Vegetation type mapping in Southern Patagonia and its relationship with ecosystem services, soil carbon stock, and biodiversity

Vegetation Type (VT) mapping using Optical Earth observation data is essential for the management and conservation of natural resources, as well as for the evaluation of the supply of provisioning ecosystem services (ESs), the maintenance of ecosystem functions, and the conservation of biodiversity in anthropized environments. The main objective of the present work was to determine the spatial patterns of VTs related to climatic, topographic, and spectral variables across Santa Cruz province (Southern Patagonia, Argentina) in order to improve our understanding of land use cover at the regional scale. Also, we examined the spatial relationship between VTs and potential biodiversity (PB), ESs, and soil organic content (SOC) across our study region. We sampled 59,285 sites sorted into 19 major categories of land cover with a reliable discrimination level from field measurements. We selected 31 potential predictive environmental dataset covariates, which represent key factors for the spatial distribution of land cover such as climate (four), topography (three), and spectral (24) factors. All covariate maps were generated or uploaded to the Google Earth Engine cloud-based computing platform for subsequent modeling. A total of 270,292 sampling points were used for validation of the obtained classification map. The main land cover area estimates extracted from the map at the regional level identified about 142,085 km2 of grasslands (representing 58.1% of the total area), 38,355 km2 of Mata Negra Matorral thicket (15.7%), and about 25,189 km2 of bare soil (10.3%). From validation, the Overall Accuracy and the Kappa coefficient values for the classification map were 90.40% and 0.87, respectively. Pure and mixed forests presented the maximum SOC (11.3–11.8 kg m−2), followed by peatlands (10.6 kg m−2) and deciduous Nothofagus forests (10.5 kg m−2). The potential biodiversity was higher in some shrublands (64.1% in Mata Verde shrublands and 63.7% in mixed shrublands) and was comparable to those values found for open deciduous forests (Nothofagus antarctica forest with 60.4%). The provision of ESs presented maximum values at pure evergreen forests (56.7%) and minimum values at some shrubland types (Mata Negra Matorral thicket and mixed shrubland) and steppe grasslands (29.7–30.9%). This study has provided an accurate land cover and VT map that provides crucial information for ecological studies, biodiversity conservation, vegetation management and restoration, and regional strategic decision-making.

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Main Authors: Peri, Pablo Luis, Gaitan, Juan José, Diaz, Boris Gaston, Almonacid, Leandro, Morales, Cristian Gabriel, Ferrer, Francisco, Lasagno, Romina Gisele, Rodríguez‑Souilla, Julián, Martínez Pastur, Guillermo José
Format: info:ar-repo/semantics/artículo biblioteca
Language:eng
Published: MDPI 2024-02-29
Subjects:Rangelands, Livestock, Carbon, Ecosystem Services, Vegetation, Resource Conservation, Soil Organic Carbon, Forests, Grasslands, Scrublands, Tierras de pastos, Ganado, Biodiversidad, Carbono, Servicios de los Ecosistemas, Vegetación, Conservación de los Recursos, Carbono Orgánico del Suelo, Nothofagus Pumilio, Bosque, Pastizales, Tierras de Matorral, Santa Cruz (Argentina), Biodiversity, Carbon Balance, Provisioning Ecosystem Services, Ecosystem Functions, Spatial Patterns, Land Use Cover, Steppe Grasslands, Mata Negra Matorral Thicket, Bare Soil, Nothofagus Pumilio Forest, Nothofagus Antarctica Forest, PEBANPA Network, Balance de Carbono, Servicios Ecosistémicos de Provisión, Funciones del Ecosistema, Patrones Espaciales, Cobertura del Uso de la Tierra, Matorral Mata Negra, Suelo Desnudo, Bosques de Nothofagus Pumilio, Bosque de Nothofagus Antarctica, Red PEBANPA, Región Patagónica,
