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Space-Based Detection of Significant Water-Depth Increase Induced by Hurricane Irma in the Everglades Wetlands Using Sentinel-1 SAR Backscatter Observations. REMOTE SENSING 2022. [DOI: 10.3390/rs14061415] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
Extreme rainfall, induced by severe weather events, such as hurricanes, impacts wetlands because rapid water-depth increases can lead to flora and fauna mortality. This study developed an innovative algorithm to detect significant water-depth increases (SWDI, defined as water-depth increases above a threshold) in wetlands, using Sentinel-1 SAR backscatter. We used Hurricane Irma as an example that made landfall in the south Florida Everglades wetlands in September 2017 and produced tremendous rainfall. The algorithm detects SWDI for during- and post-event SAR acquisition dates, using pre-event water-depth as a baseline. The algorithm calculates Normalized Difference Backscatter Index (NDBI), using pre-, during-, and post-event backscatter, at a 20-m SAR resolution, as an indicator of the likelihood of SWDI, and detects SWDI using all NDBI values in a 400-m resolution pixel. The algorithm successfully detected large SWDI areas for the during-event date and progressive expansion of non-SWDI areas (water-depth differences less than the threshold) for five post-event dates in the following two months. The algorithm achieved good performance in both ‘herbaceous dominant’ and ‘trees embedded within herbaceous matrix’ land covers, with an overall accuracy of 81%. This study provides a solution for accurate mapping of SWDI and can be used in global wetlands, vulnerable to extreme rainfall.
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Yurek S, Eaton MJ, Lavaud R, Laney RW, DeAngelis DL, Pine WE, La Peyre M, Martin J, Frederick P, Wang H, Lowe MR, Johnson F, Camp EV, Mordecai R. Modeling structural mechanics of oyster reef self-organization including environmental constraints and community interactions. Ecol Modell 2021. [DOI: 10.1016/j.ecolmodel.2020.109389] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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Flower H, Rains M, Carl Fitz H, Orem W, Newman S, Osborne TZ, Ramesh Reddy K, Obeysekera J. Shifting Ground: Landscape-Scale Modeling of Biogeochemical Processes under Climate Change in the Florida Everglades. ENVIRONMENTAL MANAGEMENT 2019; 64:416-435. [PMID: 31441014 DOI: 10.1007/s00267-019-01200-8] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/14/2018] [Accepted: 08/02/2019] [Indexed: 06/10/2023]
Abstract
Scenarios modeling can be a useful tool to plan for climate change. In this study, we help Everglades restoration planning to bolster climate change resiliency by simulating plausible ecosystem responses to three climate change scenarios: a Baseline scenario of 2010 climate, and two scenarios that both included 1.5 °C warming and 7% increase in evapotranspiration, and differed only by rainfall: either increase or decrease by 10%. In conjunction with output from a water-use management model, we used these scenarios to drive the Everglades Landscape Model to simulate changes in a suite of parameters that include both hydrologic drivers and changes to soil pattern and process. In this paper we focus on the freshwater wetlands; sea level rise is specifically addressed in prior work. The decreased rainfall scenario produced marked changes across the system in comparison to the Baseline scenario. Most notably, muck fire risk was elevated for 49% of the period of simulation in one of the three indicator regions. Surface water flow velocity slowed drastically across most of the system, which may impair soil processes related to maintaining landscape patterning. Due to lower flow volumes, this scenario produced decreases in parameters related to flow-loading, such as phosphorus accumulation in the soil, and methylmercury production risk. The increased rainfall scenario was hydrologically similar to the Baseline scenario due to existing water management rules. A key change was phosphorus accumulation in the soil, an effect of flow-loading due to higher inflow from water control structures in this scenario.
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Affiliation(s)
- Hilary Flower
- Eckerd College, 4200 54th Ave S, St. Petersburg, FL, 33711, USA.
