Progress in grassland cover conservation in Southern European Mountains by 2020: a transboundary assessment in the Iberian Peninsula with satellite observations (2002–2019)

Detalhes bibliográficos
Autor(a) principal: Monteiro, Antonio
Data de Publicação: 2021
Outros Autores: Carvalho-Santos, Cláudia, Lucas, Richard, Rocha, Jorge, Marques da Costa, Nuno, Giamberini, Mariasilvia, Marques da Costa, Eduarda, Fava, Francesco
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10451/49379
Resumo: Conservation and policy agendas, such as the European Biodiversity strategy, Aichi biodiversity (target 5) and Common Agriculture Policy (CAP), are overlooking the progress made in mountain grassland cover conservation by 2020, which has significant socio-ecological implications to Europe. However, because the existing data near 2020 is scarce, the shifting character of mountain grasslands remains poorly characterized, and even less is known about the conservation outcomes because of different governance regimes and map uncertainty. Our study used Landsat satellite imagery over a transboundary mountain region in the northwestern Iberian Peninsula (Peneda-Gerês) to shed light on these aspects. Supervised classifications with a multiple classifier ensemble approach (MCE) were performed, with post classification comparison of maps established and bias-corrected to identify the trajectory in grassland cover, including protected and unprotected governance regimes. By analysing class-allocation (Shannon entropy), creating 95% confidence intervals for the area estimates, and evaluating the class-allocation thematic accuracy relationship, we characterized uncertainty in the findings. The bias-corrected estimates suggest that the positive progress claimed internationally by 2020 was not achieved. Our null hypothesis to declare a positive progress (at least equality in the proportion of grassland cover of 2019 and 2002) was rejected (X2 = 1972.1, df = 1, p < 0.001). The majority of grassland cover remained stable (67.1 ± 10.1 relative to 2002), but loss (−32.8 ± 7.1% relative to 2002 grasslands cover) overcame gain areas (+11.4 ± 6.6%), indicating net loss as the prevailing pattern over the transboundary study area (−21.4%). This feature prevailed at all extents of analysis (lowlands, −22.9%; mountains, −17.9%; mountains protected, −14.4%; mountains unprotected, −19.7%). The results also evidenced that mountain protected governance regimes experienced a lower decline in grassland extent compared to unprotected. Shannon entropy values were also significantly lower in correctly classified validation sites (z = −5.69, p = 0.0001, n = 708) suggesting a relationship between the quality of pixel assignment and thematic accuracy. We therefore encourage a post-2020 conservation and policy action to safeguard mountain grasslands by enhancing the role of protected governance regimes. To reduce uncertainty, grassland gain mapping requires additional remote sensing research to find the most adequate spatial and temporal data resolution to retrieve this process.
id RCAP_da1ad3a9b7c1bc9e12bf4e44146e1211
oai_identifier_str oai:repositorio.ul.pt:10451/49379
network_acronym_str RCAP
network_name_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository_id_str 7160
spelling Progress in grassland cover conservation in Southern European Mountains by 2020: a transboundary assessment in the Iberian Peninsula with satellite observations (2002–2019)Grasslands cover mappingMultiple classifier ensembleBias-corrected area estimatesShannon entropy uncertaintyConservation policyConservation and policy agendas, such as the European Biodiversity strategy, Aichi biodiversity (target 5) and Common Agriculture Policy (CAP), are overlooking the progress made in mountain grassland cover conservation by 2020, which has significant socio-ecological implications to Europe. However, because the existing data near 2020 is scarce, the shifting character of mountain grasslands remains poorly characterized, and even less is known about the conservation outcomes because of different governance regimes and map uncertainty. Our study used Landsat satellite imagery over a transboundary mountain region in the northwestern Iberian Peninsula (Peneda-Gerês) to shed light on these aspects. Supervised classifications with a multiple classifier