石漠化遥感信息提取方法进展

doi:10.3969/j.issn.0255-8297.2021.06.007

摘要/Abstract

摘要： 梳理了石漠化研究领域内的相关文献,重点以遥感数据中的石漠化信息提取方法为主线,从石漠化评价指标、石漠化遥感信息提取两个方面进行分析和讨论,分析了人机交互解译、监督及非监督分类、面向对象等石漠化遥感信息提取方法以及多光谱遥感、高光谱遥感、微波遥感、无人机遥感等数据来源方面的进展与不足。并展望了中国当前石漠化地区遥感影像信息提取的发展,提出在未来研究中应重视石漠化程度分级指标的量化,同时应探索融合多源数据特征以进一步提升石漠化信息提取的精度。

关键词: 石漠化, 遥感信息, 喀斯特, 提取, 进展

Abstract: In this paper, relevant literatures in the field of rocky desertification research are summarized, and methods of extracting rocky desertification information from remote sensing data are taken as the main line to analyze and discuss the evaluation index of rocky desertification and remote sensing information extraction of rocky desertification. This paper also summarizes the progress and shortcomings of human-computer interactive interpretation, supervised classification, unsupervised classification, object-oriented classification, and remote sensing data extraction of rocky desertification information, including multi-spectral remote sensing, hyperspectral remote sensing, microwave remote sensing and unmanned aerial vehicle remote sensing. The future development trend of remote sensing image information extraction methods in rocky desertification areas in my country is prospected. It is pointed out that more attention should be paid to the quantification of the classification index of rocky desertification degree, and the further research on the fusion of multi-source data features should be conducted to improve the accuracy of rocky desertification information extraction.

Key words: rocky desertification, remote sensing information, karst, extraction, progresses

中图分类号:

TP79

种国双, 海月, 郑华, 徐卫华, 欧阳志云. 石漠化遥感信息提取方法进展[J]. 应用科学学报, 2021, 39(6): 961-968.

CHONG Guoshuang, HAI Yue, ZHENG Hua, XU Weihua, OUYANG Zhiyun. Progresses in Remote Sensing Information Extraction Methods for Rocky Desertification[J]. Journal of Applied Sciences, 2021, 39(6): 961-968.