- School of Geosciences, University of South Florida, 4202 E. Fowler Ave, Tampa, FL, 33620, USA.
| | - Mark Rains
- School of Geosciences, University of South Florida, 4202 E. Fowler Ave, Tampa, FL, 33620, USA
| | - H Carl Fitz
- School of Geosciences, University of South Florida, 4202 E. Fowler Ave, Tampa, FL, 33620, USA
- EcoLandMod, Inc., 1936 Harbortown Drive, Fort Pierce, FL, 34946, USA
| | | | - Susan Newman
- Everglades Systems Assessment Section, South Florida Water Management District, 8894 Belvedere Road, Bldg 374, West Palm Beach, FL, 33411, USA
| | - Todd Z Osborne
- Whitney Laboratory for Marine Bioscience, University of Florida, St. Augustine, FL, 32080, USA
- Wetland Biogeochemistry Laboratory, Soil and Water Science Department, University of Florida, Gainesville, FL, 32611, USA
| | - K Ramesh Reddy
- Wetland Biogeochemistry Laboratory, Soil and Water Science Department, University of Florida, Gainesville, FL, 32611, USA
| | - Jayantha Obeysekera
- Sea Level Solutions Center, Florida International University, 11200 SW 8th St, Miami, FL, 33199, USA
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Braswell AE, Heffernan JB. Coastal Wetland Distributions: Delineating Domains of Macroscale Drivers and Local Feedbacks. Ecosystems 2019. [DOI: 10.1007/s10021-018-0332-3] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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Zweig CL, Newman S, Saunders CJ, Sklar FH, Kitchens WM. Deviations on a theme: Peat patterning in sub-tropical landscapes. Ecol Modell 2018. [DOI: 10.1016/j.ecolmodel.2018.01.008] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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Harvey JW, Wetzel PR, Lodge TE, Engel VC, Ross MS. Role of a naturally varying flow regime in Everglades restoration. Restor Ecol 2017. [DOI: 10.1111/rec.12558] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Affiliation(s)
- Jud W. Harvey
- U.S. Geological Survey; MS 430, Reston VA 20192 U.S.A
| | - Paul R. Wetzel
- Smith College; Center for the Environment; Northampton MA 01063 U.S.A
| | - Thomas E. Lodge
- Thomas E. Lodge Ecological Advisors Inc.; 2420 Indian Mound Trail, Coral Gables FL 33134 U.S.A
| | - Victor C. Engel
- U.S. Geological Survey; 7920 NW 71st Street, Gainesville FL 32653 U.S.A
| | - Michael S. Ross
- Florida International University; Department of Earth and the Environment; 11200 SW 8th Street, Miami FL 33199 U.S.A
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Restoring the foundation of the Everglades ecosystem: assessment of edaphic responses to hydrologic restoration scenarios. Restor Ecol 2017. [DOI: 10.1111/rec.12496] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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Choi J, Harvey JW. Predicting outcomes of restored Everglades high flow: a model system for scientifically managed floodplains. Restor Ecol 2016. [DOI: 10.1111/rec.12479] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Jay Choi
- U.S. Geological Survey; MS 430 Reston VA 20192 U.S.A
| | - Jud W. Harvey
- U.S. Geological Survey; MS 430 Reston VA 20192 U.S.A
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Yurek S, DeAngelis DL, Trexler JC, Klassen JA, Larsen LG. Persistence and diversity of directional landscape connectivity improves biomass pulsing in simulations of expanding and contracting wetlands. ECOLOGICAL COMPLEXITY 2016. [DOI: 10.1016/j.ecocom.2016.08.004] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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Wetzel PR, Sah JP, Ross MS. Tree islands: the bellwether of Everglades ecosystem function and restoration success. Restor Ecol 2016. [DOI: 10.1111/rec.12428] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Affiliation(s)
- Paul R. Wetzel
- Center for the Environment, Ecological Design and Sustainability Smith College Northampton MA U.S.A
| | - Jay P. Sah
- Southeast Environmental Research Center Florida International University Miami FL U.S.A
| | - Michael S. Ross
- Southeast Environmental Research Center Florida International University Miami FL U.S.A
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Nungesser M, Saunders C, Coronado-Molina C, Obeysekera J, Johnson J, McVoy C, Benscoter B. Potential effects of climate change on Florida's Everglades. ENVIRONMENTAL MANAGEMENT 2015; 55:824-835. [PMID: 25549995 DOI: 10.1007/s00267-014-0417-5] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/15/2013] [Accepted: 11/30/2014] [Indexed: 06/04/2023]
Abstract
Restoration efforts in Florida's Everglades focus on preserving and restoring this unique wetland's natural landscape. Because most of the Everglades is a freshwater peatland, it requires surplus rainfall to remain a peatland. Restoration plans generally assume a stable climate, yet projections of altered climate over a 50-year time horizon suggest that this assumption may be inappropriate. Using a legacy regional hydrological model, we simulated combinations of a temperature rise of 1.5 °C, a ± 10% change in rainfall, and a 0.46 m sea level rise relative to base conditions. The scenario of increased evapotranspiration and increased rainfall produced a slight increase in available water. In contrast, the more likely scenario of increased evapotranspiration and decreased rainfall lowered median water depths by 5-114 cm and shortened inundation duration periods by 5-45%. Sea level rise increased stages and inundation duration in southern Everglades National Park. These ecologically significant decreases in water depths and inundation duration periods would greatly alter current ecosystems through severe droughts, peat loss and carbon emissions, wildfires, loss of the unique ridge and slough patterns, large shifts in plant and animal communities, and increased exotic species invasions. These results suggest using adaptive restoration planning, a method that explicitly incorporates large climatic and environmental uncertainties into long-term ecosystem restoration plans, structural design, and management. Anticipated water constraints necessitate alternative approaches to restoration, including maintaining critical landscapes and facilitating transitions in others. Accommodating these uncertainties may improve the likelihood of restoration success.
