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农作物种植面积遥感估算的影响因素研究

DOI: 10.6046/gtzyyg.2015.04.09, PP. 54-61

Keywords: 遥感估算,种植面积,农作物,影像分类,精度

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Abstract:

针对不同的农作物种植结构区,研究影响遥感影像分类各因素与农作物种植面积估算精度的定性和定量关系是十分必要的。以RapidEye影像提取的早稻种植信息为研究对象,从农作物的种植成数、种植破碎度和地块形状指数3个角度进行了不同空间分辨率下各因素对农作物面积监测的影响研究。结果表明:随着农作物种植成数的降低,种植结构越来越破碎,种植地块趋于狭长分布,各分辨率下农作物面积估算精度均呈递减趋势;要达到85%以上的面积估算精度,当作物种植成数在50%以上时,可选取高于150m分辨率的遥感数据;当作物种植较为破碎时,需要在提高影像空间分辨率的同时融入其他技术手段;当作物种植地块为狭长分布时,提高影像的空间分辨率并不能保证面积估算精度,必须通过其他技术手段达到精度要求;并最终得到了4种影响因素对面积估算精度的定量评估模型。研究结果为解决不同农作物种植结构区遥感数据的选择、面积估算精度的提高,以及在特定研究区和数据源条件下可达到的面积估算水平等问题提供了理论基础。