参考文献

[1] 佘宇晨. 基于GF-2光谱特征的石漠化信息自动提取[D]. 长沙:中南林业科技大学, 2017.
[2] 杨青, 杨广斌, 戴丽, 等. 喀斯特地区石漠化与土壤类型的空间相关分析——以贵州省为例[J]. 中国岩溶, 2020, 38(1):80-87. Yang Q, Yang G B, Dai L, et al. Spatial correlation analysis of rocky desertification and soil types in karsta area:a case study of Guizhou Province[J]. Carsologica Sinca, 2020, 38(1):80-87. (in Chinese)
[3] Jiang Z C, Lian Y Q, Qin Q X. Rocky desertification in Southwest China:impacts, causes, and restoration[J]. Earth-Science Reviews, 2014, 132:1-12.
[4] 李松, 熊康宁, 王英, 等. 关于石漠化科学内涵的探讨[J]. 水土保持通报, 2009, 29(2):205-208. Li S, Xiong K N, Wang Y, et al. Discussion on scientific connotation of karst rocky desertification[J]. Bulletin of Soil and Water Conservation, 2009, 29(2):205-208. (in Chinese)
[5] 姚远. 喀斯特石漠化遥感信息提取方法综述[J]. 测绘与空间地理信息, 2016, 39(12):64-67. Yao Y. Review on extraction methods of karst rocky desertification from remote sensing images[J]. Geomatics & Spatial Information Technology, 2016, 39(12):64-67. (in Chinese)
[6] Legrand H. Evaluation techniques of fractured-rock hydrology[J]. Journal of Hydrology, 1979, 43:333-346.
[7] 张勇荣, 周忠发, 马士彬, 等. 基于Markov的石漠化景观演变特征分析与预测[J]. 长江科学院院报, 2015, 32(1):52-69. Zhang Y R, Zhou Z F, Ma S B, et al. Analysis and forecast of the evolution features of rocky desertification landscape by Markov model[J]. Journal of Yangtze River Scientific Research Institute, 2015, 32(1):52-69. (in Chinese)
[8] 陈应跃, 甘淑, 田禹东, 等. 山区土地评价的GIS空间分析建模研究[J]. 国土资源遥感, 2015, 27(2):196-200. Chen Y Y, Gan S, Tian Y D, et al. GIS spatial modeling in mountainous land evaluation[J]. Remote Sensing of Land and Resources, 2015, 27(2):196-200. (in Chinese)
[9] 熊康宁, 黎平, 周忠发, 等. 喀斯特石漠化的遥感——GIS典型研究:以贵州省为例[M]. 北京:地质出版社, 2002.
[10] 李冲, 李昊霖, 佘毅. 基于多源遥感数据的地理信息质量检测[J]. 国土资源遥感, 2019, 31(4):258-263. Li C, Li H L, She Y. Quality inspection of geographic information products based on multi -source remote sensing data[J] Remote Sensing for Land and Resources, 2019, 31(4):258-263. (in Chinese)
[11] 程洋, 沈利娜, 莫源富, 等. 岩溶石漠化信息遥感提取方法研究现状及展望[J]. 桂林理工大学学报, 2015, 35(4):839-844. Cheng Y, Shen L N, Mo Y F, et al. Review status and prospect of karst rocky desertification remote sensing information extraction methods[J]. Journal of Guilin University of Technology, 2015, 35(4):839-844. (in Chinese)
[12] 娄方吉. 基于景观单元的喀斯特山区石漠化现状遥感定量评价与分析[D]. 贵阳:贵州师范大学, 2016.
[13] Wang S J, Liu Q M, Zhang D F. Karst rocky desertification in southwestern China:geomorphology, landuse, impact and rehabilitation[J]. Land Degradation & Development, 2004, 15(2):115-121.
[14] 王明明, 王世杰. 典型小流域喀斯特石漠化演变特征及其关键表征因子与驱动因素[J]. 生态学报, 2019, 39(16):6083-6097. Wang M M, Wang S J. Evolution characteristics of karst rocky desertification in typical small watershed and the key characterization factor and driving factor[J]. Acta Ecologica Sinica, 2019, 39(16):6083-6097. (in Chinese)
[15] 皇甫江云. 西南岩溶地区草地石漠化动态监测与评价研究[D]. 北京:北京林业大学, 2014.
[16] 王德炉, 朱守谦, 黄宝龙. 贵州喀斯特石漠化类型及程度评价[J]. 生态学报, 2005(5):1057-1063. Wang D L, Zhu S Q, Huang B L. Preliminary study on types and quantitative assessment of karst rocky desertification in Guizhou Province, China[J]. Acta Ecologica Sinica, 2005(5):1057-1063. (in Chinese)
[17] 杨董琳, 王忠诚, 胡文敏, 等. 石漠化地区遥感影像信息提取方法综述[J]. 安全与环境工程, 2020, 27(3):133-141. Yang D L, Wang Z C, Hu W M, et al. Survey of remote sensing image information extraction methods in rocky desertification areas[J]. Safety and Environment Engineering, 2020, 27(3):133-141. (in Chinese)
[18] 韩昭庆, 冉有华, 刘俊秀, 等. 1930s-2000年广西地区石漠化分布的变迁[J]. 地理学报, 2016, 71(3):390-399. Han Z Q, Ran Y H, Liu J X, et al. The changing distribution of rocky desertification in the Guangxi Region, 1930s to 2000[J]. Acta Geographica Sinica, 2016, 71(3):390-399. (in Chinese)
