Carbon sequestration in degraded intermountain west rangelands, USA
Data files
Jun 20, 2023 version files 20.19 GB
Abstract
Rangelands are often ignored in the discussion of using management to sequester carbon but demonstrating that restoration of vast degraded rangelands might pay for itself through carbon credit markets would be a significant conservation contribution. The additional amount and cost of carbon sequestered was quantified by simulating seeding perennial grass and shrub species in sagebrush shrublands dominated by non-native annual grass and forb species (NNAGF) compared to doing nothing in a 485,623 km2 Area Of Interest (AOI) centered around Nevada, USA. Using Sentinel-2 satellite imagery, NNAGF cover was mapped across the AOI to locate areas dominated by NNAGFs. Spatial state-and-transition simulation models with a carbon stock-and-flow sub-model simulated the seeding of perennial species in NNAGF-dominated sagebrush shrublands in the Columbian Plateau ecoregion (IL Ranch, Nevada), north-central Great Basin ecoregion outside the North American Monsoon (TS-Horseshoe Ranch, Nevada), and the southeastern Great Basin ecoregion within the North American monsoon (PVMH landscape, Utah). The net biome productivity (NBP) and cost per unit area of sagebrush shrublands was quantified by simulating restoration of NNAGF to perennial vegetation over a 25-year period. The unseeded PVMH landscape, IL Ranch, and TS-Horseshoe Ranch were sinks of carbon (i.e., positive NBP) at 84, 9, and 11 g C∙m-2∙yr-1, respectively. About 58% to 90% of NBP was stored in the soil. The IL Ranch required only small levels of seeding and was a small sink of C at 0.71 ± 0.65 g C∙m-2∙yr-1, whereas the additional NBP for the seeded PVMH landscape was 19.9 ± 10.6 g C∙m-2∙yr-1. When extrapolated to the AOI, the most and least carbon stored, respectively, was in Utah (136,132 metric Ton∙yr-1, cost: $287M) and the central Great Basin (3,196 metric Ton∙yr-1, cost: $23M). Positive NBP values reported here showed that carbon sequestration in sagebrush shrublands compares favorably with those of more productive systems in the USA and worldwide.
Methods
To quantity carbon sequestration and the cost of seeding, three products were required that formed this study’s three parts: (1) an NNAGF cover index map for the Area of Interest (AOI) that allowed the identification of areas dominated by NNAGFs that could be seeded; (2) estimated net amount of carbon stored per unit area of sagebrush shrublands through restoration of NNAGF to perennial vegetation, and (3) estimated cost of storing net carbon through restoration of sagebrush shrublands per unit area. Achieving the components of the methods required that we innovatively bring together past state-and-transition simulation models focused on management scenarios from different and widely distributed Intermountain West landscapes created by The Nature Conservancy and apply carbon stock-and-flow modeling within each of these simulation models.
Overview of archived data:
There are three folders in the archived data:
(A) "AnnSpp_Estimation" is a raster map created in Google Earth Engine from several Sentinel 2 satellite imageries. This raster map (tiff format) and supporting GIS files were rendered in ESRI ARC PRO after download from Google earth Engine.
(B) (i) "Carbon_IL&TSHS" folder primarily contains the simulation database "Newmont.ssim," which requires the freeware Syncrosim (Version 2.3.12 or later; downloaded from www.apexrms.com ) and packages ST-Sim and stsimsf (obtained remotely from within Syncrosim) and the input (Newmont.ssim.input) and output (Newmont.ssim.output) folders. The Syncrosim database and input and output folders are massive (>6 GB of memory compressed). Both input and output folders were created and managed by Syncrosim during simulations and should not be tampered with as all parameters and data to run the simulations are contained within. The Authors have never worked within these folders. The Newmont.ssim contains simulation scenarios for the distinct IL Ranch and TS-Horseshoe Ranch (i.e., the same simulation library contains both independent projects. (ii) In addition to the simulation database, two folders contain all geotiff rasters (no other GIS files) that were uploaded in the Syncrosim database (i.e., already uploaded). Geotiff rasters were provided for the IL Ranch project (GIS_IL Ranch) and the TS-Horseshoe Ranch (GIS_TSHS Ranch). These geotiff rasters might be needed for upload if the simulation is conducted on a server with different directory pathway organization than the Cloud server used by this project. (iii) A "Results" folder contains all the MS Excel files of results and there analyses that were exported from the Syncrosim database (i.e., Syncrosim-trained users can reproduce our results and never open these files).
(C) (i) "Carbon_PV-MH+IP" folder primarily contains the simulation database "IP+PVMH.ssim," which requires the freeware Syncrosim (Version 2.3.12 or later; downloaded from www.apexrms.com ) and packages ST-Sim and stsimsf (obtained remotely from within Syncrosim) and the input (IP+PVMH.ssim.input) and output (IP+PVMH.ssim.output) folders. Both input and output folders were created and managed by Syncrosim during simulations and should not be tampered with as all parameters and data to run the simulations are contained within. Authors have never worked within these folders. The IP+PVMH.ssim contains simulation scenarios for the PVMH landscape, a single landscape. (ii) In addition to the simulation database, a GIS folder named "GIS" contains all geotiff rasters (no other GIS files therein) that were uploaded in the Syncrosim database (i.e., already uploaded). These geotiff rasters might be needed for upload if the simulation is conducted on a server with different directory pathway organization than the Cloud server used by this project. (iii) A "Results" folder contains all the MS Excel files of results and their analyses that were exported from the Syncrosim database (i.e., Syncrosim-trained users can reproduce our results and never open these files).
Usage notes
- Compression software to unzip files.
- ESRI ARC Pro to view/process:
- Shapefile of the project area
- Training data points
- The python script
- Final raster result of annual species % cover
- ST-Sim and stsimsf packages in SyncroSim freeware to open and simulate models (at least Version 2.3.12; Daniel et al., 2016; www.apexrms.com). Training and support from www.apexrms.com are highly recommended.