References

[1]  Balaguer A, Ruiz L A, Hermosill T, et al.Definition of a comprehensive set of texture semivariogram features and their evaluation for object-oriented image classification[J].Computers and Geosciences, 2010, 36(2):231-240.
[2]  Kohavi R.A study of cross-validation and bootstrap for accuracy estimation and model selection[J].Proceedings of the Fourteenth International Joint Conference on Artificial Intelligence, 1995, 2(12):1137-1143.
[3]  Feng Y M, Li Z Y, Tokola T.Estimation of stand mean crown diameter from high-spatial-resolution imagery based on a geostatistical method[J].International Journal of Remote Sensing, 2010, 31(2):363-378.
[4]  Berberoglu S, Curran P J, Lloyd C D, et al.Texture classification of Mediterranean land cover[J].International Journal of Applied Earth Observation and Geoinformation, 2007, 9(3):322-334.
[5]  范永东.模型选择中的交叉验证方法综述[D].太原:山西大学, 2013. Fan Y D.A Summary of Cross-Validation in Model Selection[D].Taiyuan:Shanxi University, 2013.
[6]  陈拉, 黄敬峰, 王秀珍.不同传感器的模拟植被指数对水稻叶面积指数的估测精度和敏感性分析[J].遥感学报, 2008, 12(1):143-151. Chen L, Huang J F, Wang X Z.Estimating accuracies and sensitivity analysis of regression models fitted by simulated vegetation indices of different sensors to rice LAI[J].Journal of Remote Sensing, 2008, 12(1):143-151.
[7]  权文婷, 王钊.冬小麦种植面积遥感提取方法研究[J].国土资源遥感, 2013, 25(4):8-15. Quan W T, Wang Z.Researches on the extraction of winter wheat planting area using remote sensing method[J].Remote Sensing for Land and Resources, 2013, 25(4):8-15.doi:10.6046/gtzyyg.2013.04.02.
[8]  Li Q Z, Wu B F, Jia K, et al.Maize acreage estimation using ENVISAT MERIS and CBERS-02B CCD data in the North China Plain[J].Computers and Electronics in Agriculture, 2011, 78(2):208-214.
[9]  胥兵, 方臣.ZY-102 C星图像与ETM+图像融合方法及效果评价[J].国土资源遥感, 2014, 26(3):80-85. Xu B, Fang C.Data fusion methods of ZY-102 C and ETM+ images and effect evaluation[J].Remote Sensing for Land and Resources, 2014, 26(3):80-85.doi:10.6046/gtzyyg.2014.03.13.
[10]  程乾, 王人潮.数字高程模型和多时相MODIS数据复合的水稻种植面积遥感估算方法研究[J].农业工程学报, 2005, 21(5):89-92. Cheng Q, Wang R C.Estimation of the rice planting area using digital elevation model and multitemporal moderate resolution imaging spectroradiometer[J].Transactions of the Chinese Society of Agricultural Engineering, 2005, 21(5):89-92.
[11]  杨小唤, 张香平, 江东.基于MODIS时序NDVI特征值提取多作物播种面积的方法[J].资源科学, 2004, 26(6):17-22. Yang X H, Zhang X P, Jiang D.Extraction of multi-crop planting areas from MODIS data[J]. Resources Science, 2004, 26(6):17- 22.
[12]  于菲菲, 曾永年, 徐艳艳, 等.基于植被分区的多特征遥感智能分类[J].国土资源遥感, 2014, 26(1):63-70. Yu F F, Zeng Y N, Xu Y Y, et al.Intelligent remote sensing classification of multi-character data based on vegetation partition[J].Remote Sensing for Land and Resources, 2014, 26(1):63-70.doi:10.6046/gtzyyg.2014.01.12.
[13]  权文婷, 王钊.冬小麦种植面积遥感提取方法研究[J].国土资源遥感, 2013, 25(4):8-15. Quan W T, Wang Z.Researches on the extraction of winter wheat planting area using remote sensing method[J].Remote Sensing for Land and Resources, 2013, 25(4):8-15.doi:10.6046/gtzyyg.2013.04.02.
[14]  贾坤, 李强子, 田亦陈, 等.微波后向散射数据改进农作物光谱分类精度研究[J].光谱学与光谱分析, 2011, 31(2):483-487. Jia K, Li Q Z, Tian Y C, et al.Accuracy improvement of spectral classification of crop using microwave backscatter data[J].Spectroscopy and Spectral Analysis, 2011, 31(2):483-487.
[15]  张焕雪, 李强子.空间分辨率对作物识别及种植面积估算的影响研究[J].遥感信息, 2014, 29(2):38-42. Zhang H X, Li Q Z.Effects of spatial resolution on crop identification and acreage estimation[J].Remote Sensing Information, 2014, 29(2):38-42.
[16]  Vermote E F, Tanré D, Deuzé J L, et al.Second simulation of the satellite signal in the solar spectrum, 6S:An overview[J].IEEE Transactions on Geoscience and Remote Sensing, 1997, 35(3):675-686.
[17]  Alonso G, Agrawal D, Abbadi E A, et al.Functionality and limitations of current workflow management systems[J].IEEE Expert, 1997, 12(5).
[18]  Kavzoglu T.Simulating landsat ETM+ imagery using DAIS 7915 hyperspectral scanner data[J].International Journal of Remote Sensing, 2004, 25(22):5049-5067.
[19]  Van Der Aalst W M P.The application of petri nets to workflow management[J].Journal of Circuits Systems and Computers, 1998, 8(1):21-66.
[20]  周建涛, 史美林, 叶新铭.工作流过程建模中的形式化验证技术[J].计算机研究与发展, 2005, 42(1):1-9. Zhou J T, Shi M L, Ye X M.Formal verification techniques in workflow process modeling[J].Journal of Computer Research and Development, 2005, 42(1):1-9.
[21]  罗海滨, 范玉顺, 吴澄.工作流技术综述[J].软件学报, 2000, 11(7):899-907. Luo H B, Fan Y S, Wu C.Overview of workflow technology[J].Journal of Software, 2000, 11(7):899-907.
[22]  汤国安, 李发源, 刘学军.数字高程模型教程[M].北京:科学出版社, 2005. Tang G A, Li F Y, Liu X J.Digital Elevation Model Tutorial[M].Beijing:Science Press, 2005.
[23]  张莹, 王昭顺, 黄河.XML在工作流理论中的应用[J].计算机工程与设计, 2006, 27(18):3501-3503. Zhang Y, Wang Z S, Huang H.Design and application of IVR system in work-flow[J].Computer Engineering and Design, 2006, 27(18):3501-3503.
[24]  Woodcock C, Harward V J.Nested-hierarchical scene models and image segmentation[J].International Journal of Remote Sensing, 1992, 13(16):3167-3187.