ensemble approach (MCE) were performed, with post classification comparison of maps established and bias-corrected to identify the trajectory in grassland cover, including protected and unprotected governance regimes. By analysing class-allocation (Shannon entropy), creating 95% confidence intervals for the area estimates, and evaluating the class-allocation thematic accuracy relationship, we characterized uncertainty in the findings. The bias-corrected estimates suggest that the positive progress claimed internationally by 2020 was not achieved. Our null hypothesis to declare a positive progress (at least equality in the proportion of grassland cover of 2019 and 2002) was rejected (X2 = 1972.1, df = 1, p < 0.001). The majority of grassland cover remained stable (67.1 ± 10.1 relative to 2002), but loss (−32.8 ± 7.1% relative to 2002 grasslands cover) overcame gain areas (+11.4 ± 6.6%), indicating net loss as the prevailing pattern over the transboundary study area (−21.4%). This feature prevailed at all extents of analysis (lowlands, −22.9%; mountains, −17.9%; mountains protected, −14.4%; mountains unprotected, −19.7%). The results also evidenced that mountain protected governance regimes experienced a lower decline in grassland extent compared to unprotected. Shannon entropy values were also significantly lower in correctly classified validation sites (z = −5.69, p = 0.0001, n = 708) suggesting a relationship between the quality of pixel assignment and thematic accuracy. We therefore encourage a post-2020 conservation and policy action to safeguard mountain grasslands by enhancing the role of protected governance regimes. To reduce uncertainty, grassland gain mapping requires additional remote sensing research to find the most adequate spatial and temporal data resolution to retrieve this process.MDPIRepositório da Universidade de LisboaMonteiro, AntonioCarvalho-Santos, CláudiaLucas, RichardRocha, JorgeMarques da Costa, NunoGiamberini, MariasilviaMarques da Costa, EduardaFava, Francesco2021-09-01T09:28:56Z20212021-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10451/49379engMonteiro, A. T., Carvalho-Santos, C., Lucas, R. [et al.] (2021). Progress in grassland cover conservation in Southern European Mountains by 2020: a transboundary assessment in the Iberian Peninsula with satellite observations (2002–2019). Remote Sensing, 13(15), 3019. https://doi.org/10.3390/rs1315301910.3390/rs131530192072-4292info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-11-08T16:53:08Zoai:repositorio.ul.pt:10451/49379Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T22:01:02.402954Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Progress in grassland cover conservation in Southern European Mountains by 2020: a transboundary assessment in the Iberian Peninsula with satellite observations (2002–2019)
title Progress in grassland cover conservation in Southern European Mountains by 2020: a transboundary assessment in the Iberian Peninsula with satellite observations (2002–2019)
spellingShingle Progress in grassland cover conservation in Southern European Mountains by 2020: a transboundary assessment in the Iberian Peninsula with satellite observations (2002–2019)
Monteiro, Antonio
Grasslands cover mapping
Multiple classifier ensemble
Bias-corrected area estimates
Shannon entropy uncertainty
Conservation policy
title_short Progress in grassland cover conservation in Southern European Mountains by 2020: a transboundary assessment in the Iberian Peninsula with satellite observations (2002–2019)
title_full Progress in grassland cover conservation in Southern European Mountains by 2020: a transboundary assessment in the Iberian Peninsula with satellite observations (2002–2019)
title_fullStr Progress in grassland cover conservation in Southern European Mountains by 2020: a transboundary assessment in the Iberian Peninsula with satellite observations (2002–2019)
title_full_unstemmed Progress in grassland cover conservation in Southern European Mountains by 2020: a transboundary assessment in the Iberian Peninsula with satellite observations (2002–2019)
title_sort Progress in grassland cover conservation in Southern European Mountains by 2020: a transboundary assessment in the Iberian Peninsula with satellite observations (2002–2019)
author Monteiro, Antonio
author_facet Monteiro, Antonio
