, 34 (15), doi: http://dx.doi.org/doi:10.1029/2007GL030014.
6. Deng F., Chen J.M., Plummer S., Chen M., Pisek J. (2006) Algorithm for global leaf area index retrieval using satellite imagery. IEEE Transactions on Geoscience and Remote Sensing, 44: 2219-2229. doi: http://dx.doi.org/10.1109/TGRS.2006.872100.
7. Fang H.L., Li W.J., Myneni R.B. (2013) The Impact of Potential Land Cover Misclassification on MODIS Leaf Area Index (LAI) Estimation: A Statistical Perspective. Remote Sensing, 5 (2): 830-844. doi: http://dx.doi.org/10.3390/rs5020830.
8. Fang H.L., Liang S.L. (2005) A hybrid inversion method for mapping leaf area index from MODIS data: Experiments and application to broadleaf and needleleaf canopies. Remote Sensing of Environment, 94 (3): 405-424. doi: http://dx.doi.org/10.1016/j. rse.2004.11.001.
9. Fang H.L., Liang S.L., Townshend J.R., Dickinson R.E. (2008) Spatially and temporally continuous LAI data sets based on an integrated filtering method: Examples from North America. Remote Sensing of Environment, 112 (1): 75-93. doi: http://dx.doi.org/10.1016/j. rse.2006.07.026.
10. Fang H.L., Wei S.S., Liang S.L. (2012) Validation of MODIS and CYCLOPES LAI products using global field measurement data. Remote Sensing of Environment, 119 (4): 43-54. doi: http://dx.doi.org/10.1016/j.rse.2011.12.006.
11. Ganguly S., Nemani R.R., Zhang G., Hashimoto H., Milesi C., Michaelis A., Wang W.L., Votava P., Samanta A., Melton F., Dungan J.L., Vermote E., Gao F., Knyazikhin Y., Myneni R.B. (2012) Generating global Leaf Area Index from Landsat: Algorithm formulation and demonstration. Remote Sensing of Environment, 122 (7): 185-202. doi: http://dx.doi.org/10.1016/j.rse.2011.10.032.
12. Gong P., Wang J., Yu L., Zhao Y., Zhao Y., Liang L., Niu Z., Huang X., Fu H., Liu S., Li C., Li X., Fu W., Liu C., Xu Y., Wang X., Cheng Q., Hu L., Yao W., Zhang H., Zhu P., Zhao Z., Zhang H., Zheng Y., Ji L., Zhang Y., Chen H., Yan A., Guo J., Yu L., Wang L., Liu X., Shi T., Zhu M., Chen Y., Yang G., Tang P., Xu B., Giri C., Clinton N., Zhu Z., Chen J., Chen J. (2013) Finer resolution observation and monitoring of GLC: first mapping results with Landsat TM and ETM+ data. International Journal of Remote Sensing, 34 (7): 2607-2654. doi: http://dx.doi.org/10.1080/01431161.2012.748992.
13. Gonsamo A., Chen J.M. (2011) Evaluation of the GLC2000 and NALC2005 land cover products for LAI retrieval over Canada. Canadian Journal of Remote Sensing, 37 (3): 302-313. doi: http://dx.doi.org/10.5589/m11-039.
14. Gonsamo A., Chen J.M. (2014) Continuous observation of leaf area index at Fluxnet-Canada sites. Agricultural and Forest Meteorology, 189-190 (6): 168-174. doi: http://dx.doi. org/10.1016/j.agrformet.2014.01.016.
15. Gu Y.X., Bélair S., Mahfouf J-F., Deblonde G. (2006) Optimal interpolation analysis of leaf area index using MODIS data. Remote Sensing of Environment, 104 (3): 283-296. doi: http://dx.doi.org/10.1016/j.rse.2006.04.021.
16. Heinsch F.A., Zhao M., Running S.W., Kimball J.S., Nemani R.R., Davis K.J., Bolstad P.V., Cook B.D., Desai A.R., Ricciuto D.M., Law B.E., Oechel W.C., Kwon H., Luo H.Y., Wofsy S.C., Dunn A.L., Munger J.W., Baldocchi D.D., Xu L.K., Hollinger D.Y., Richardson A.D., Stoy P.C., Siqueira M.B.S., Monson R.K., Burns S.P., Flanagan L.B. (2006) Evaluation of remote sensing based terrestrial productivity from MODIS using regional tower eddy flux network observations. IEEE Transactions on Geoscience and Remote Sensing, 44 (7): 1908-1925. doi: http://dx.doi.org/10.1109/TGRS.2005.853936.
17. Li X.J., Xiao Z.Q., Wang J.D., Qu Y., Jin H.A. (2014) Dual Ensemble Kalman Filter assimilation method for estimating time series LAI. Journal of Remote Sensing, 18 (1): 27-44. doi: http://dx.doi.org/10.11834/jrs.20133036.
18. Meyers T.P., Hollinger S.E. (2004) An assessment of storage terms in the surface energy balance of maize and soybean. Agricultural and Forest Meteorology, 125 (1-2): 105-115. doi: http://dx.doi.org/10.1016/j.agrformet.2004.03.001.
19. Myneni R.B., Hoffman S., Knyazikhin Y., Privette J.L., Glassy J., Tian Y., Wang Y., Song X., Zhang Y., Smith G.R., Lotsch A., Friedl M., Morisette J.T., Votava P., Nemani R.R., Running S.W. (2002) Global products of vegetation leaf area and fraction absorbed PAR from year one of MODIS data. Remote Sensing of Environment, 8: 214-231. doi: http://dx.doi.org/10.1016/S0034-4257(02)00074-3.
20. Shabanov N.V., Kotchenova S., Huang D., Tan B., Knyazikhin Y., Myneni R.B., Ahl D.E., Gower S.T., Huete A., Aragao L.E.O.C., Shimabukuro Y.E. (2005) Analysis and optimization of the MODIS leaf area index algorithm retrievals over broadleaf forests. IEEE Transactions on Geoscience and Remote Sensing, 43 (8): 1855-1865. doi: http://dx.doi.org/10.1109/TGRS.2005.852477.
21. Xiao Z.Q., Liang S.L., Wang J.D., Jiang B., Li X.J. (2011) Real-time retrieval of Leaf Area Index from MODIS time series data. Remote Sensing of Environment, 115 (1): 97-106. doi: http://dx.doi.org/10.1016/j.rse.2010.08.009.
22. Xiao Z.Q., Wang J.D., Wang Z.S. (2008) Improvement of MODIS LAI Product in China. Journal of Remote Sensing, 2008, 12 (6): 993-1000. doi: http://dx.doi.org/10.3321/j.issn:1007-4619.2008.06.024.
23. Zhao M., Heinsch F.A., Nemani R.R., Running S.W. (2005) Improvements of the MODIS terrestrial gross and net primary production global data set. Remote Sensing of Environment, 95 (2): 164-176. doi: http://dx.doi.org/10.1016/j.rse.2004.12.011.