[19] Xu E Q, Zhang H Q, Li M X. Object-based mapping of karst rocky desertification using a support vector machine[J]. Land Degradation & Development, 2015, 26(2):158-167.
[20] Wang L, Geng H, Liu P, et al. Particle swarm optimization based dictionary learning for remote sensing big data[J]. Knowledge-Based Systems, 2015, 79:43-50.
[21] Lian Y, You J Y, Lin K, et al. Characteristics of climate change in southwest China karst region and their potential environmental impacts[J]. Environmental Earth Sciences, 2015, 74(2):937-944.
[22] Dai Q H, Peng X D, Yang Z, et al. Runoff and erosion processes on bare slopes in the Karst rocky desertification area[J]. Catena, 2017, 152:218-226.
[23] 岳跃民, 王克林, 张兵, 等. 喀斯特石漠化信息遥感提取的不确定性[J]. 地球科学进展, 2011, 26(3):266-274. Yue Y M, Wang K L, Zhang B, et al. Uncertainty of remotely sensed extraction of information of karst rocky desertification[J]. Advances in Earth Science, 2011, 26(3):266-274. (in Chinese)
[24] 王培彬, 安裕伦. 2000～2010年贵州喀斯特地区石漠化时空特征分析[J]. 贵州师范大学学报(自然科学版), 2014, 32(3):10-15, 46. Wang P B, An Y L. Spatial-temporal analysis of rocky desertification in Guizhou Province during 2000～2010[J]. Journal of Guizhou Normal University (Natural Science), 2014, 32(3):10-15, 46. (in Chinese)
[25] 梅金华, 陈雅娜, 姜端午. 湘西北地区石漠化遥感调查的技术方法[J]. 湖南地质, 2002, 21(2):141-145. Mei J H, Cheng Y N, Jiang D W. Remote sensing investigation on technology method of rocky desertification in westnorthern Hunan[J]. Hunan Geology, 2002, 21(2):141-145. (in Chinese)
[26] 吴林霖, 官云兰, 李嘉伟, 等. 基于MODIS影像喀斯特石漠化状况研究-以贵州省为例[J]. 国土资源遥感, 2019, 31(4):235-242. Wu L L, Guan Y L, Li J W, et al. Study on karst rocky desertification based on MODIS image-a case study of Guizhou Province[J]. Remote Sensing for Land & Resources, 2019, 31(4):235-242. (in Chinese)
[27] 周忠发, 闫利会, 喻琴. 不同背景条件下喀斯特石漠化光谱模型建立与空间分析[J]. 水土保持通报. 2008, 28(6):95-97. Zhou Z F, Yan L H, Yu Q. Construction of spectral prediction model of karst rocky desertification under different conditions and analysis of its spatial distribution[J]. Bulletin of Soil and Water Conservation, 2008, 28(6):95-97. (in Chinese)
[28] 夏学齐, 田庆久, 杜凤兰. 石漠化程度遥感信息提取方法研究[J]. 遥感学报, 2006, 10(4):469-474. Xia X Q, Tian Q J, Du F L. Retrieval of rock-desertification degree from multi-spectral remote sensing images[J]. Journal of Remote Sensing, 2006, 10(4):469-474. (in Chinese)
[29] 杨斌, 李丹, 王磊, 等. 基于Sentinel-2A岷江上游地表生物量反演与植被特征分析[J]. 科技导报, 2017, 35(21):74-80. Yang B, Li D, Wang L, et al. Retrieval of surface vegetation biomass information and analysis of vegetation feature based on sentinel-2A in the upper of Minjiang River[J]. Science & Technology Review, 2017, 35(21):74-80. (in Chinese)
[30] 谭衢霖, 胡吉平. 成像雷达遥感的生态学应用[J]. 遥感技术与应用, 2005, 20(3):375-380. Tan Q L, Hu J P. The use of imaging radars for ecological applications[J]. Remote Sensing Technology and Application, 2005, 20(3):375-380. (in Chinese)
[31] 陈雷. Sentinel-1A数据城区形变监测适用性分析与缺失数据拟合研究[D]. 北京:北京建筑大学, 2020.
[32] 殷超, 周忠发, 谭玮颐, 等. 基于微波与光学遥感的石漠化地区土壤剖面含水率反演模型研究[J]. 红外与毫米波学报, 2018, 37(3):360-370. Yin C, Zhou Z F, Tan W Y, et al. Investigation model of soil profile moisture content in rocky desertification area based on microwave and optical remote sensing[J]. Journal of Infrared and Millimeter Waves, 2018, 37(3):360-370. (in Chinese)
[33] 陶惠林, 冯海宽, 徐良骥, 等. 基于无人机高光谱遥感数据的冬小麦生物量估算[J]. 江苏农业学报, 2020, 36(5):1154-1162. Tao H L, Feng H K, Xu L J, et al. Winter wheat biomass estimation based on hyperspectral remote sensing data of unmanned aerial vehicle (UAV)[J]. Jiangsu Journal of Agriculture Science, 2020, 36(5):1154-1162. (in Chinese)