中国综合性科技类核心期刊(北大核心)

中国科学引文数据库来源期刊(CSCD)

美国《化学文摘》(CA)收录

美国《数学评论》(MR)收录

俄罗斯《文摘杂志》收录

Message Board

Respected readers, authors and reviewers, you can add comments to this page on any questions about the contribution, review, editing and publication of this journal. We will give you an answer as soon as possible. Thank you for your support!

Name
E-mail
Phone
Title
Content
Verification Code
Issue 1
Jan.  2017
Turn off MathJax
Article Contents
YANG Xue-feng, YE Mao, MAO Dong-lei. Application of BRDF model in land cover mapping[J]. Journal of East China Normal University (Natural Sciences), 2017, (1): 113-124. doi: 10.3969/j.issn.1000-5641.2017.01.013
Citation: YANG Xue-feng, YE Mao, MAO Dong-lei. Application of BRDF model in land cover mapping[J]. Journal of East China Normal University (Natural Sciences), 2017, (1): 113-124. doi: 10.3969/j.issn.1000-5641.2017.01.013

Application of BRDF model in land cover mapping

doi: 10.3969/j.issn.1000-5641.2017.01.013
  • Received Date: 2016-03-07
  • Publish Date: 2017-01-25
  • The reflection heterogeneity of vegetation can reflect the structural and spectral characteristics of vegetation, and therefore it can help to identify vegetation more effectively.Misr multi-angle observation data has been explored in the sutdy of the lower Tarim River.Meanwhile, the kernel driven and RPV model inversion is used to obtain information of surface BRDF, and SVM method is used to study the land use and the cover of classification by the combination of MISR nadir reflectance data and BRDF information. By comparative analysis of the effect of the BRDF of the classification results, the findings are as following: ① BRDF information can provide additional information for the land cover mapping in the semi-arid area and improve the accuracy of the mapping. ② Both the kernel driven model and the RPV model can simulate the surface reflection in the study area. ③ After using BRDF, the identification accuracy of grassland and forest land increased obviously.
  • loading
  • [1]
    ROSS J. The Radiation Regime and Architecture of Plant Stands[M]. Boston, MA: W Junk, 1981.
    [2]
    MYNENI R B, ASRAR G. Radiative transfer in three-dimensional atmosphere vegetation media[J]. Journal of Quantitative Spectroscopy and Radiative Transfer, 1993, 49: 585-598. doi:  10.1016/0022-4073(93)90003-Z
    [3]
    CHEN J M, CIHLAR J. Quantifying the effect of canopy architecture on optical measurements of leaf area index using two gap size analysis methods[J]. IEEE Transactions on Geoscience and Remote Sensing, 1995, 33: 777-787. doi:  10.1109/36.387593
    [4]
    MARTONCHIK J V, BRUEGGE C J, STRAHLER A H. A review of reflectance nomenclature used in remote sensing[J]. Remote Sensing Reviews, 2000, 19: 9-20. doi:  10.1080/02757250009532407
    [5]
    LI X, STRAHLER A H. Geometric-optical modeling of a conifer forest canopy[J]. IEEE Transactions on Geoscience & Remote Sensing, 1985, ge-23(5): 705-721. http://ieeexplore.ieee.org/xpl/articleDetails.jsp?reload=true&arnumber=4072365&pageNumber%3D33832%26rowsPerPage%3D100
    [6]
    ASNER G P. Contributions of multi-view angle remote sensing to land-surface and biogeochemical research[J]. Remote Sensing Review, 2000, 18: 137-162. doi:  10.1080/02757250009532388
    [7]
    LIANG S, STRAHLER A H. Land surface bi-directional reflectance distribution function (BRDF): Recent advances and future prospects[J]. Remote Sensing Reviews, 2000, 18: 83-511.
    [8]
    MARTONCHIK J V, PINTY B, VERSTRAETE M M. Note on: An improved model of surface BRDF-atmospheric coupled radiation[J]. IEEE Transactions on Geosciences and Remote Sensing, 2002, 40: 1637-1639. doi:  10.1109/TGRS.2002.802505
    [9]
    WANNER W, LI X, STRAHLER A H. On the derivation of kernels for kernel driven models of bidirectional reflectance[J]. Journal of Geophysical Research, 1995, 100: 21077-21090. doi:  10.1029/95JD02371
    [10]
    ROUJEAN J L, LEROY M, DESCHAMPS P Y. A bidirectional reflectance model of the Earth's surface for the correction of remote sensing data[J]. Journal of Geophysical Research, 1992, 97: 20455-20468. doi:  10.1029/92JD01411
    [11]
    LOVELAND T R, REED B C, BROWN J F, et al. Development of a global land cover characteristics database and IGBP DIScover from 1 km AVHRR data[J]. International Journal of Remote Sensing, 2000, 21: 1303-1330. doi:  10.1080/014311600210191
    [12]
    LANGLEY S K, CHESHIRE H M, HUMES K S. A comparison of single date and multitemporal satellite image classifications in a semi-arid grassland[J]. Journal of Arid Environments, 2001, 49: 401-411. doi:  10.1006/jare.2000.0771
    [13]
    CHOPPING M J, RANGO A, RITCHIE J C. Improved semi-arid community type differentiation with the NOAA AVHRR via exploitation of the directional signal[J]. IEEE Transactions on Geoscience and Remote Sensing, 2002, 40: 1132-1149. doi:  10.1109/TGRS.2002.1010900
