New Vegetation Index Fusing Visible-Infrared and Shortwave Infrared Spectral Feature for Winter Wheat LAI Retrieval
LI Xin-chuan1,2,3, BAO Yan-song3, XU Xin-gang1,2*, JIN Xiu-liang1,2, ZHANG Jing-cheng1,2, SONG Xiao-yu1,2
1. Beijing Research Center for Information Technology in Agriculture, Beijing Academy of Agriculture and Forestry Science, Beijing 100097, China 2. National Engineering Research Center for Information Technology in Agriculture, Beijing 100097, China 3. School of Atmosphere Physics, Nanjing University of Information Science & Technology, Nanjing 210044, China
Abstract:Considering the great relationships between shortwave infrared (SWIR) and leaf area index (LAI), innovative indices based on water vegetation indices and visible-infrared vegetation indices were presented. In the present work, PROSAIL model was used to study the saturation sensitivity of new vegetation indices to LAI. The estimate models about LAI of winter wheat were built on the basis of the experiment data in 2009 acting as train sample and their precisions were evaluated and tested on the basis of the experiment data in 2008. Ten visible-infrared vegetation indices and five water vegetation indices were used to construct new indices. The result showed that newly developed indices have significant relationships with LAI by numerical simulations and in-situ measurements. In particular, by implementing modified standardized LAI Determining Index(sLAIDI*), all new indices were neither sensitive to water variations nor affected by saturation at high LAI levels. The evaluation models could improve prediction accuracy and have well reliability for LAI retrieval. The result indicated that visible-infrared vegetation indices combined with water index have greater advantage for LAI estimation.
Key words:Leaf area index(LAI);Hyperspectral remote sensing;Vegetation indices;Shortwave infrared (SWIR);sLAIDI*
李鑫川1,2,3,鲍艳松3,徐新刚1,2*,金秀良1,2,张竞成1,2,宋晓宇1,2 . 融合可见光-近红外与短波红外特征的新型植被指数估算冬小麦LAI [J]. 光谱学与光谱分析, 2013, 33(09): 2398-2402.
LI Xin-chuan1,2,3, BAO Yan-song3, XU Xin-gang1,2*, JIN Xiu-liang1,2, ZHANG Jing-cheng1,2, SONG Xiao-yu1,2 . New Vegetation Index Fusing Visible-Infrared and Shortwave Infrared Spectral Feature for Winter Wheat LAI Retrieval . SPECTROSCOPY AND SPECTRAL ANALYSIS, 2013, 33(09): 2398-2402.
[1] Chen J M, BLACK T A. Plant, Cell & Environment, 1992, 15(4): 421. [2] Asner G P, Scurlock J M O, A Hicke J. Global Ecology and Biogeography, 2003, 12(3): 191. [3] WANG Ji-hua,ZHAO Chun-jiang,HUANG Wen-jiang(王纪华,赵春江,黄文江). Basis and Application of Agriculture Quantitative Remote Sensing(农业定量遥感基础与应用). Beijing: Science Press(北京: 科学出版社), 2008. [4] Rouse J W, Hass R H, Shell J A, et al. Third Earth Resources Technology Satellite Symposium, 1973, 1: 309. [5] LI Xin-chuan,XU Xin-gang,BAO Yan-song, et al(李鑫川,徐新刚,鲍艳松, 等). Scientia Agricultura Sinica(中国农业科学), 2012, 45(17): 3486. [6] Rondeaux G, Steven M, Baret F. Remote Sensing of Environment, 1996, 55(2): 95. [7] Hui Q L, Huete A. Geoscience and Remote Sensing, IEEE Transactions on, 1995, 33(2): 457. [8] Haboudane D, Miller J R, Pattey E, et al. Remote Sensing of Environment, 2004, 90(3): 337. [9] Darvishzadeh R, Atzberger C, Skidmore A K, et al. International Journal of Remote Sensing, 2009, 30(23): 6199. [10] Darvishzadeh R, Skidmore A, Schlerf M, et al. ISPRS Journal of Photogrammetry and Remote Sensing, 2008, 63(4): 409. [11] Thenkabail P S, Enclona E A, Ashton M S, et al. Remote Sensing of Environment, 2004, 91(3): 354. [12] Gong P, Pu R, Biging G S, et al. Geoscience and Remote Sensing, IEEE Transactions on, 2003, 41(6): 1355. [13] Brown L, Chen J M, Leblanc S G, et al. Remote Sensing of Environment, 2000, 71(1): 16. [14] Delalieux S, Somers B, Hereijgers S, et al. Remote Sensing of Environment, 2008, 112(10): 3762. [15] Richardson A J, Weigand C L. Photogrammetric Engineering and Remote Sensing, 1977, 43(12): 1541. [16] Gitelson A A, Kaufman Y J, Merzlyak M N. Remote Sensing of Environment, 1996, 58(3): 289. [17] Chen J M. Canadian Journal of Remote Sensing, 1996, 22(3): 229. [18] Jordan C F. Ecology, 1969, 50(4): 663. [19] Broge N H, Leblanc E. Remote Sensing of Environment, 2001, 76(2): 156. [20] Peuelas J, Filella I, Serrano L, et al. International Journal of Remote Sensing, 1996, 17(2): 373. [21] Gao B C. Remote Sensing of Environment, 1996, 58(3): 257. [22] Hardisky M A, Klemas V, Smart R M. Photogrammetric Engineering and Remote Sensing, 1983, 49: 77. [23] Apan A, Held A, Phinn S, et al. International Journal of Remote Sensing, 2004, 25(2): 489.