[25]  Yue A, Zhang C, Yang J, et al.Texture extraction for object-oriented classification of high spatial resolution remotely sensed images using a semivariogram[J].International Journal of Remote Sensing, 2013, 34(11):3736-3759.
[26]  Hay G J, Niemann K O, Goodenough D G.Spatial thresholds, image-objects, and upscaling:A multiscale evaluation[J].Remote Sensing of Environment, 1997, 62(1):1-19.
[27]  李强子, 吴炳方, 许文波.农作物分类成数的精度检验[J].遥感学报, 2004, 8(6):588-597. Li Q Z, Wu B F, Xu W B.Accuracy assessment of crop type proportion using GVG instrument on transect line[J].Journal of Remote Sensing, 2004, 8(6):588-597.
[28]  胡潭高, 张锦水, 潘耀忠, 等.景观破碎度在冬小麦面积抽样设计中的应用研究[J].遥感学报, 2010, 14(6):1117-1138. Hu T G, Zhang J S, Pan Y Z, et al.Application of landscape fragmentation in winter wheat area sampling design[J].Journal of Remote Sensing, 2010, 14(6):1117-1138.
[29]  尹锴, 赵千钧, 文美平, 等.海岛型城市森林景观格局效应及其生态系统服务评估[J].国土资源遥感, 2014, 26(2):128-133. Yin K, Zhao Q J, Wen M P, et al.Assessment of landscape pattern effect and ecosystem services of island urban forest[J].Remote Sensing for Land and Resources, 2014, 26(2):128-133.doi:10.6046/gtzyyg.2014.02.21.
[30]  吴炳方, 李强子.基于两个独立抽样框架的农作物种植面积遥感估算方法[J].遥感学报, 2004, 8(6):551-569. Wu B F, Li Q Z.Crop acreage estimation using two individual sampling frameworks with stratification[J].Journal of Remote Sensing, 2004, 8(6):551-569.
[31]  汤国安, 杨昕.ArcGIS地理信息系统空间分析实验教程[M].北京:科学出版社, 2006. Tang G A, Yang X.ArcGIS Geographic Information System Spatial Analysis Experiment Tutorial[M].Beijing:Science Press, 2006.
[32]  陈楠, 王钦敏.基于地形因子信息量的数字高程模型分辨率的选择——以黄土高原的研究为例[J].武汉大学学报:信息科学版, 2009, 34(6):692-705. Chen N, Wang Q M.Study of salt marsh vegetation spread dynamics model based on conditions optimized CA[J].Geomatics and Information Science of Wuhan University, 2009, 34(6):692-705.
[33]  陈楠, 林宗坚, 汤国安, 等.数字高程模型的空间信息不确定性分析[J].测绘通报, 2005(11):14-17. Chen N, Lin Z J, Tang G A, et al.Analysis of spatial information uncertainty from DEM[J].Bulletin of Surveying and Mapping, 2005(11):14-17.
[34]  陈楠, 王钦敏, 汤国安.自DEM由不同算法提取坡度的对比分析[J].测绘工程, 2006, 15(1):6-9. Chen N, Wang Q M, Tang G A.A contrast analysis of slopes extracted by different algorithms based on DEM[J].Engineering of Surveying and Mapping, 2006, 15(1):6-9.
[35]  强晓焕, 元昌安.基于DEM的坡度算法分析及精度探讨[J].南昌工程学院学报, 2005, 24(2):41-45. Qiang X H, Yuan C A.Research of algorithms and accuracy for calculating slope based on digital elevation model[J].Journal of Nanchang Institute of Technology, 2005, 24(2):41-45.
[36]  刘学军, 龚健雅, 周启鸣, 等.基于DEM坡度坡向算法精度的分析研究[J].测绘学报, 2004, 33(3):258-263. Liu X J, Gong J Y, Zhou Q M, et al.A study of accuracy and algorithms for calculating slope and aspect based on grid digital elevation model(DEM)[J].Journal of Surveying and Mapping, 2004, 33(3):258-263.
[37]  刘学军, 任志峰, 王彦芳, 等.基于DEM的任意方向坡度计算方法[J].地域研究与开发, 2009, 28(4):139-141. Liu X J, Ren Z F, Wang Y F, et al.Slope model at arbitrary direction derived from grid-based DEM[J].Areal Research and Development, 2009, 28(4):139-141.
[38]  汤国安, 宋佳.基于DEM坡度图制图中坡度分级方法的比较研究[J].水土保持学报, 2006, 20(2)157-160. Tang G A, Song J.Comparison of slope classification methods in slope mapping from DEMs[J].Journal of Soil and Water Conservation, 2006, 20(2):157-160.
[39]  赵牡丹, 汤国安, 陈正江, 等.黄土丘陵沟壑区不同坡度分级系统及地面坡谱对比[J].水土保持通报, 2002, 22(4):33-36. Zhao M D, Tang G A, Chen Z J, et al.Slope classification systems and their slope spectrum in hill and gully area of the loess plateau[J].Bulletin of Soil and Water Conservation, 2002, 22(4):33-36.
[40]  Woodcock C E, Strahler A H, Jupp D L B.The use of variograms in remote sensing:I.Scene models and simulated images[J].Remote Sensing of Environment, 1988, 25(3):323-348.
[41]  Jia K, Li Q Z, Tian Y C, et al.Crop classification using multi-configuration SAR data in the North China Plain[J].International Journal of Remote Sensing, 2012, 33(1):170-183.
[42]  马红章, 刘素美, 朱晓波, 等.基于被动微波遥感技术的玉米冠层叶面积指数反演[J].国土资源遥感, 2013, 25(3):66-71. Ma H Z, Liu S M, Zhu X B, et al.Crop LAI inversion based on the passive microwave remote sensing technology[J].Remote Sensing for Land and Resources, 2013, 25(3):66-71.doi:10.6046/gtzyyg.2013.03.12.
[43]  Qi J, Chehbouni A, Huete A R, et al.A Modified soil adjusted vegetation index[J].Remote Sensing of Environment, 1994, 48(2):119-126.
[44]  王秀珍, 王人潮, 黄敬峰.微分光谱遥感及其在水稻农学参数测定上的应用研究[J].农业工程学报, 2002, 18(1):9-13. Wang X Z, Wang R C, Huang J F.Derivative spectrum remote sensing and Its application in measurement of rice agronomic parameters of rice[J].Transactions of the CSAE, 2002, 18(1):9-13.
[45]  谭倩, 赵永超, 童庆禧, 等.植被光谱维特征提取模型[J].遥感信息, 2001(1):14-18. Tan Q, Zhao Y C, Tong Q X, et al.Vegetation spectral feature extraction model[J].Remote Sensing Information, 2001(1):14-18.
[46]  Sertel E, Kaya S, Curran P J.Use of semivariograms to identify earthquake damage in an urban area[J].IEEE Transactions on Geoscience and Remote Sensing, 2007, 45(6):1590-1594.

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