Characterizing a New England Saltmarsh with NASA G-LiHT Airborne Lidar

Airborne lidar can observe saltmarshes on a regional scale, targeting phenological and tidal states to provide the information to more effectively utilize frequent multispectral satellite observations to monitor change. Airborne lidar observations from NASA Goddard Lidar Hyperspectral and Thermal (G-LiHT) of a well-studied region of saltmarsh (Plum Island, Massachusetts, United States) were acquired in multiple years (2014, 2015 and 2016). These airborne lidar data provide characterizations of important saltmarsh components, as well as specifications for effective surveys. The invasive Phragmites australis was observed to increase in extent from 8374 m2 in 2014, to 8882 m2 in 2015 (+6.1%), and again to 13,819 m2 in 2016 (+55.6%). Validation with terrestrial lidar supported this increase, but suggested the total extent was still underestimated. Estimates of Spartina alterniflora extent from airborne lidar were within 7% of those from terrestrial lidar, but overestimation of height of Spartina alterniflora was found to occur at the edges of creeks (+83.9%). Capturing algae was found to require observations within ±15◦ of nadir, and capturing creek structure required observations within ±10◦ of nadir. In addition, 90.33% of creeks and ditches were successfully captured in the airborne lidar data (8206.3 m out of 9084.3 m found in aerial imagery).

[1]  Edward P. Glenn,et al.  Salt tolerance underlies the cryptic invasion of North American salt marshes by an introduced haplotype of the common reed Phragmites australis (Poaceae) , 2005 .

[2]  M. Claverie,et al.  Preliminary analysis of the performance of the Landsat 8/OLI land surface reflectance product. , 2016, Remote sensing of environment.

[3]  Mark D. Bertness,et al.  Shoreline Development Drives Invasion of Phragmites australis and the Loss of Plant Diversity on New England Salt Marshes , 2004 .

[4]  I. Mendelssohn,et al.  A comparative investigation of the effects of south Louisiana crude oil on the vegetation of fresh, brackish and salt marshes , 1996 .

[5]  P. Mumby,et al.  A review of remote sensing for the assessment and management of tropical coastal resources , 1996 .

[6]  M. Bertness,et al.  Anthropogenic modification of New England salt marsh landscapes , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[7]  D. S. Ranwell,et al.  Spartina Salt Marshes in Southern England: I. The Effects of Sheep Grazing at the Upper Limits of Spartina Marsh in Bridgwater Bay , 1961 .

[8]  Crystal Schaaf,et al.  Quality Assessment of Terrestrial Laser Scanner Ecosystem Observations Using Pulse Trajectories , 2018, IEEE Transactions on Geoscience and Remote Sensing.

[9]  Jared Ogle,et al.  Challenges and lessons from a wetland LiDAR project: a case study of the Okefenokee Swamp, Georgia, USA , 2013 .

[10]  John F. Schalles,et al.  Landscape Estimates of Habitat Types, Plant Biomass, and Invertebrate Densities in a Georgia Salt Marsh , 2013 .

[11]  Patricia A. Holden,et al.  Microbial Community Composition and Denitrifying Enzyme Activities in Salt Marsh Sediments , 2008, Applied and Environmental Microbiology.

[12]  Buffy M. Meyer,et al.  Oil source-fingerprinting in support of polarimetric radar mapping of Macondo-252 oil in Gulf Coast marshes. , 2014, Marine pollution bulletin.

[13]  John Robert Lawrence Allen,et al.  Morphodynamics of Holocene salt marshes: a review sketch from the Atlantic and Southern North Sea coasts of Europe , 2000 .

[14]  Werner Mücke,et al.  Classification of vegetation in an open landscape using full-waveform airborne laser scanner data , 2015, Int. J. Appl. Earth Obs. Geoinformation.

[15]  Willard S. Moore,et al.  Storm‐driven groundwater flow in a salt marsh , 2011 .

[16]  Alfred C. Redfield,et al.  Development of a New England Salt Marsh , 1972 .

[17]  Ian W. Croudace,et al.  Records of radionuclide deposition in two salt marshes in the United Kingdom with contrasting redox and accumulation conditions , 2002 .