Online Access:http://hdl.handle.net/20.500.12123/16897
https://www.mdpi.com/2071-1050/16/5/2025
https://doi.org/10.3390/su16052025
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id oai:localhost:20.500.12123-16897
record_format koha
institution INTA AR
collection DSpace
country Argentina
countrycode AR
component Bibliográfico
access En linea
databasecode dig-inta-ar
tag biblioteca
region America del Sur
libraryname Biblioteca Central del INTA Argentina
language eng
topic Rangelands
Livestock
Carbon
Ecosystem Services
Vegetation
Resource Conservation
Soil Organic Carbon
Forests
Grasslands
Scrublands
Tierras de pastos
Ganado
Biodiversidad
Carbono
Servicios de los Ecosistemas
Vegetación
Conservación de los Recursos
Carbono Orgánico del Suelo
Nothofagus Pumilio
Bosque
Pastizales
Tierras de Matorral
Santa Cruz (Argentina)
Biodiversity
Carbon Balance
Provisioning Ecosystem Services
Ecosystem Functions
Spatial Patterns
Land Use Cover
Steppe Grasslands
Mata Negra Matorral Thicket
Bare Soil
Nothofagus Pumilio Forest
Nothofagus Antarctica Forest
PEBANPA Network
Balance de Carbono
Servicios Ecosistémicos de Provisión
Funciones del Ecosistema
Patrones Espaciales
Cobertura del Uso de la Tierra
Matorral Mata Negra
Suelo Desnudo
Bosques de Nothofagus Pumilio
Bosque de Nothofagus Antarctica
Red PEBANPA
Región Patagónica
Rangelands
Livestock
Carbon
Ecosystem Services
Vegetation
Resource Conservation
Soil Organic Carbon
Forests
Grasslands
Scrublands
Tierras de pastos
Ganado
Biodiversidad
Carbono
Servicios de los Ecosistemas
Vegetación
Conservación de los Recursos
Carbono Orgánico del Suelo
Nothofagus Pumilio
Bosque
Pastizales
Tierras de Matorral
Santa Cruz (Argentina)
Biodiversity
Carbon Balance
Provisioning Ecosystem Services
Ecosystem Functions
Spatial Patterns
Land Use Cover
Steppe Grasslands
Mata Negra Matorral Thicket
Bare Soil
Nothofagus Pumilio Forest
Nothofagus Antarctica Forest
PEBANPA Network
Balance de Carbono
Servicios Ecosistémicos de Provisión
Funciones del Ecosistema
Patrones Espaciales
Cobertura del Uso de la Tierra
Matorral Mata Negra
Suelo Desnudo
Bosques de Nothofagus Pumilio
Bosque de Nothofagus Antarctica
Red PEBANPA
Región Patagónica
spellingShingle Rangelands
Livestock
Carbon
Ecosystem Services
Vegetation
Resource Conservation
Soil Organic Carbon
Forests
Grasslands
Scrublands
Tierras de pastos
Ganado
Biodiversidad
Carbono
Servicios de los Ecosistemas
Vegetación
Conservación de los Recursos
Carbono Orgánico del Suelo
Nothofagus Pumilio
Bosque
Pastizales
Tierras de Matorral
Santa Cruz (Argentina)
Biodiversity
Carbon Balance
Provisioning Ecosystem Services
Ecosystem Functions
Spatial Patterns
Land Use Cover
Steppe Grasslands
Mata Negra Matorral Thicket
Bare Soil
Nothofagus Pumilio Forest
Nothofagus Antarctica Forest
PEBANPA Network
Balance de Carbono
Servicios Ecosistémicos de Provisión
Funciones del Ecosistema
Patrones Espaciales
Cobertura del Uso de la Tierra
Matorral Mata Negra
Suelo Desnudo
Bosques de Nothofagus Pumilio
Bosque de Nothofagus Antarctica
Red PEBANPA
Región Patagónica
Rangelands
Livestock
Carbon
Ecosystem Services
Vegetation
Resource Conservation
Soil Organic Carbon
Forests
Grasslands
Scrublands
Tierras de pastos
Ganado
