Multispectral imaging of Sphagnum canopies: measuring the spectral response of three indicator species to a fluctuating water table at Burns Bog
Date
2022-05-02
Authors
Elves, Andrew
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Abstract
Northern Canadian peatlands contain vast deposits of carbon. It is with growing urgency that we seek a better understanding of their assimilative capacity. Assimilative capacity and peat accumulation in raised bogs are linked to primary productivity of resident Sphagnum species. Understanding moisture-mediated photosynthesis of Sphagnum spp. is central to understanding peat production rates. The relationship between depth to water table fluctuation and spectral reflectance of Sphagnum moss was investigated using multispectral imaging at a recovering raised bog on the southwest coast of British Columbia, Canada. Burns Bog is a temperate oceanic ombrotrophic bog. Three ecohydrological indicator species of moss were chosen for monitoring: S. capillifolium, S. papillosum, and S. cuspidatum. Three spectral vegetation indices (SVIs) were used to characterize Sphagnum productivity: the normalized difference vegetation index 660, the chlorophyll index, and the photochemical reflectance index.
In terms of spectral sensitivity and the appropriateness of SVIs to species and field setting, we found better performance for the normalized difference vegetation index 660 in the discrimination of moisture mediated species-specific reflectance signals. The role that spatiotemporal scale and spectral mixing can have on reflectance signal fidelity was tested. We were specifically interested in the relationship between changes in the local water table and Sphagnum reflectance response, and whether shifting between close spatial scales can affect the statistical strength of this relationship. We found a loss of statistical significance when shifting from the species-specific cm2 scale to the spectrally mixed dm2 scale. This spatiospectral uncoupling of the moisture mediated reflectance signal has implications for the accuracy and reliability of upscaling from plot based measurements. In terms of species-specific moisture mediated reflectance signals, we were able to effectively discriminate between the three indicator species of Sphagnum along the hummock-to-hollow gradient. We were also able to confirm Sphagnum productivity and growth outside of the vascular growing season, establishing clear patterns of reflectance correlated with changes in the local moisture regime. The strongest relationships for moisture mediated Sphagnum productivity were found in the hummock forming species S. capillifolium. Each indicator Sphagnum spp. of peat has distinct functional traits adapted to its preferred position along the ecohydrological gradient. We also discovered moisture mediated and species-specific reflectance phenologies. These phenospectral characteristics of Sphagnum can inform future monitoring work, including the creation of a regionally specific phenospectral library. It’s recommended that further close scale multispectral monitoring be carried out incorporating more species of moss, as well as invasive and upland species of concern. Pervasive vascular reflectance bias in remote sensing products has implications for the reliability of peatland modelling. Avoiding vascular bias, targeted spectral monitoring of Sphagnum indicator species provides a more reliable measure for the modelling of peatland productivity and carbon assimilation estimates.
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Keywords
peatland, peatland restoration, peatland monitoring, peatland modelling, peat, peat moss, multispectral, multispectral imaging, multicamera array, multitemporal, multiple linear regression, linear mixed effects, Sphagnum, sphagna, Sphagnum capillifolium, Sphagnum papillosum, Sphagnum cuspidatum, spatiospectral uncoupling, near-sensing, remote sensing, phenospectral, phenology, phenologies, phenospectral bias, phenospectral libraries, carbon assimilation, carbon dioxide, carbon dynamics, carbon emissions, carbon geographies, carbon mineralization, carbon sequestration, carbon source, carbon sink, carbon storage, irrecoverable carbon, climate forcing, methane, Ecological Restoration, restoration ecology, ecohydrology, ecohydrological restoration, hydrology, ecohydrological gradients, ecological integrity, reflectance, nature based solutions, ombrotrophic, moss, raised peatland, mires, mires, photochemical reflectance index, normalized difference vegetation index, chlorophyll index, climate change, climate forcing, climate envelope, climatope, nonvascular, vascular bias, plant functional type, plant functional types, structure equation models, spectral vegetation indices, hummock, hollow, acrotelm, catotelm, diplotelmic, biocrusts, organic soil, periodicity, moisture deficit, senescence, rejuvenescence, productivity, photosynthesis, light use efficiency, photosynthetic function, photosynthetically active radiation, water table, hydrology, rewetting, depth to water table, landscape change, landscape degradation, peat subsidence, Burns Bog