[18]  David A. Adams,et al.  Factors Influencing Vascular Plant Zonation in North Carolina Salt Marshes , 1963 .

[19]  P. Adam.  Saltmarshes in a time of change , 2002, Environmental Conservation.

[20]  Carl T. Friedrichs,et al.  SUSCEPTIBILITY OF SALT MARSHES TO NUTRIENT ENRICHMENT AND PREDATOR REMOVAL , 2007 .

[21]  Linda A. Deegan,et al.  Evidence for spatial variability in estuarine food webs , 1997 .

[22]  Zhong Lu,et al.  Monitoring Duration and Extent of Storm-Surge and Flooding in Western Coastal Louisiana Marshes With Envisat ASAR Data , 2011, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

[23]  M. Austen,et al.  Economic valuation for the conservation of marine biodiversity. , 2008, Marine pollution bulletin.

[24]  Iris Möller,et al.  Wave Transformation Over Salt Marshes: A Field and Numerical Modelling Study from North Norfolk, England , 1999 .

[25]  R. Feagin,et al.  Does vegetation prevent wave erosion of salt marsh edges? , 2009, Proceedings of the National Academy of Sciences.

[26]  E. Ramsey,et al.  Mapping oil in a coastal marsh with polarimetric synthetic aperture radar , 2012, 2012 Oceans.

[27]  M. Telszewski,et al.  Coastal blue carbon: methods for assessing carbon stocks and emissions factors in mangroves, tidal salt marshes, and seagrasses , 2014 .

[28]  Ibon Galparsoro,et al.  Coastal and estuarine habitat mapping, using LIDAR height and intensity and multi-spectral imagery , 2008 .

[29]  Iris Möller,et al.  Wave dissipation over macro-tidal saltmarshes: Effects of marsh edge typology and vegetation change , 2002, Journal of Coastal Research.

[30]  Peter J. Mumby,et al.  Remote sensing of the coastal zone: An overview and priorities for future research , 2003 .

[31]  Kenton Lee,et al.  The Spectral Response of the Landsat-8 Operational Land Imager , 2014, Remote. Sens..

[32]  J. Jones,et al.  Landward Migration of Barrier Island Sands Under Stable Sea Level Conditions: Plum Island, Massachusetts , 1979 .

[33]  Erik Næsset,et al.  Using LiDAR and quickbird data to model plant production and quantify uncertainties associated with wetland detection and land cover generalizations , 2009 .

[34]  Merryl Alber,et al.  Salt Marsh Habitat Mapping on Sapelo Island, GA Using LIDAR and Hyperspectral Imagery , 2009 .

[35]  Lars Arge,et al.  Geographically Comprehensive Assessment of Salt-Meadow Vegetation-Elevation Relations Using LiDAR , 2011, Wetlands.

[36]  M. Bertness,et al.  Centuries of human-driven change in salt marsh ecosystems. , 2009, Annual review of marine science.

[37]  Christopher E. Parrish,et al.  Assessment of Elevation Uncertainty in Salt Marsh Environments using Discrete-Return and Full-Waveform Lidar , 2016, Journal of Coastal Research.

[38]  M. Fernandez-Nunez,et al.  Improving accuracy of LiDAR-derived digital terrain models for saltmarsh management , 2017, Journal of Coastal Conservation.

[39]  Sorin C. Popescu,et al.  Fusion of lidar and multispectral data to quantify salt marsh carbon stocks , 2014 .

[40]  Candace A. Oviatt,et al.  Ecology of a New England salt marsh , 1973 .

[41]  E. S. Deevey,et al.  On the date of the last rise of sea level in southern New England, with remarks on the Grassy Island site , 1948 .

[42]  R. Ehrlich,et al.  Generation and validation of characteristic spectra from EO1 Hyperion image data for detecting the occurrence of the invasive species, Chinese tallow , 2005 .

[43]  Jing Li,et al.  A Review of Wetland Remote Sensing , 2017, Sensors.

[44]  K. Able,et al.  Salt marshes as nurseries for nekton: testing hypotheses on density, growth and survival through meta-analysis , 2003 .

[45]  A. Kolker,et al.  Anthropogenic and climate-change impacts on salt marshes of Jamaica Bay, New York City , 2002, Wetlands.