Biodiversidad
Carbono
Servicios de los Ecosistemas
Vegetación
Conservación de los Recursos
Carbono Orgánico del Suelo
Nothofagus Pumilio
Bosque
Pastizales
Tierras de Matorral
Santa Cruz (Argentina)
Biodiversity
Carbon Balance
Provisioning Ecosystem Services
Ecosystem Functions
Spatial Patterns
Land Use Cover
Steppe Grasslands
Mata Negra Matorral Thicket
Bare Soil
Nothofagus Pumilio Forest
Nothofagus Antarctica Forest
PEBANPA Network
Balance de Carbono
Servicios Ecosistémicos de Provisión
Funciones del Ecosistema
Patrones Espaciales
Cobertura del Uso de la Tierra
Matorral Mata Negra
Suelo Desnudo
Bosques de Nothofagus Pumilio
Bosque de Nothofagus Antarctica
Red PEBANPA
Región Patagónica
Peri, Pablo Luis
Gaitan, Juan José
Diaz, Boris Gaston
Almonacid, Leandro
Morales, Cristian Gabriel
Ferrer, Francisco
Lasagno, Romina Gisele
Rodríguez‑Souilla, Julián
Martínez Pastur, Guillermo José
Vegetation type mapping in Southern Patagonia and its relationship with ecosystem services, soil carbon stock, and biodiversity
description Vegetation Type (VT) mapping using Optical Earth observation data is essential for the management and conservation of natural resources, as well as for the evaluation of the supply of provisioning ecosystem services (ESs), the maintenance of ecosystem functions, and the conservation of biodiversity in anthropized environments. The main objective of the present work was to determine the spatial patterns of VTs related to climatic, topographic, and spectral variables across Santa Cruz province (Southern Patagonia, Argentina) in order to improve our understanding of land use cover at the regional scale. Also, we examined the spatial relationship between VTs and potential biodiversity (PB), ESs, and soil organic content (SOC) across our study region. We sampled 59,285 sites sorted into 19 major categories of land cover with a reliable discrimination level from field measurements. We selected 31 potential predictive environmental dataset covariates, which represent key factors for the spatial distribution of land cover such as climate (four), topography (three), and spectral (24) factors. All covariate maps were generated or uploaded to the Google Earth Engine cloud-based computing platform for subsequent modeling. A total of 270,292 sampling points were used for validation of the obtained classification map. The main land cover area estimates extracted from the map at the regional level identified about 142,085 km2 of grasslands (representing 58.1% of the total area), 38,355 km2 of Mata Negra Matorral thicket (15.7%), and about 25,189 km2 of bare soil (10.3%). From validation, the Overall Accuracy and the Kappa coefficient values for the classification map were 90.40% and 0.87, respectively. Pure and mixed forests presented the maximum SOC (11.3–11.8 kg m−2), followed by peatlands (10.6 kg m−2) and deciduous Nothofagus forests (10.5 kg m−2). The potential biodiversity was higher in some shrublands (64.1% in Mata Verde shrublands and 63.7% in mixed shrublands) and was comparable to those values found for open deciduous forests (Nothofagus antarctica forest with 60.4%). The provision of ESs presented maximum values at pure evergreen forests (56.7%) and minimum values at some shrubland types (Mata Negra Matorral thicket and mixed shrubland) and steppe grasslands (29.7–30.9%). This study has provided an accurate land cover and VT map that provides crucial information for ecological studies, biodiversity conservation, vegetation management and restoration, and regional strategic decision-making.