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Affiliation(s)
- M Nungesser
- South Florida Water Management District, 3301 Gun Club Rd., West Palm Beach, FL, 33406, USA,
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Convertino M, Foran CM, Keisler JM, Scarlett L, LoSchiavo A, Kiker GA, Linkov I. Enhanced adaptive management: integrating decision analysis, scenario analysis and environmental modeling for the Everglades. Sci Rep 2013; 3:2922. [PMID: 24113217 PMCID: PMC3795397 DOI: 10.1038/srep02922] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2013] [Accepted: 09/19/2013] [Indexed: 11/08/2022] Open
Abstract
We propose to enhance existing adaptive management efforts with a decision-analytical approach that can guide the initial selection of robust restoration alternative plans and inform the need to adjust these alternatives in the course of action based on continuously acquired monitoring information and changing stakeholder values. We demonstrate an application of enhanced adaptive management for a wetland restoration case study inspired by the Florida Everglades restoration effort. We find that alternatives designed to reconstruct the pre-drainage flow may have a positive ecological impact, but may also have high operational costs and only marginally contribute to meeting other objectives such as reduction of flooding. Enhanced adaptive management allows managers to guide investment in ecosystem modeling and monitoring efforts through scenario and value of information analyses to support optimal restoration strategies in the face of uncertain and changing information.
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Affiliation(s)
- Matteo Convertino
- Contractor, United States Army Corps of Engineers, Engineering Research and Development Center, Vicksburg, MS
- Current address: University of Minnesota
| | - Christy M. Foran
- United States Army Corps of Engineers, Engineering Research and Development Center, Vicksburg, MS
| | - Jeffrey M. Keisler
- University of Massachusetts, Boston, Department of Management Science and Information Systems, Boston MA
| | - Lynn Scarlett
- Resources for the Future, Center for the Management of Ecological Wealth, Washington, DC
| | - Andy LoSchiavo
- US Army Corps of Engineers, Jacksonville District, Planning Divison – Environmental Branch, Jacksonville, FL
| | - Gregory A. Kiker
- Agricultural and Biological Engineering, University of Florida, Gainesville, FL
- Current address: University of Minnesota
| | - Igor Linkov
- United States Army Corps of Engineers, Engineering Research and Development Center, Vicksburg, MS
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Heffernan JB, Watts DL, Cohen MJ. Discharge competence and pattern formation in peatlands: a meta-ecosystem model of the Everglades ridge-slough landscape. PLoS One 2013; 8:e64174. [PMID: 23671708 PMCID: PMC3650074 DOI: 10.1371/journal.pone.0064174] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2012] [Accepted: 04/12/2013] [Indexed: 11/20/2022] Open
Abstract
Regular landscape patterning arises from spatially-dependent feedbacks, and can undergo catastrophic loss in response to changing landscape drivers. The central Everglades (Florida, USA) historically exhibited regular, linear, flow-parallel orientation of high-elevation sawgrass ridges and low-elevation sloughs that has degraded due to hydrologic modification. In this study, we use a meta-ecosystem approach to model a mechanism for the establishment, persistence, and loss of this landscape. The discharge competence (or self-organizing canal) hypothesis assumes non-linear relationships between peat accretion and water depth, and describes flow-dependent feedbacks of microtopography on water depth. Closed-form model solutions demonstrate that 1) this mechanism can produce spontaneous divergence of local elevation; 2) divergent and homogenous states can exhibit global bi-stability; and 3) feedbacks that produce divergence act anisotropically. Thus, discharge competence and non-linear peat accretion dynamics may explain the establishment, persistence, and loss of landscape pattern, even in the absence of other spatial feedbacks. Our model provides specific, testable predictions that may allow discrimination between the self-organizing canal hypotheses and competing explanations. The potential for global bi-stability suggested by our model suggests that hydrologic restoration may not re-initiate spontaneous pattern establishment, particularly where distinct soil elevation modes have been lost. As a result, we recommend that management efforts should prioritize maintenance of historic hydroperiods in areas of conserved pattern over restoration of hydrologic regimes in degraded regions. This study illustrates the value of simple meta-ecosystem models for investigation of spatial processes.
