Using Landsat imagery to map understory shrub expansion relative to landscape position in a mid‐Appalachian watershed

作者: Jeff W. Atkins , Howard E. Epstein , Daniel L. Welsch

DOI: 10.1002/ECS2.2404

关键词:

摘要: Globally, shrub expansion is an important driver of ecological change. However, most studies have focused on dryland ecosystems (e.g., savannas, rangelands, grasslands), or in tundra regions arctic, alpine). shrubs play a key role other systems, such as the understory temperate forests. In Appalachian forests eastern United States, rhododendron (Rhododendron maximum) prevalent species constituent evergreen community and can affect forest diversity structure by altering light moisture regimes, changing soil chemical physical properties. We examine spatial patterns temporal dynamics layer within mid‐Appalachian over period from 1986 to 2011 using Landsat TM data explore how related landscape position elevation, aspect, distance‐to‐stream). use combination remotely sensed vegetation indices NDVI, tasseled cap indices) derived snow‐free, leaf‐off 5 surface reflectance paired with Random Forest classification model Weimer Run watershed near Canaan Valley, West Virginia, first‐order, high‐altitude watershed. show extensive increases winter greenness we attribute community. From 2011, there 0.14 increase 52% relative coverage 25 yr. Shrub notable at lower elevations, along streams, southerly oriented slopes. argue that changes abundance are due decreased limitations driven climate. There increased effort reintroduce native conifers this region, but jeopardize effort, inhibits growth dispersal these red spruce). Our results expanding into areas which they previously been restricted. Use remote sensing methods may allow better habitat suitability mapping, leading targeted restoration efforts more‐informed ecosystem forecasts.

参考文章(66)
Ben Kirtman, Scott B Power, Akintayo John Adedoyin, George J Boer, Roxana Bojariu, Ines Camilloni, Francisco Doblas-Reyes, Arlene M Fiore, Masahide Kimoto, Gerald Meehl, Michael Prather, Abdoulaye Sarr, Christoph Schar, Rowan Sutton, Geert Jan van Oldenborgh, Gabriel Vecchi, H-J Wang, None, Near-term climate change: Projections and predictability Cambridge University Press. pp. 953- 1028 ,(2013) , 10.1017/CBO9781107415324.023
E. P. Crist, R. C. Cicone, Application of the Tasseled Cap concept to simulated thematic mapper data Photogrammetric Engineering and Remote Sensing. ,vol. 50, pp. 343- 352 ,(1984)
Anders Juel, Geoffrey Brian Groom, Jens-Christian Svenning, Rasmus Ejrnæs, Spatial application of Random Forest models for fine-scale coastal vegetation classification using object based analysis of aerial orthophoto and DEM data International Journal of Applied Earth Observation and Geoinformation. ,vol. 42, pp. 106- 114 ,(2015) , 10.1016/J.JAG.2015.05.008
James E. Vogelmann, Bruce K. Wylie, J. Nicholas Van Driel, Limin Yang, Stephen M. Howard, Charles R. Larson, COMPLETION OF THE 1990S NATIONAL LAND COVER DATA SET FOR THE CONTERMINOUS UNITED STATES FROM LANDSAT THEMATIC MAPPER DATA AND ANCILLARY DATA SOURCES Photogrammetric Engineering and Remote Sensing. ,vol. 67, pp. 650- 662 ,(2001)
D A Walker, H E Epstein, M K Raynolds, P Kuss, M A Kopecky, G V Frost, F J A Daniëls, M O Leibman, N G Moskalenko, G V Matyshak, O V Khitun, A V Khomutov, B C Forbes, U S Bhatt, A N Kade, C M Vonlanthen, L Tichý, Environment, vegetation and greenness (NDVI) along the North America and Eurasia Arctic transects Environmental Research Letters. ,vol. 7, pp. 015504- ,(2012) , 10.1088/1748-9326/7/1/015504
Marc D. Abrams, Deanna M. McCay, Vegetation-site relationships of witness trees (1780-1856) in the presettlement forests of eastern West Virginia Canadian Journal of Forest Research. ,vol. 26, pp. 217- 224 ,(1996) , 10.1139/X26-025
Gerald V Frost, Howard E Epstein, Donald A Walker, Regional and landscape-scale variability of Landsat-observed vegetation dynamics in northwest Siberian tundra Environmental Research Letters. ,vol. 9, pp. 025004- ,(2014) , 10.1088/1748-9326/9/2/025004
M. C. Hansen, P. V. Potapov, R. Moore, M. Hancher, S. A. Turubanova, A. Tyukavina, D. Thau, S. V. Stehman, S. J. Goetz, T. R. Loveland, A. Kommareddy, A. Egorov, L. Chini, C. O. Justice, J. R. G. Townshend, High-Resolution Global Maps of 21st-Century Forest Cover Change Science. ,vol. 342, pp. 850- 853 ,(2013) , 10.1126/SCIENCE.1244693