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Research status of methods for mapping forested wetlands based on remote sensing |
| YAN Tingting1,2, BIAN Hongfeng1,2, LIAO Guixiang1,2, SHENG Lianxi1,2, ZHANG Jishun3, GAO Minghui3 |
1. State Environmental Protection Key Laboratory of Wetland Ecology and Vegetation Restoration, Changchun 130117, China;
2. School of Environment, Northeast Normal University, Changchun 130117, China;
3. Jilin Longwan National Nature Reserve Authority, Tonghua 134000, China |
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Abstract Forested wetland is an important type of wetlands. Because of its complex community structure, mapping forested wetland becomes one of challenging issues in wetland research. In this paper, research conclusions published in relevant literatures were analyzed, and then a review of methods for mapping forested wetlands was made from the angles of geographical biological environment, images characteristics and images mapping units. In addition, the basic features of different mapping methods of forested wetlands by remote sensing were presented, and some possible trends of future research were preliminarily predicted. According to understory hydrological inversion, the mapping methods based on geographical biological environment mainly include the hydrogeomorphy- based method and the optical and microwave remote sensing -based classification method, whereas methods based on features of images include decision tree based on radar statistical backscatter characteristics, random forest decision tree and aerial photograph interpretation, which provide data and technical supports for tapping comparing and assessing information, thus conducive to further development of mapping methods. From the angle of imagery interpretation units, the forested wetland mapping methods have undergone the development from per-pixel classification to object-oriented classification.
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| Keywords
airborne
InSAR
hilly areas
DEM
high precision
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Issue Date: 28 March 2014
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[1] Henderson F M,Lewis A J.Radar detection of wetland ecosystems:A review[J].International Journal of Remote Sensing,2008,29(20):5809-5835.
[2] Wharton C H,Kitchens W M,Pendleton E C,et al.The ecology of bottomland hardwood swamps of the southeast:A community profile[M].US Fish and Wildlife Service,1982:1-133.
[3] Cowardin L M,Carter F C,Golet E T,et al.Classification of wetlands and deepwater habitats of the United States[M].Diane Publishing Company,1979.
[4] Smith L C.Siberian peatlands a net carbon sink and global methane source since the early holocene[J].Science,2004,303(5656):353-356.
[5] Faulkner S.Urbanization impacts on the structure and function of forested wetlands[J].Urban Ecosystems,2004,7(2):89-106.
[6] Baker C,Lawrence R,Montague C,et al.Mapping wetlands and riparian areas using Landsat ETM+ imagery and decision-tree-based models[J].Wetlands,2006,26(2):465-474.
[7] 赵玉灵.珠江口地区近30年海岸线与红树林湿地遥感动态监测[J].国土资源遥感,2010,22(sl):178-184. Zhao Y L.The remote sensing dynamic monitoring of the evolution of shoreline and mangrove wetlands in the Zhujiang River estuary in the past 30 years[J].Remote Sensing for Land and Resources,2010,22(s1):178-184.
[8] Cowardin L M,Myers V I.Remote sensing for identification and classification of wetland vegetation[J].The Journal of Wildlife Management,1974,38(2):308-314.
[9] 刘红玉,林振山,王文卿.湿地资源研究进展与发展方向[J].自然资源学报,2009,24(12):2204-2212. Liu H Y,Lin Z S,Wang W Q.Research progress and development prospect of wetland resources[J].Jounal of Natural Resouces,2009,24(12):2204-2212.
[10] 郎惠卿.兴安岭和长白山地森林沼泽类型及其演替[J].植物学报,1981,23(6):470-477. Lang H Q.Types and succession of forest bogs in Hingganling and Changbaishan[J].Journal of Integrative Plant Biology,1981,23(6):470-477.
[11] 赵一宇,杜瀹聪.大小兴安岭林区森林沼泽成因、类型及其分布规律的研究[J].东北林学院学报,1980(1):27-35. Zhao Y Y,Du Y C.Research on contributing factor types and the rule of distribution of forestry swamp in the large and lesser Xingan Mountains[J].Journal of North-Eastern Forestry Institute,1980(1):27-35.