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Affiliation(s)
- James B Heffernan
- Nicholas School of the Environment, Duke University, Durham, North Carolina, USA.
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Serna A, Richards JH, Scinto LJ. Plant decomposition in wetlands: effects of hydrologic variation in a re-created everglades. JOURNAL OF ENVIRONMENTAL QUALITY 2013; 42:562-572. [PMID: 23673849 DOI: 10.2134/jeq2012.0201] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/02/2023]
Abstract
The effects of water depth and flow on marsh plant litter decomposition and soil chemistry were measured in the Loxahatchee Impoundment Landscape Assessment (LILA) facility (Boynton Beach, FL), where macrocosms mimic Everglades ridge-and-slough landscape features. Experiments were conducted in two macrocosms that differed in flow but had ridge, shallow slough, and deep slough habitats that differed in water depth. Decomposition of three common Everglades species, Crantz, Torr., and Aiton, were measured using litter bags incubated in the macrocosms under both wet and dry conditions. Litter decomposition was similar among flow treatments and habitats but differed by species and between wet and dry conditions. Decomposition rates from fastest to slowest were > > litter had more total P than the other two species, confirming the importance of P availability in controlling decomposition in the Everglades. Planted species had no effect on soil nutrient content during the ~4 yr of plant growth. Average water velocities of ~0.5 cm s attained in the flow treatment had no effect on decomposition or soil chemistry. The plant species used in this study are major contributors to Everglades' organic soils, so their decomposition rates can be used to parameterize models for how restoration manipulations will affect soil-building processes and to predict the temporal sequence of landscape responses to these manipulations. The results suggest that longer periods and flows greater than studied here may be necessary to see restoration effects on soil building processes.
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Larsen LG, Choi J, Nungesser MK, Harvey JW. Directional connectivity in hydrology and ecology. ECOLOGICAL APPLICATIONS : A PUBLICATION OF THE ECOLOGICAL SOCIETY OF AMERICA 2012; 22:2204-20. [PMID: 23387120 DOI: 10.1890/11-1948.1] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/22/2023]
Abstract
Quantifying hydrologic and ecological connectivity has contributed to understanding transport and dispersal processes and assessing ecosystem degradation or restoration potential. However, there has been little synthesis across disciplines. The growing field of ecohydrology and recent recognition that loss of hydrologic connectivity is leading to a global decline in biodiversity underscore the need for a unified connectivity concept. One outstanding need is a way to quantify directional connectivity that is consistent, robust to variations in sampling, and transferable across scales or environmental settings. Understanding connectivity in a particular direction (e.g., streamwise, along or across gradient, between sources and sinks, along cardinal directions) provides critical information for predicting contaminant transport, planning conservation corridor design, and understanding how landscapes or hydroscapes respond to directional forces like wind or water flow. Here we synthesize progress on quantifying connectivity and develop a new strategy for evaluating directional connectivity that benefits from use of graph theory in ecology and percolation theory in hydrology. The directional connectivity index (DCI) is a graph-theory based, multiscale metric that is generalizable to a range of different structural and functional connectivity applications. It exhibits minimal sensitivity to image rotation or resolution within a given range and responds intuitively to progressive, unidirectional change. Further, it is linearly related to the integral connectivity scale length--a metric common in hydrology that correlates well with actual fluxes--but is less computationally challenging and more readily comparable across different landscapes. Connectivity-orientation curves (i.e., directional connectivity computed over a range of headings) provide a quantitative, information-dense representation of environmental structure that can be used for comparison or detection of subtle differences in the physical-biological feedbacks driving pattern formation. Case-study application of the DCI to the Everglades in south Florida revealed that loss of directional hydrologic connectivity occurs more rapidly and is a more sensitive indicator of declining ecosystem function than other metrics (e.g., habitat area) used previously. Here and elsewhere, directional connectivity can provide insight into landscape drivers and processes, act as an early-warning indicator of environmental degradation, and serve as a planning tool or performance measure for conservation and restoration efforts.
