Identification of understory invasive exotic plants with remote sensing in urban forests

Abstract Invasive exotic plants (IEP) pose a significant threat to many ecosystems. To effectively manage IEP, it is important to efficiently detect their presences and determine their distribution patterns. Remote sensing has been a useful tool to map IEP but its application is limited in urban forests, which are often the sources and sinks for IEP. In this study, we examined the feasibility and tradeoffs of species level IEP mapping using multiple remote sensing techniques in a highly complex urban forest setting. Bush honeysuckle ( Lonicera maackii ), a pervasive IEP in eastern North America, was used as our modeling species. Both medium spatial resolution (MSR) and high spatial resolution (HSR) imagery were employed in bush honeysuckle mapping. The importance of spatial scale was also examined using an up-scaling simulation from the HSR object based classification. Analysis using both MSR and HSR imagery provided viable results for IEP distribution mapping in urban forests. Overall mapping accuracy ranged from 89.8% to 94.9% for HSR techniques and from 74.6% to 79.7% for MSR techniques. As anticipated, classification accuracy reduces as pixel size increases. HSR based techniques produced the most desirable results, therefore is preferred for precise management of IEP in heterogeneous environment. However, the use of MSR techniques should not be ruled out given their wide availability and moderate accuracy.

[1]  Stephen Pike,et al.  Object-Based Image Analysis for Detection of Japanese Knotweed s.l. taxa (Polygonaceae) in Wales (UK) , 2011, Remote. Sens..

[2]  K. Navulur Multispectral Image Analysis Using the Object-Oriented Paradigm , 2006 .

[3]  D. Gorchov,et al.  The invasive shrub, Lonicera maackii , reduces growth and fecundity of perennial forest herbs , 2004, Oecologia.

[4]  Stephen V. Stehman,et al.  Design and Analysis for Thematic Map Accuracy Assessment: Fundamental Principles , 1998 .

[5]  D. Pimentel,et al.  Update on the environmental and economic costs associated with alien-invasive species in the United States , 2005 .

[6]  J. Denslow Managing dominance of invasive plants in wildlands. , 2007 .

[7]  K. He,et al.  Testing the roles of species native origin and family membership in intentional plant introductions using nursery data across the state of Kentucky , 2009 .

[8]  K. Hartman,et al.  Restoration of a Forest Understory After the Removal of an Invasive Shrub, Amur Honeysuckle (Lonicera maackii) , 2004 .

[9]  Songlin Fei,et al.  Invasion Pattern of Exotic Plants in Forest Ecosystems , 2008 .

[10]  J. Leeuw,et al.  Indirect remote sensing of a cryptic forest understorey invasive species , 2006 .

[11]  D. Gorchov,et al.  Detecting an invasive shrub in a deciduous forest understory using late‐fall Landsat sensor imagery , 2007 .

[12]  S. Cunningham,et al.  Predicting the economic impact of an invasive species on an ecosystem service. , 2007, Ecological applications : a publication of the Ecological Society of America.

[13]  Martin Mortimer,et al.  Dynamics of weed populations , 1995 .

[14]  William D. Ritts,et al.  SPREAD OF AN INVASIVE PATHOGEN OVER A VARIABLE LANDSCAPE: A NONNATIVE ROOT ROT ON PORT ORFORD CEDAR , 2002 .

[15]  J. Watts,et al.  Monitoring of cropland practices for carbon sequestration purposes in north central Montana by Landsat remote sensing , 2009 .

[16]  Mark Williamson,et al.  Directing Research to Reduce the Impacts of Nonindigenous Species , 2002 .

[17]  Mary C. Henry,et al.  Detecting an Invasive Shrub in Deciduous Forest Understories Using Remote Sensing , 2009, Weed Science.

[18]  D. Simberloff,et al.  BIOTIC INVASIONS: CAUSES, EPIDEMIOLOGY, GLOBAL CONSEQUENCES, AND CONTROL , 2000 .

[19]  M. Neteler,et al.  Benefits of hyperspectral remote sensing for tracking plant invasions , 2011 .

[20]  Roberta E. Martin,et al.  Remote sensing of native and invasive species in Hawaiian forests , 2008 .

[21]  James K. Crowley,et al.  Identification of plant species by using high spatial and spectral resolution thermal infrared (8.0–13.5 μm) imagery , 2010 .

[22]  Nancy F. Glenn,et al.  A review of remote sensing of invasive weeds and example of the early detection of spotted knapweed (Centaurea maculosa) and babysbreath (Gypsophila paniculata) with a hyperspectral sensor , 2005, Weed Science.

[23]  J. Luken Population Structure and Biomass Allocation of the Naturalized Shrub Lonicera maackii (Rupr.) Maxim. in Forest and Open Habitats , 1988 .

[24]  Frieke Van Coillie,et al.  Introduction to the GEOBIA 2010 special issue: From pixels to geographic objects in remote sensing image analysis , 2012, Int. J. Appl. Earth Obs. Geoinformation.

[25]  K. Engelhardt,et al.  Diversity declines in Microstegium vimineum (Japanese stiltgrass) patches , 2009 .

[26]  P. White,et al.  Horticulture as a Pathway of Invasive Plant Introductions in the United States , 2001 .

[27]  Richard N. Mack,et al.  Controlling the spread of plant invasions: The importance of nascent foci. , 1988 .

[28]  C. J. West,et al.  Naturalization and invasion of alien plants: concepts and definitions , 2000 .

[29]  Philippe C. Baveye,et al.  Mapping invasive wetland plants in the Hudson River National Estuarine Research Reserve using quickbird satellite imagery , 2008 .

[30]  R. Clark,et al.  Mapping vegetation in Yellowstone National Park using spectral feature analysis of AVIRIS data , 2003 .

[31]  Terence P. Dawson,et al.  Progress in invasive plants research , 2006 .

[32]  W. Keeton,et al.  Forest cover change and illegal logging in the Ukrainian Carpathians in the transition period from 1988 to 2007 , 2009 .

[33]  Jianguo Wu,et al.  Toward a Landscape Ecology of Cities: Beyond Buildings, Trees, and Urban Forests , 2008 .

[34]  Yvonne M. Buckley,et al.  The role of research for integrated management of invasive species, invaded landscapes and communities , 2008 .

[35]  A dendro-ecological study of forest overstorey productivity following the invasion of the non-indigenous shrub Lonicera maackii , 2007 .

[36]  P. Reich,et al.  Ecophysiology of exotic and native shrubs in Southern Wisconsin , 1989, Oecologia.

[37]  A. Viña,et al.  Mapping understory vegetation using phenological characteristics derived from remotely sensed data , 2010 .