[12] 黄初龙,郑伟民.我国红树林湿地研究进展[J].湿地科学,2004,2(4):303-308. Huang C L,Zheng W M.Current progresses of Chinese mangrove wetlands research[J].Wetland Science,2004,2(4):303-308.
[13] Welsch D J,Smart D,Boyer J,et al.Forested wetlands:Functions,benefits and the use of best management practices[M].United States Department of Agriculture,Forest Service,Natural Resources Conservation Service,1995.
[14] H沃尔特.世界植被[M].北京:科学出版社,1984. Walter H.Vegetation of the Earth[M].Beijing:Science Press,1984.
[15] Klinge H,Junk W J,Revilla C J.Status and distribution of forested wetlands in tropical south America[J].Forest Ecology and Management,1990,33-34(C):81-101.
[16] Arnesen A S,Silva T S F,Hess L L,et al.Monitoring flood extent in the lower Amazon River floodplain using ALOS/PALSAR ScanSAR images[J].Remote Sensing of Environment,2013,130:51-61.
[17] Mwita E,Menz G,Misana S,et al.Mapping small wetlands of Kenya and Tanzania using remote sensing techniques[J].International Journal of Applied Earth Observation and Geoinformation,2012,21(1):173-183.
[18] Bwangoy J R B,Hansen M C,Roy D P,et al.Wetland mapping in the Congo Basin using optical and Radar remotely sensed data and derived topographical indices[J].Remote Sensing of Environment,2010,114(1):73-86.
[19] Martinez J M,Le Toan T.Mapping of flood dynamics and spatial distribution of vegetation in the Amazon floodplain using multitemporal SAR data[J].Remote Sensing of Environment,2007,108(3):209-223.
[20] Klinge H,Junk W J,Revilla C J.Status and distribution of forested wetlands in tropical south America[J].Forest Ecology and Management,1990,33/34:81-101.
[21] Services E.Clues to identifying forested wetlands[Z].New Hampshire:New Hampshire Department of Environmental Services,2009.
[22] Lang M W,Kasischke E S,Prince S D,et al.Assessment of C-band synthetic aperture Radar data for mapping and monitoring coastal plain forested wetlands in the Mid-Atlantic Region,U.S.A [J].Remote Sensing of Environment,2008,112(11):4120-4130.
[23] Reiss K C.Florida wetland condition index for depressional forested wetlands[J].Ecological Indicators,2006,6(2):337-352.
[24] Tiner J R W.Use of high-altitude aerial photography for inventorying forested wetlands in the United States[J].Forest Ecology and Management,1990,33/34:593-604.
[25] Brinson M M.A hydrogeomorphic classification for wetlands[M].Washington:US Army Corps of Engineers,1993.
[26] Murphy P N C,Ogilvie J,Connor K,et al.Mapping wetlands:A comparison of two different approaches for New Brunswick,Canada[J].Wetlands,2007,27(4):846-854.
[27] Hogg A R,Todd K W.Automated discrimination of upland and wetland using terrain derivatives[J].Canadian Journal of Remote Sensing,2007,33(s1):68-83.
[28] 黎夏,刘凯,王树功.珠江口红树林湿地演变的遥感分析[J].地理学报,2006,61(1):26-34 Li X,Liu K,Wang S G.Mangrove wetland changes in the Pearl River estuary using remote sensing[J].Acta Geographica Sinica,2006,61(1):26-34.
[29] Lunetta R S,Balogh M E.Application of mult-temporal Landsat5 TM imagery for wetland identification[J].Photogrammetric Engineering and Remote Sensing,1999,65(11):1303-1310.
[30] Sader S A,Ahl D,Liou W S.Accuracy of Landsat-TM and GIS rule-based methods for forest wetland classification in Maine[J].Remote Sensing of Environment,1995,53(3):133-144.
