Abstract:Vegetation patterns during salt marsh restoration reflect underlying processes related to colonization, reproduction, and interactions of halotolerant plants. Examining both pattern and process during recovery is valuable for understanding and managing salt marsh restoration projects. We present a decade of vegetation dynamics during salt marsh restoration (2011–2020) at a study site in the Bay of Fundy with megatidal amplitudes, strong currents, cold winter temperatures, and ice. We mainly investigated reprod… Show more
“…Semi-diurnal tidal amplitudes in the Cumberland Basin reach more than 12 m [57]. A managed realignment salt marsh restoration project began here in 2009 under the leadership of Ducks Unlimited Canada (DUC) and partners [23,[58][59][60]. The project consists of two restoration (B, C) and two reference (A, D) sites; the study areas of focus for the present paper were the Western reference and restoration sites (A and B, Figure 1).…”
Section: Study Areamentioning
confidence: 99%
“…Sporobolus alterniflorus; [61,62]) and Spartina patens (salt marsh hay, syn. Sporobolus pumilus), which are central during restoration [23,60]. We used imagery from when the restoration was in its 11th year (2021) after dike breach, and the low-elevation bioengineer species of salt marshes in eastern North America, S. alterniflora, dominated the site.…”
Section: Study Areamentioning
confidence: 99%
“…), sea milkwort (Lysimachia maritima), seaside plantain (Plantago maritima), seaside goldenrod (Solidago sempervirens), and sea glasswort (Salicornia maritima) [59]; hereafter, we refer to these various plants by their genus names, except for the Spartina grasses. The phenological growing period of vegetation in these marshes is from early June, when above-ground biomass first emerges from below-ground roots and rhizomes, to late September, when plants begin to senesce [23]. above-ground biomass first emerges from below-ground roots and rhizomes, to late September, when plants begin to senesce [23].…”
Section: Study Areamentioning
confidence: 99%
“…The phenological growing period of vegetation in these marshes is from early June, when above-ground biomass first emerges from below-ground roots and rhizomes, to late September, when plants begin to senesce [23]. above-ground biomass first emerges from below-ground roots and rhizomes, to late September, when plants begin to senesce [23].…”
Section: Study Areamentioning
confidence: 99%
“…Major efforts are being made to restore wetlands and the beneficial services they provide [18][19][20][21]. Understanding vegetation dynamics during wetland restoration can aid in assessing and modeling the recovery trajectory, evaluating ecosystem services, and planning future restoration projects [22,23].…”
Monitoring salt marshes with remote sensing is necessary to evaluate their state and restoration. Determining appropriate techniques for this can be overwhelming. Our study provides insight into whether a pixel- or object-based Random Forest classification approach is best for mapping vegetation in north temperate salt marshes. We used input variables from drone images (raw reflectances, vegetation indices, and textural features) acquired in June, July, and August 2021 of a salt marsh restoration and reference site in Aulac, New Brunswick, Canada. We also investigated the importance of input variables and whether using landcover classes representing areas of change was a practical way to evaluate variation in the monthly images. Our results indicated that (1) the classifiers achieved overall validation accuracies of 91.1–95.2%; (2) pixel-based classifiers outperformed object-based classifiers by 1.3–2.0%; (3) input variables extracted from the August images were more important than those extracted from the June and July images; (4) certain raw reflectances, vegetation indices, and textural features were among the most important variables; and (5) classes that changed temporally were mapped with user’s and producer’s validation accuracies of 86.7–100.0%. Knowledge gained during this study will inform assessments of salt marsh restoration trajectories spanning multiple years.
“…Semi-diurnal tidal amplitudes in the Cumberland Basin reach more than 12 m [57]. A managed realignment salt marsh restoration project began here in 2009 under the leadership of Ducks Unlimited Canada (DUC) and partners [23,[58][59][60]. The project consists of two restoration (B, C) and two reference (A, D) sites; the study areas of focus for the present paper were the Western reference and restoration sites (A and B, Figure 1).…”
Section: Study Areamentioning
confidence: 99%
“…Sporobolus alterniflorus; [61,62]) and Spartina patens (salt marsh hay, syn. Sporobolus pumilus), which are central during restoration [23,60]. We used imagery from when the restoration was in its 11th year (2021) after dike breach, and the low-elevation bioengineer species of salt marshes in eastern North America, S. alterniflora, dominated the site.…”
Section: Study Areamentioning
confidence: 99%
“…), sea milkwort (Lysimachia maritima), seaside plantain (Plantago maritima), seaside goldenrod (Solidago sempervirens), and sea glasswort (Salicornia maritima) [59]; hereafter, we refer to these various plants by their genus names, except for the Spartina grasses. The phenological growing period of vegetation in these marshes is from early June, when above-ground biomass first emerges from below-ground roots and rhizomes, to late September, when plants begin to senesce [23]. above-ground biomass first emerges from below-ground roots and rhizomes, to late September, when plants begin to senesce [23].…”
Section: Study Areamentioning
confidence: 99%
“…The phenological growing period of vegetation in these marshes is from early June, when above-ground biomass first emerges from below-ground roots and rhizomes, to late September, when plants begin to senesce [23]. above-ground biomass first emerges from below-ground roots and rhizomes, to late September, when plants begin to senesce [23].…”
Section: Study Areamentioning
confidence: 99%
“…Major efforts are being made to restore wetlands and the beneficial services they provide [18][19][20][21]. Understanding vegetation dynamics during wetland restoration can aid in assessing and modeling the recovery trajectory, evaluating ecosystem services, and planning future restoration projects [22,23].…”
Monitoring salt marshes with remote sensing is necessary to evaluate their state and restoration. Determining appropriate techniques for this can be overwhelming. Our study provides insight into whether a pixel- or object-based Random Forest classification approach is best for mapping vegetation in north temperate salt marshes. We used input variables from drone images (raw reflectances, vegetation indices, and textural features) acquired in June, July, and August 2021 of a salt marsh restoration and reference site in Aulac, New Brunswick, Canada. We also investigated the importance of input variables and whether using landcover classes representing areas of change was a practical way to evaluate variation in the monthly images. Our results indicated that (1) the classifiers achieved overall validation accuracies of 91.1–95.2%; (2) pixel-based classifiers outperformed object-based classifiers by 1.3–2.0%; (3) input variables extracted from the August images were more important than those extracted from the June and July images; (4) certain raw reflectances, vegetation indices, and textural features were among the most important variables; and (5) classes that changed temporally were mapped with user’s and producer’s validation accuracies of 86.7–100.0%. Knowledge gained during this study will inform assessments of salt marsh restoration trajectories spanning multiple years.
scite is a Brooklyn-based organization that helps researchers better discover and understand research articles through Smart Citations–citations that display the context of the citation and describe whether the article provides supporting or contrasting evidence. scite is used by students and researchers from around the world and is funded in part by the National Science Foundation and the National Institute on Drug Abuse of the National Institutes of Health.