[46]  V. J. Chapman.  Coastal movement and the development of some New England Salt Marshes , 1938 .

[47]  L. Deegan,et al.  Coastal eutrophication as a driver of salt marsh loss , 2012, Nature.

[48]  Laurence Hubert-Moy,et al.  Combined use of LiDAR data and multispectral earth observation imagery for wetland habitat mapping , 2015, Int. J. Appl. Earth Obs. Geoinformation.

[49]  R. E. Turner,et al.  Dependence of fishery species on salt marshes: The role of food and refuge , 1984 .

[50]  D. Cahoon,et al.  Global carbon sequestration in tidal, saline wetland soils , 2003 .

[51]  Charles M. Bachmann,et al.  A Novel Approach for Deriving LAI of Salt Marsh Vegetation Using Structure From Motion and Multiangular Spectra , 2019, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

[52]  David M. Burdick,et al.  Variation in soil salinity associated with expansion of Phragmites australis in salt marshes , 2001 .

[53]  Elijah W. Ramsey,et al.  Monitoring flooding in coastal wetlands by using radar imagery and ground-based measurements , 1995 .

[54]  David Bart,et al.  The role of large rhizome dispersal and low salinity windows in the establishment of common reed,Phragmites australis, in salt marshes: New links to human activities , 2003 .

[55]  Michael J. Sullivan,et al.  Community Structure and Functional Dynamics of Benthic Microalgae in Salt Marshes , 2002 .

[56]  L. Hubert-Moy,et al.  USING LIDAR DATA TO EVALUATE WETLAND FUNCTIONS , 2011 .

[57]  Junhong Bai,et al.  Arsenic and heavy metal pollution in wetland soils from tidal freshwater and salt marshes before and after the flow-sediment regulation regime in the Yellow River Delta, China , 2012 .

[58]  Mark D. Bertness,et al.  Latitudinal and climate-driven variation in the strength and nature of biological interactions in New England salt marshes , 2002, Oecologia.

[59]  Cathleen E. Jones,et al.  Oil Detection in a Coastal Marsh with Polarimetric Synthetic Aperture Radar (SAR) , 2011, Remote. Sens..

[60]  Gail L. Chmura,et al.  What do we need to assess the sustainability of the tidal salt marsh carbon sink , 2013 .

[61]  Jan P. Bakker,et al.  Utilisation of Wadden Sea salt marshes by geese in relation to livestock grazing , 2005 .

[62]  Gail L. Chmura,et al.  Carbon accumulation in bay of fundy salt marshes: Implications for restoration of reclaimed marshes , 2001 .

[63]  David M. Burdick,et al.  Ditching and Ditch-Plugging in New England Salt Marshes: Effects on Hydrology, Elevation, and Soil Characteristics , 2013, Estuaries and Coasts.

[64]  Qiusheng Wu,et al.  Delineating wetland catchments and modeling hydrologic connectivity using lidar data and aerial imagery. , 2017, Hydrology and earth system sciences.

[65]  Merryl Alber,et al.  Classification of salt marsh vegetation using edaphic and remote sensing-derived variables , 2014 .

[66]  Cheng Wang,et al.  Separation of Ground and Low Vegetation Signatures in LiDAR Measurements of Salt-Marsh Environments , 2009, IEEE Transactions on Geoscience and Remote Sensing.

[67]  Jing Wang,et al.  Mapping Spartina alterniflora Biomass Using LiDAR and Hyperspectral Data , 2017, Remote. Sens..

[68]  John Y. Takekawa,et al.  Ecological Effects of Climate Change on Salt Marsh Wildlife: A Case Study from a Highly Urbanized Estuary , 2012 .

[69]  Zhong Lu,et al.  Multiple Baseline Radar Interferometry Applied to Coastal Land Cover Classification and Change Analyses , 2006 .

[70]  Lin Yuan,et al.  Analyzing the habitat suitability for migratory birds at the Chongming Dongtan Nature Reserve in Shanghai, China , 2008 .

[71]  Antoine Collin,et al.  Salt-marsh characterization, zonation assessment and mapping through a dual-wavelength LiDAR , 2010 .