[31] 李华朋,张树清,孙妍.合成孔径雷达在湿地资源研究中的应用[J].自然资源学报,2010,25(1):148-154. Li H P,Zhang S Q,Sun Y.The applications of SAR for wetlands resource research[J].Journal of Natural Resources,2010,25(1):148-154.
[32] 王莉雯,卫亚星.湿地生态系统雷达遥感监测研究进展[J].地理科学进展,2011,30(9):1107-1117. Wang L W,Wei Y X.Progress in monitoring wetland ecosystems by Radar remote sensing[J].Progress in Geography,2011,30(9):1107-1117.
[33] 刘伟.植被覆盖地表极化雷达土壤水分反演与应用研究[D].北京:中国科学院研究生院,遥感应用研究所,2005. Liu W.Study on soil moisture inversion and application with polarization Radar in vegetated area[D].Institude of Remote Sensing Applications,Chinese Acadaemy of Sciences,2005.
[34] Ulaby F T,Brisco B,Dobson C.Improved spatial mapping of rainfall events with spaceborne SAR imagery[J].IEEE Transactions on Geoscience and Remote Sensing,1983,21(1):118-121.
[35] Kwoun O I,Lu Z.Multi-temporal RadarSAT-1 and ERS backscattering signatures of coastal wetlands in southeastern Louisiana[J].Photogrammetric Engineering and Remote Sensing,2009,75(5):607-617.
[36] Hess L L,Melack J M,Simonett D S.Radar detection of flooding beneath the forest canopy:A review[J].International Journal of Remote Sensing,1990,11(7):1313-1325.
[37] Li J H,Chen W J.A rule-based method for mapping Canada's wetlands using optical,Radar and DEM data[J].International Journal of Remote Sensing,2005,26(22):5051-5069.
[38] Zhao T,Zhang L,Jiang L,et al.Soil moisture retrieval by dual-frequency polarimetric sar data in the corn growing regions[M].Remote Sensing Conference Proceedings on Both Sides of the Taiwan Straits,Guiling,2008:1-7.
[39] 武胜利.基于TRMM的主被动微波遥感结合反演土壤水分算法研究[D].北京:中国科学院研究生院,遥感应用研究所,2006. Wu S L.Study on combined active/passive microwave remote sensing approach for soil moisture retrieval with TRMM data[D].Beijing:Institude of Remote Sensing Applications,Chinese Academy of Sciences,2006.
[40] Wang Y,Hess L L,Filoso S,et al.Understanding the Radar backscattering from flooded and nonflooded Amazonian forests:Results from canopy backscatter modeling[J].Remote Sensing of Environment,1995,54(3):324-332.
[41] Kasischke E S,Smith K B,Bourgeau-Chavez L L,et al.Effects of seasonal hydrologic patterns in south Florida wetlands on Radar backscatter measured from ERS-2 SAR imagery[J].Remote Sensing of Environment,2003,88(4):423-441.
[42] Stolt M H,Baker J C.Evaluation of national wetland inventory maps to inventory wetlands in the southern Blue Ridge of Virginia[J].Wetlands,1995,15(4):346-353.
[43] Costa M P F.Use of SAR satellites for mapping zonation of vegetation communities in the Amazon floodplain[J].International Journal of Remote Sensing,2004,25(10):1817-1835.
[44] Harvey K R,Hill G J E.Vegetation mapping of a tropical freshwater swamp in the northern territory,Australia:A comparison of aerial photography,Landsat TM and SPOT satellite imagery[J].International Journal of Remote Sensing,2001,22(15):2911-2925.
[45] Corcoran J,Knight J,Brisco B,et al.The integration of optical,topographic,and Radar data for wetland mapping in northern Minnesota[J].Canadian Journal of Remote Sensing,2011,37(5):564-582.
[46] Kudray G M,Gale M R.Evaluation of national wetland inventory maps in a heavily forested region in the upper great lakes[J].Wetlands,2000,20(4):581-587.