format info:ar-repo/semantics/artículo
topic_facet Rangelands
Livestock
Carbon
Ecosystem Services
Vegetation
Resource Conservation
Soil Organic Carbon
Forests
Grasslands
Scrublands
Tierras de pastos
Ganado
Biodiversidad
Carbono
Servicios de los Ecosistemas
Vegetación
Conservación de los Recursos
Carbono Orgánico del Suelo
Nothofagus Pumilio
Bosque
Pastizales
Tierras de Matorral
Santa Cruz (Argentina)
Biodiversity
Carbon Balance
Provisioning Ecosystem Services
Ecosystem Functions
Spatial Patterns
Land Use Cover
Steppe Grasslands
Mata Negra Matorral Thicket
Bare Soil
Nothofagus Pumilio Forest
Nothofagus Antarctica Forest
PEBANPA Network
Balance de Carbono
Servicios Ecosistémicos de Provisión
Funciones del Ecosistema
Patrones Espaciales
Cobertura del Uso de la Tierra
Matorral Mata Negra
Suelo Desnudo
Bosques de Nothofagus Pumilio
Bosque de Nothofagus Antarctica
Red PEBANPA
Región Patagónica
author Peri, Pablo Luis
Gaitan, Juan José
Diaz, Boris Gaston
Almonacid, Leandro
Morales, Cristian Gabriel
Ferrer, Francisco
Lasagno, Romina Gisele
Rodríguez‑Souilla, Julián
Martínez Pastur, Guillermo José
author_facet Peri, Pablo Luis
Gaitan, Juan José
Diaz, Boris Gaston
Almonacid, Leandro
Morales, Cristian Gabriel
Ferrer, Francisco
Lasagno, Romina Gisele
Rodríguez‑Souilla, Julián
Martínez Pastur, Guillermo José
author_sort Peri, Pablo Luis
title Vegetation type mapping in Southern Patagonia and its relationship with ecosystem services, soil carbon stock, and biodiversity
title_short Vegetation type mapping in Southern Patagonia and its relationship with ecosystem services, soil carbon stock, and biodiversity
title_full Vegetation type mapping in Southern Patagonia and its relationship with ecosystem services, soil carbon stock, and biodiversity
title_fullStr Vegetation type mapping in Southern Patagonia and its relationship with ecosystem services, soil carbon stock, and biodiversity
title_full_unstemmed Vegetation type mapping in Southern Patagonia and its relationship with ecosystem services, soil carbon stock, and biodiversity
title_sort vegetation type mapping in southern patagonia and its relationship with ecosystem services, soil carbon stock, and biodiversity
publisher MDPI
publishDate 2024-02-29
url http://hdl.handle.net/20.500.12123/16897
https://www.mdpi.com/2071-1050/16/5/2025
https://doi.org/10.3390/su16052025
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spelling oai:localhost:20.500.12123-168972024-03-04T10:08:58Z Vegetation type mapping in Southern Patagonia and its relationship with ecosystem services, soil carbon stock, and biodiversity Peri, Pablo Luis Gaitan, Juan José Diaz, Boris Gaston Almonacid, Leandro Morales, Cristian Gabriel Ferrer, Francisco Lasagno, Romina Gisele Rodríguez‑Souilla, Julián Martínez Pastur, Guillermo José Rangelands Livestock Carbon Ecosystem Services Vegetation Resource Conservation Soil Organic Carbon Forests Grasslands Scrublands Tierras de pastos Ganado Biodiversidad Carbono Servicios de los Ecosistemas Vegetación Conservación de los Recursos Carbono Orgánico del Suelo Nothofagus Pumilio Bosque Pastizales Tierras de Matorral Santa Cruz (Argentina) Biodiversity Carbon Balance Provisioning Ecosystem Services Ecosystem Functions Spatial Patterns Land Use Cover Steppe Grasslands Mata Negra Matorral Thicket Bare Soil Nothofagus Pumilio Forest Nothofagus Antarctica Forest PEBANPA Network Balance de Carbono Servicios Ecosistémicos de Provisión Funciones del Ecosistema Patrones Espaciales Cobertura del Uso de la Tierra Matorral Mata Negra Suelo Desnudo Bosques de Nothofagus Pumilio Bosque de Nothofagus Antarctica Red PEBANPA Región Patagónica Vegetation Type (VT) mapping using Optical Earth observation data is essential for the management and conservation of natural resources, as well as for the evaluation of the supply of provisioning ecosystem services (ESs), the maintenance of ecosystem functions, and the conservation of biodiversity in anthropized environments. The main objective of the present work was to determine the spatial patterns of VTs related to climatic, topographic, and spectral variables across Santa Cruz province (Southern Patagonia, Argentina) in order to improve our understanding of land use cover at the regional scale. Also, we examined the spatial relationship between VTs and potential biodiversity (PB), ESs, and soil organic content (SOC) across our study region. We sampled 59,285 sites sorted into 19 major categories of land cover with a