    [14]
    SU L, CHOPPING M J, RANGO A, et al. Differentiation of semi-arid vegetation types based on multi-angular observations from MISR and MODIS[J]. International Journal of Remote Sensing, 2007, 28: 1419-1424. doi:  10.1080/01431160601085995
    [15]
    XAVIER A S, GALVÃO L S. View angle effects on the discrimination of selected Amazonian land cover types from a principal-component analysis of MISR spectra[J]. International Journal of Remote Sensing, 2005, 26: 3797-3811. doi:  10.1080/09500340500106931
    [16]
    LIESENBERG V, GALVÃO L S, PONZONI F J. Variations in reflectance with seasonality and viewing geometry: Implications for classification of Brazilian savanna physiognomies with MISR/Terra data[J]. Remote Sensing of Environment, 2007, 107(1/2): 276-286. http://www-misr.jpl.nasa.gov/mission/pubs/fulltext/liesenberg2007.pdf
    [17]
    阿布都沙拉木⋅加拉力丁, 克力木⋅买买提, 海米提⋅依米提.塔里木河流域胡杨保护区土地覆盖变化研究[J].干旱区资源与环境, 2010, 24(1): 154-157. http://www.cnki.com.cn/Article/CJFDTOTAL-GHZH201001031.htm
    [18]
    BUHE A, TSUCHIYA K, KANEKO M, et al. Land cover of oases and forest in XinJiang, China retrieved from ASTER data[J]. Advances in Space Research, 2007, 39(1): 39-45. doi:  10.1016/j.asr.2006.02.056
    [19]
    黄粤, 包安明, 王士飞, 等.间歇性输水影响下的2001-2011年塔里木河下游生态环境变化[J].地理学报, 2013, 68(9): 1251-1262. http://www.cnki.com.cn/Article/CJFDTOTAL-DLXB201309009.htm
    [20]
    DINER D J, MARTONCHIK J V, BOREL C, et al. Multi-angle Imaging Spectro-Radiometer Level Surface Retrieval Algorithm Theoretical Basis Document[EB/OL]. [2016-02-01]. http://eospso.gsfc.nasa.gov/eos_homepage/for_scientists/atbd/docs/MISR/atbd-misr-10.pdf.
    [21]
    DINER D, BECKERT J, REILLY T, et al. Multi-angle Imaging Spectro Radiometer (MISR):Instrument description and experiment overview[J]. IEEE Transactions on Geoscience and Remote Sensing, 1998, 36(4): 1072-1087. doi:  10.1109/36.700992
    [22]
    RAHMAN H, DEDIEU G. SMAC: A simplified method for the atmospheric correction of satellite measurements in the solar spectrum[J]. International Journal of Remote Sensing, 1994, 15(1): 123-143. doi:  10.1080/01431169408954055
    [23]
    RAHMAN H, PINTY B, VERSTRAETE M M. Coupled surface-atmosphere reflectance (CSAR) model 2.Semiempirical surface model usable with NOAA Advanced Very High 93 Resolution Radiometer data[J]. Journal of Geophysical Research, 1993, 98: 20791-20801. doi:  10.1029/93JD02072
    [24]
    MARTONCHIK, JOHN V. Determination of aerosol optical depth and land surface directional reflectances using multiangle imagery[J]. Journal of Geophysical Research Atmospheres, 1997, 102(D14): 17015-17022. doi:  10.1029/96JD02444
    [25]
    ROBERTS G. A review of the application of BRDF models to infer land cover parameters at regional and global scales[J]. Progress in Physical Geography, 2001, 25(4): 483-511. doi:  10.1191/030913301701543154
    [26]
    VAPNIK V. The Nature of Statistical Learning Theory[M]. New York: Springer-Verlag, 1995.
    [27]
    MOUNTRAKIS G, IM J, OGOLE C. Support vector machines in remote sensing: A review[J]. Isprs Journal of Photogrammetry & Remote Sensing, 2011, 66(3): 247-259. https://www.researchgate.net/profile/Giorgos_Mountrakis/publication/222302561_Support_vector_machines_in_remote_sensing_A_review/links/004635228ff86ae1ea000000.pdf
    [28]
    CHANG C C, LIN C J. LIBSVM: A library for support vector machines[J]. Acm Transactions on Intelligent Systems & Technology, 2011, 2(3): 389-396. http://dame.dsf.unina.it/documents/libsvm.pdf
    [29]
    LUCHT W, SCHAAF C B, STRAHLER A H. An algorithm for the retrieval of albedo from space using semiempirical BRDF models[J]. IEEE Transactions on Geoscience & Remote Sensing, 2000, 38(2): 977-998. http://web.gps.caltech.edu/~vijay/Papers/BRDF/lucht-etal-00.pdf
    [30]
    CHOPPING M J.Testing LiSK BRDF models over a semi-arid grassland region with visible and near-infrared ATSR-2 and AVHRR data[J].International Journal of Remote Sensing, 2001, 22(17): 3533-3552. doi:  10.1080/01431160010007024
    [31]
    LAVERGNE T, KAMINSKI T, PINTY B, et al. Application to MISR land products of an RPV model inversion package using adjoint and Hessian codes[J]. Remote Sensing of Environment, 2007, 107(1/2): 362-375. https://www.researchgate.net/profile/Bernard_Pinty/publication/222570457_Application_to_MISR_land_products_of_an_RPV_model_inversion_package_using_adjoint_and_Hessian_codes._Remote_Sens._Environ._107(1-2)362-375/links/0912f510656532ff99000000.pdf
  • 加载中

Catalog

    通讯作者: 陈斌, bchen63@163.com
    • 1. 

      沈阳化工大学材料科学与工程学院 沈阳 110142

    1. 本站搜索
    2. 百度学术搜索
    3. 万方数据库搜索
    4. CNKI搜索

    Figures(8)  / Tables(7)

    Article views (430) PDF downloads(651) Cited by()
    Proportional views

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return