[72]  Scott W. Nixon,et al.  Between Coastal Marshes and Coastal Waters — A Review of Twenty Years of Speculation and Research on the Role of Salt Marshes in Estuarine Productivity and Water Chemistry , 1980 .

[73]  James T. Morris,et al.  The carbon balance of grazed and non‐grazed Spartina anglica saltmarshes at Skallingen, Denmark , 1998 .

[74]  Zhong Lu,et al.  Satellite optical and radar data used to track wetland forest impact and short-term recovery from Hurricane Katrina , 2009, Wetlands.

[75]  Alisa L. Gallant,et al.  The Challenges of Remote Monitoring of Wetlands , 2015, Remote. Sens..

[76]  Alan H. Strahler,et al.  Observing ecosystems with lightweight, rapid‐scanning terrestrial lidar scanners , 2016 .

[77]  E. Irlandi,et al.  Habitat linkages: the effect of intertidal saltmarshes and adjacent subtidal habitats on abundance, movement, and growth of an estuarine fish , 1997, Oecologia.

[78]  B. Hodges.  Representing hydrodynamically important blocking features in coastal or riverine lidar topography , 2015 .

[79]  C. Costa,et al.  Plant zonation in irregularly flooded salt marshes: relative importance of stress tolerance and biological interactions , 2003 .

[80]  Aaron M. Ellison,et al.  Saltmarshes: Morphodynamics, Conservation and Engineering Significance , 1993 .

[81]  M. Bertness,et al.  Uncertain future of New England salt marshes , 2011 .

[82]  Carlos M. Duarte,et al.  A blueprint for blue carbon: toward an improved understanding of the role of vegetated coastal habitats in sequestering CO2 , 2011 .

[83]  M. W. McCoy,et al.  Degradation and resilience in Louisiana salt marshes after the BP–Deepwater Horizon oil spill , 2012, Proceedings of the National Academy of Sciences.

[84]  Tom Spencer,et al.  The Sea‐Defence Value of Salt Marshes: Field Evidence From North Norfolk , 2001 .

[85]  Gene A. Nelson,et al.  Classifying coastal resources by integrating optical and radar imagery and color infrared photography , 1998 .

[86]  Aaron M. Ellison,et al.  Determinants of Pattern in a New England Salt Marsh Plant Community , 1987 .

[87]  Ivan Valiela,et al.  Comparative Evidence that Salt Marshes and Mangroves May Protect Seagrass Meadows from Land-derived Nitrogen Loads , 2002, Ecosystems.

[88]  Joanna Burger,et al.  Avian utilisation on six salt marshes in New Jersey , 1982 .

[89]  G. Underwood,et al.  The role of herbicides in the erosion of salt marshes in eastern England. , 2003, Environmental pollution.

[90]  John M. Melack,et al.  Characterizing patterns of plant distribution in a southern California salt marsh using remotely sensed topographic and hyperspectral data and local tidal fluctuations , 2007 .

[91]  Joseph P. Spruce,et al.  Radar and optical mapping of surge persistence and marsh dieback along the New Jersey Mid-Atlantic coast after Hurricane Sandy , 2016 .

[92]  Cathleen Wigand,et al.  Relationships of nitrogen loadings, residential development, and physical characteristics with plant structure in New England salt marshes , 2003 .

[93]  Cathleen E. Jones,et al.  Structural Classification of Marshes with Polarimetric SAR Highlighting the Temporal Mapping of Marshes Exposed to Oil , 2015, Remote. Sens..

[94]  A. Hastings,et al.  Use of lidar to study changes associated with Spartina invasion in San Francisco bay marshes , 2006 .

[95]  C. Hladik,et al.  Salt Marsh Elevation and Habitat Mapping Using Hyperspectral and LIDAR Data , 2013 .

[96]  C. Schaaf,et al.  Bounding uncertainty in volumetric geometric models for terrestrial lidar observations of ecosystems , 2018, Interface Focus.

[97]  R. Callaway,et al.  Positive interactions among plants , 1995, The Botanical Review.

[98]  Elijah W. Ramsey,et al.  Marsh dieback, loss, and recovery mapped with satellite optical, airborne polarimetric radar, and field data , 2014 .