[47] Wang Y.Seasonal change in the extent of inundation on floodplains detected by JERS-1 synthetic aperture Radar data[J].International Journal of Remote Sensing,2004,25(13):2497-2508.
[48] Lawrence R,Bunn A,Powell S,et al.Classification of remotely sensed imagery using stochastic gradient boosting as a refinement of classification tree analysis[J].Remote Sensing of Environment,2004,90(3):331-336.
[49] Whitcomb J,Moghaddam M,McDonald K,et al.Wetlands map of Alaska using L-band Radar satellite imagery[C]//IEEE International Geoscience and Remote Sensing Symposium.Barcelona:IEEE,2007:2487-2490.
[50] 袁愈才.基于像元的地表覆盖变化信息提取方法比较[D].长沙:中南大学,2011. Yuan Y C.The comparison of land cover change information extraction methods pixel-based[D].Changsha:Central South University,2011.
[51] 江辉,周文斌,刘瑶.鄱阳湖湿地遥感分类研究及应用[J].遥感技术与应用,2008,23(6):648-652. Jiang H,Zhou W B,Liu Y.Research and application of the Poyang Lake wetland classification using remote sensing[J].Remote Sensing Technology and Application,2008,23(6):648-652.
[52] 李建平,张柏,张泠,等.湿地遥感监测研究现状与展望[J].地理科学进展,2007,26(1):33-43. Li J P,Zhang B,Zhang L,et al.Current status and prospect of researches on wetland monitoring based on remote sensing[J].Progress in Geography,2007,26(1):33-43.
[53] 游丽平.面向对象的高分辨率遥感影像分类方法研究[D].福州:福建师范大学,2007. You L P.A classification study of high resolution data of remote sensing based on the object-oriented analysis[D].Fuzhou:Fujian Normal University,2007.
[54] Silva T S F,Costa M P F,Melack J M.Spatial and temporal variability of macrophyte cover and productivity in the eastern Amazon floodplain:A remote sensing approach[J].Remote Sensing of Environment,2010,114(9):1998-2010.
[55] Evans T L,Costa M,Telmer K,et al.Using ALOS/PALSAR and RadarSAT-2 to map land cover and seasonal inundation in the Brazilian Pantanal[J].IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing,2010,3(4):560-575.
[56] Evans T L,Costa M.Landcover classification of the lower Nhecolndia subregion of the brazilian pantanal wetlands using ALOS/PALSAR,RadarSAT-2 and ENVISAT/ASAR imagery[J].Remote Sensing of Environment,2013,128:118-137.
[57] Dronova I,Gong P,Clinton N E,et al.Landscape analysis of wetland plant functional types:The effects of image segmentation scale,vegetation classes and classification methods[J].Remote Sensing of Environment,2012,127:357-369.
[58] Hess L L,Melack J M,Novo E M L M,et al.Dual-season mapping of wetland inundation and vegetation for the central Amazon Basin[J].Remote Sensing of Environment,2003,87(4):404-428.
[59] Jenkins R B,Frazier P S.High-resolution remote sensing of upland swamp boundaries and vegetation for baseline mapping and monitoring[J].Wetlands,2010,30(3):531-540.
[60] Zhang C Y,Xie Z X.Combining object-based texture measures with a neural network for vegetation mapping in the everglades from hyperspectral imagery[J].Remote Sensing of Environment,2012,124:310-320.
[61] Bartsch A,Kidd R A,Pathe C,et al.Satellite Radar imagery for monitoring inland wetlands in boreal and sub-arctic environments[J].Aquatic Conservation:Marine and Freshwater Ecosystems,2007,17(3):305-317.
[62] Townsend P A,Walsh S J.Remote sensing of forested wetlands:Application of multitemporal and multispectral satellite imagery to determine plant community composition and structure in southeastern USA[J].Plant Ecology,2001,157(2):129-149. |
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2014,
Vol. 26