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Affiliation(s)
- Laurel G Larsen
- National Research Program, U.S. Geological Survey, Reston, Virginia 20192, USA.
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McKenzie-Gopsill A, Kirk H, Drunen WV, Freeland JR, Dorken ME. No evidence for niche segregation in a North American Cattail (Typha) species complex. Ecol Evol 2012; 2:952-61. [PMID: 22837840 PMCID: PMC3399161 DOI: 10.1002/ece3.225] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2011] [Revised: 01/16/2012] [Accepted: 01/19/2012] [Indexed: 11/09/2022] Open
Abstract
Interspecific hybridization can lead to a breakdown of species boundaries, and is of particular concern in cases in which one of the parental species is invasive. Cattails (Typha spp.) have increased their abundance in the Great Lakes region of North America over the past 150 years. This increase in the distribution of cattails is associated with hybridization between broad-leaved (Typha latifolia) and narrow-leaved cattails (T. angustifolia). The resulting hybrids occur predominantly as F(1)s, which are known as T. × glauca, although later-generation hybrids have also been documented. It has been proposed that in sympatric populations, the parental species and hybrids are often spatially segregated according to growth in contrasting water depths, and that this should promote the maintenance of parental species. In this study, we tested the hypothesis that the two species and their hybrids segregate along a water-depth gradient at sites where they are sympatric. We identified the two parental species and their hybrids using molecular genetic markers (SSR), and measured shoot elevations (a proxy for water depth) at 18 sites in Southern Ontario, Canada. We found no evidence for niche segregation among species based on elevation. Our data indicate that all three lineages compete for similar habitat where they co-occur suggesting that there is potential for an overall loss of biodiversity in the species complex, particularly if the hybrid lineage is more vigorous compared to the parental species, as has been suggested by other authors.
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Affiliation(s)
- Andrew McKenzie-Gopsill
- Department of Biology, Trent University 1600 West Bank Drive, Peterborough, ON, K9J 7B8, Canada
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Osborne TZ, Bruland GL, Newman S, Reddy KR, Grunwald S. Spatial distributions and eco-partitioning of soil biogeochemical properties in the Everglades National Park. ENVIRONMENTAL MONITORING AND ASSESSMENT 2011; 183:395-408. [PMID: 21374053 DOI: 10.1007/s10661-011-1928-7] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/21/2010] [Accepted: 02/08/2011] [Indexed: 05/30/2023]
Abstract
Large-scale ecosystem restoration efforts, such as those in the Florida Everglades, can be long-term and resource intensive. To gauge success, restoration efforts must have a means to evaluate positive or negative results of instituted activities. Edaphic properties across the Everglades landscape have been determined to be a valuable metric for such evaluation, and as such, a baseline condition from which to make future comparisons and track ecosystem response is necessary. The objectives of this work were to document this baseline condition in the southern most hydrologic unit of the Everglades, Everglades National Park (ENP), and to determine if significant eco-partitioning of soil attributes exists that would suggest the need to focus monitoring efforts in particular eco-types within the ENP landscape. A total of 342 sites were sampled via soil coring and parameters such as total phosphorus (TP), total nitrogen (TN), total carbon (TC), total calcium, total magnesium, and bulk density were measured at three depth increments in the soil profile (floc, 0-10 cm, and 10-20 cm). Geostatistical analysis and GIS applications were employed to interpolate site-specific biogeochemical properties of soils across the entire extent of the ENP. Spatial patterns and eco-type comparisons suggest TC and TN to be highest in Shark River Slough (SRS) and the mangrove interface (MI), following trends of greatest organic soil accumulation. However, TP patterns suggest greatest storages in MI, SRS, and western marl and wet prairies. Eco-partitioning of soil constituents suggest local drivers of geology and hydrology are significant in determining potential areas to focus monitoring for future change detection.
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Affiliation(s)
- Todd Z Osborne
- Soil and Water Science Department, University of Florida, 106 Newell Hall, PO Box 110510, Gainesville, FL 32611-0510, USA.
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