[99]  R. W. Frey,et al.  Coastal Salt Marshes , 1985 .

[100]  A. Rangoonwala,et al.  Leaf Optical Property Changes Associated with the Occurrence of Spartina alterniflora Dieback in Coastal Louisiana Related to Remote Sensing Mapping , 2005 .

[101]  John M. Teal,et al.  The Ecology of Regularly Flooded Salt Marshes of New England: A Community Profile , 2017 .

[102]  Francisco Artigas,et al.  Mapping Salt Marsh Vegetation by Integrating Hyperspectral and LiDAR Remote Sensing , 2009 .

[103]  D. Donato,et al.  Estimating Global “Blue Carbon” Emissions from Conversion and Degradation of Vegetated Coastal Ecosystems , 2012, PloS one.

[104]  Raymond Torres,et al.  Accuracy Assessment of Lidar Saltmarsh Topographic Data Using RTK GPS , 2006 .

[105]  Denise J. Reed,et al.  The impact of sea-level rise on coastal salt marshes , 1990 .

[106]  Yvonne Schuhmacher.  Ecology Of Salt Marshes And Sand Dunes , 2016 .

[107]  I. Caçador,et al.  Seasonal variation of extracellular enzymatic activity (EEA) and its influence on metal speciation in a polluted salt marsh. , 2008, Chemosphere.

[108]  Mark D. Bertness,et al.  Structure and organization of a northern New England salt marsh plant community , 2004 .

[109]  Lawrence A. Corp,et al.  NASA Goddard's LiDAR, Hyperspectral and Thermal (G-LiHT) Airborne Imager , 2013, Remote. Sens..

[110]  T. Simas,et al.  Effects of global climate change on coastal salt marshes , 2001 .

[111]  Thomas Slawig,et al.  Modeling the influence of changing storm patterns on the ability of a salt marsh to keep pace with sea level rise , 2013 .

[112]  van Beijma,et al.  Remote sensing-based mapping and modelling of salt marsh habitats based on optical, LiDAR and SAR data , 2015 .

[113]  Charlotte E. L. Thompson,et al.  Parametrizing tidal creek morphology in mature saltmarshes using semi-automated extraction from lidar , 2018 .

[114]  Yukihiro Suzuoki,et al.  Monitoring coastal inundation with Synthetic Aperture Radar satellite data , 2011 .

[115]  Mark D. Bertness,et al.  Plant zonation in low‐latitude salt marshes: disentangling the roles of flooding, salinity and competition , 2005 .

[116]  C. Hladik,et al.  Accuracy assessment and correction of a LIDAR-derived salt marsh digital elevation model , 2012 .

[117]  Jan P. Bakker,et al.  Long-term Surface Elevation Change in Salt Marshes: a Prediction of Marsh Response to Future Sea-Level Rise , 2001 .

[118]  J. Hartman,et al.  RECOLONIZATION OF SMALL DISTURBANCE PATCHES IN A NEW ENGLAND SALT MARSH , 1988 .

[119]  Juan Pedro Bolívar,et al.  Enhancement of natural radioactivity in soils and salt-marshes surrounding a non-nuclear industrial complex , 1995 .

[120]  Brian L. Howes,et al.  Salt marshes and eutrophication: An unsustainable outcome , 2009 .

[121]  Sébastien Rapinel,et al.  Daily Monitoring of Shallow and Fine-Grained Water Patterns in Wet Grasslands Combining Aerial LiDAR Data and In Situ Piezometric Measurements , 2018 .

[122]  Philip B. Williams,et al.  Physical Evolution of Restored Breached Levee Salt Marshes in the San Francisco Bay Estuary , 2002 .

[123]  Elijah W. Ramsey,et al.  Using multiple-polarization L-band radar to monitor marsh burn recovery , 1999, IEEE Trans. Geosci. Remote. Sens..

[124]  David J. Smith,et al.  High site fidelity and low site connectivity in temperate salt marsh fish populations: a stable isotope approach , 2011, Oecologia.

[125]  Elijah W. Ramsey,et al.  Generation of coastal marsh topography with radar and ground-based measurements , 1998 .