reliable discrimination level from field measurements. We selected 31 potential predictive environmental dataset covariates, which represent key factors for the spatial distribution of land cover such as climate (four), topography (three), and spectral (24) factors. All covariate maps were generated or uploaded to the Google Earth Engine cloud-based computing platform for subsequent modeling. A total of 270,292 sampling points were used for validation of the obtained classification map. The main land cover area estimates extracted from the map at the regional level identified about 142,085 km2 of grasslands (representing 58.1% of the total area), 38,355 km2 of Mata Negra Matorral thicket (15.7%), and about 25,189 km2 of bare soil (10.3%). From validation, the Overall Accuracy and the Kappa coefficient values for the classification map were 90.40% and 0.87, respectively. Pure and mixed forests presented the maximum SOC (11.3–11.8 kg m−2), followed by peatlands (10.6 kg m−2) and deciduous Nothofagus forests (10.5 kg m−2). The potential biodiversity was higher in some shrublands (64.1% in Mata Verde shrublands and 63.7% in mixed shrublands) and was comparable to those values found for open deciduous forests (Nothofagus antarctica forest with 60.4%). The provision of ESs presented maximum values at pure evergreen forests (56.7%) and minimum values at some shrubland types (Mata Negra Matorral thicket and mixed shrubland) and steppe grasslands (29.7–30.9%). This study has provided an accurate land cover and VT map that provides crucial information for ecological studies, biodiversity conservation, vegetation management and restoration, and regional strategic decision-making. EEA Santa Cruz Fil: Peri, Pablo Luis. Instituto Nacional de Tecnología Agropecuaria (INTA). Estación Experimental Agropecuaria Santa Cruz; Argentina. Fil: Peri, Pablo Luis. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina. Fil: Peri, Pablo Luis. Universidad Nacional de la Patagonia Austral (UNPA); Argentina. Fil: Gaitan, Juan José. Universidad Nacional de Luján; Argentina. Fil: Gaitan, Juan José. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina. Fil: Diaz, Boris Gaston. Instituto Nacional de Tecnología Agropecuaria (INTA). Estación Experimental Agropecuaria Santa Cruz; Argentina. Fil: Almonacid, Leandro. Municipalidad de Río Gallegos. CONVENIO INTA. Santa Cruz; Argentina. Fil: Almonacid, Leandro. Instituto Nacional de Tecnología Agropecuaria (INTA). Estación Experimental Agropecuaria Santa Cruz; Argentina. Fil: Morales, Cristian Gabriel. Instituto Nacional de Tecnología Agropecuaria (INTA). Estación Experimental Agropecuaria Santa Cruz; Argentina. Fil: Ferrer, Francisco. Consejo Nacional de Investigaciones Científicas y Técnicas; Argentina. Fil: Ferrer, Francisco. Universidad Nacional de la Patagonia Austral (UNPA). Departamento de Recursos Naturales; Argentina. Fil: Ferrer, Francisco. Instituto Nacional de Tecnología Agropecuaria (INTA). Estación Experimental Agropecuaria Santa Cruz; Argentina. Fil: Lasagno, Romina Gisele. Instituto Nacional de Tecnología Agropecuaria (INTA). Estación Experimental Agropecuaria Santa Cruz; Argentina. Fil: Rodríguez‑Souilla, Julián. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Austral de Investigaciones Científicas (CADIC); Argentina. Fil: Martínez Pastur, Guillermo José. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Austral de Investigaciones Científicas (CADIC); Argentina. 2024-03-01T17:15:51Z 2024-03-01T17:15:51Z 2024-02-29 info:ar-repo/semantics/artículo info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion http://hdl.handle.net/20.500.12123/16897 https://www.mdpi.com/2071-1050/16/5/2025 Peri P.L.; Gaitán J.; Díaz B.; Almonacid L.; Morales C.; Ferrer F.; Lasagno R.; Rodríguez-Souilla J.; Martínez Pastur G. (2024) Vegetation Type mapping in Southern Patagonia and its relationship with ecosystem services, soil carbon stock, and biodiversity. Sustainability 16: e2025. https://doi.org/10.3390/su16052025 2071-1050 https://doi.org/10.3390/su16052025 eng info:eu-repograntAgreement/INTA/2019-PD-E2-I038-002, Evaluación, monitoreo y manejo de la biodiversidad en sistemas agropecuarios y forestales info:eu-repo/semantics/openAccess http://creativecommons.org/licenses/by-nc-sa/4.0/ Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0) application/pdf Patagonia .......... (general region) (World, South America, Argentina) 7016766 MDPI Sustainability 16 : e2025 (2024)