光谱学与光谱分析 |
|
|
|
|
|
Retrieving Chromophoric Dissolved Organic Matter in Guanting Reservoir Based on in-situ Measured Reflectance Data |
ZHOU Ya-ming1, 2, LI Jun-sheng2*, SHEN Qian2, ZHANG Fang-fang2 |
1. College of Geomatics,Xi’an University of Science and Technology,Xi’an 710054,China 2. Key Laboratory of Digital Earth,Institute of Remote Sensing and Digital Earth,Chinese Academy of Sciences,Beijing 100094,China |
|
|
Abstract In the present paper, Guanting Reservoir located in Zhangjiakou City, Hebei province and Yanqing District, Beijing, was selected as the study area, and Chromophoric dissolved organic matter (CDOM) content (represented by the CDOM absorption coefficient at 440 nm, aCDOM(440)) was inverted through semi-analytical method and empirical method. The data used in this paper include the spectral data (Rrs(λ)) collected on October 26, 2013 over Guanting Reservoir and aCDOM(λ) measured in the laboratory. A semi-analytical method (QAA-CDOM) was validated and improved accordingly. The inversion result accuracy of QAA-CDOM was not bad, the root-mean-square error (RMSE) was 0.10 and the mean relative error (σ) was 10.8%. The QAA-CDOM method was improved by recalculating the value of Q (the ratio of upwelling irradiance to upwelling radiance just below the water surface) by the field spectral data to replace the fixed value. After this improvement, the inversion accuracy was slightly improved, with RMSE of 0.09 and σ of 10.2%. After that, four band ratios were used in linear regression with aCDOM(440) to build empirical inversion models. The results showed that the performance of the model based on Rrs(531)/Rrs(551) was the best, with R2 of 0.63. The RMSE and σ of the aCDOM(440) result inverted by the empirical method were 0.08 and 8.8% respectively. The empirical method was of higher precision than that of the semi-analytical method, but the bands and coefficients used in the empirical method need to be calibrated by concurrently measured data in each study area. On the contrary, semi-analytical method does not need calibration, and is easier to be applied.
|
Received: 2014-05-30
Accepted: 2014-08-24
|
|
Corresponding Authors:
LI Jun-sheng
E-mail: lijs@radi.ac.cn
|
|
[1] CHEN Chu-qun, PAN Zhi-lin, SHI Ping(陈楚群,潘志林,施 平). Journal of Tropical Oceanograhy(热带海洋学报), 2003, 22(5): 33. [2] LEI Hui, PAN Dei-lu, TAO Bang-yi(雷 惠,潘德炉,陶邦一). Acta Oceanologica Sinica(海洋学报), 2009, 31(2): 57. [3] ZHANG Yun-lin(张运林). Transactions of Oceanology and Limnology(海洋湖沼通报), 2006, 3: 119. [4] Morel A, Gordon H R. Boundary Layer Meteorology, 1980, 18: 343. [5] Zhu W N, Yu Q. IEEE Transactions on Geoscience and Remote Sensing, 2013, 51(6): 3286. [6] TANG Jun-wu, TIAN Guo-liang, WANG Xiao-yong(唐军武,田国良,汪小勇). Journal of Remote Sensing(遥感学报), 2004, 8(1): 37. [7] Lee Z P, Alan W, John K. Journal of Geophysical Research, 2007, 112(C3), C03009-1. [8] Zhu W N, Yu Q, Tian Q Y. Journal of Geophysical Research. 2011, 116(C2), C02011-1-C02011-22. [9] Dong Qiang, Shang Shao-ling, Lee Z P. Remote Sensing of Environment, 2013, 128: 259. [10] WANG Lin, ZHAO Dong-shi, YANG Jian-hong(王 林,赵冬时,杨建洪). Acta Oceanologica Sinica(海洋学报), 2011, 33(1): 45. [11] Carder K L, Chen F R, Lee Z P. College of Marine Science, University of South Florida, America, 2003. [12] Pope R M, Fry E S. Applied Optics, 1997, 36: 8710. [13] Buiteveld H, Hakvoort J H, Donze M. Ocean Optics XII Proc. SPIE, 1994, 2258: 174. [14] Dekker A G, Vos R J, Peters S W M. International Journal of Remote Sensing, 2002, 23(1): 15. [15] Gons H J. Water Environment Science & Technology, 1999, 33(7): 1127. |
[1] |
LI Yu-yang1, 2, GUO Yan-ni2, ZHU Jun-yu2, ZHOU Lei2, 3, ZHOU Yong-qiang2, 3, HU Chun-hua1*. Characterizing Chromophoric Dissolved Organic Matter (CDOM) in Lake Chaohu in Different Hydrologic Seasons[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2021, 41(10): 3286-3293. |
[2] |
LIN Jian-yuan1, ZHANG Chang-xing2*, YOU Hong-jian3. Retrieval of Water Quality Parameters of Urban River Network Using Hyperspectral Date Based on Inherent Optical Parameters[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2019, 39(12): 3761-3768. |
[3] |
YAO Xin1,2, SUN Jiang-ling3, DONG Jie1, LIU Xue-li1, LIU Yu-ping1, FANG Xiao-xiao1 . Absorption Characteristics and Environmental Significance of Dissolved Organic Matter in Lake Dongping [J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2016, 36(10): 3232-3236. |
[4] |
HUANG Miao-fen1, SONG Qing-jun2, XING Xu-feng1, JIAN Wei-jun3, LIU Yuan1, ZHAO Zu-long1 . Analysis of Fluorescence Spectrum of Petroleum-Polluted Water [J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2014, 34(09): 2466-2471. |
[5] |
CHENG Qing-lin1, 2, 3, ZHENG Bing-hui2, 3*, WANG Sheng-rui2, 3, JIAO Li-xin2, 3, HUANG Min-sheng1 . Optical Signatures of Chromophoric Dissolved Organic Matter in Water Body of Tien Lake [J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2014, 34(03): 698-703. |
[6] |
LIN Jun-fang1, 2, SUN Zhao-hua1*, CAO Wen-xi1, HU Shui-bo1, 2, XU Zhan-tang1 . Construction and Application of an Onboard Absorption Analyzer Device for CDOM [J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2013, 33(04): 1141-1145. |
[7] |
CHEN Jun1, 2, WANG Bao-jun1, 2, SUN Ji-hong1, 2*, FU Jun1, 2 . Study on Colored Dissolved Organic Matter Concentration Retrieved from Landsat/TM Imagery at Taihu Lake [J]. SPECTROSCOPY AND SPECTRAL ANALYSIS, 2011, 31(01): 34-38. |
|
|
|
|