Carvalho-Santos, Cláudia
Lucas, Richard
Rocha, Jorge
Marques da Costa, Nuno
Giamberini, Mariasilvia
Marques da Costa, Eduarda
Fava, Francesco
author_role author
author2 Carvalho-Santos, Cláudia
Lucas, Richard
Rocha, Jorge
Marques da Costa, Nuno
Giamberini, Mariasilvia
Marques da Costa, Eduarda
Fava, Francesco
author2_role author
author
author
author
author
author
author
dc.contributor.none.fl_str_mv Repositório da Universidade de Lisboa
dc.contributor.author.fl_str_mv Monteiro, Antonio
Carvalho-Santos, Cláudia
Lucas, Richard
Rocha, Jorge
Marques da Costa, Nuno
Giamberini, Mariasilvia
Marques da Costa, Eduarda
Fava, Francesco
dc.subject.por.fl_str_mv Grasslands cover mapping
Multiple classifier ensemble
Bias-corrected area estimates
Shannon entropy uncertainty
Conservation policy
topic Grasslands cover mapping
Multiple classifier ensemble
Bias-corrected area estimates
Shannon entropy uncertainty
Conservation policy
description Conservation and policy agendas, such as the European Biodiversity strategy, Aichi biodiversity (target 5) and Common Agriculture Policy (CAP), are overlooking the progress made in mountain grassland cover conservation by 2020, which has significant socio-ecological implications to Europe. However, because the existing data near 2020 is scarce, the shifting character of mountain grasslands remains poorly characterized, and even less is known about the conservation outcomes because of different governance regimes and map uncertainty. Our study used Landsat satellite imagery over a transboundary mountain region in the northwestern Iberian Peninsula (Peneda-Gerês) to shed light on these aspects. Supervised classifications with a multiple classifier ensemble approach (MCE) were performed, with post classification comparison of maps established and bias-corrected to identify the trajectory in grassland cover, including protected and unprotected governance regimes. By analysing class-allocation (Shannon entropy), creating 95% confidence intervals for the area estimates, and evaluating the class-allocation thematic accuracy relationship, we characterized uncertainty in the findings. The bias-corrected estimates suggest that the positive progress claimed internationally by 2020 was not achieved. Our null hypothesis to declare a positive progress (at least equality in the proportion of grassland cover of 2019 and 2002) was rejected (X2 = 1972.1, df = 1, p < 0.001). The majority of grassland cover remained stable (67.1 ± 10.1 relative to 2002), but loss (−32.8 ± 7.1% relative to 2002 grasslands cover) overcame gain areas (+11.4 ± 6.6%), indicating net loss as the prevailing pattern over the transboundary study area (−21.4%). This feature prevailed at all extents of analysis (lowlands, −22.9%; mountains, −17.9%; mountains protected, −14.4%; mountains unprotected, −19.7%). The results also evidenced that mountain protected governance regimes experienced a lower decline in grassland extent compared to unprotected. Shannon entropy values were also significantly lower in correctly classified validation sites (z = −5.69, p = 0.0001, n = 708) suggesting a relationship between the quality of pixel assignment and thematic accuracy. We therefore encourage a post-2020 conservation and policy action to safeguard mountain grasslands by enhancing the role of protected governance regimes. To reduce uncertainty, grassland gain mapping requires additional remote sensing research to find the most adequate spatial and temporal data resolution to retrieve this process.
publishDate 2021
dc.date.none.fl_str_mv 2021-09-01T09:28:56Z
2021
2021-01-01T00:00:00Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10451/49379
url http://hdl.handle.net/10451/49379
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Monteiro, A. T., Carvalho-Santos, C., Lucas, R. [et al.] (2021). Progress in grassland cover conservation in Southern European Mountains by 2020: a transboundary assessment in the Iberian Peninsula with satellite observations (2002–2019). Remote Sensing, 13(15), 3019. https://doi.org/10.3390/rs13153019
10.3390/rs13153019
2072-4292
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv MDPI
publisher.none.fl_str_mv MDPI
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron_str RCAAP
institution RCAAP
reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
repository.mail.fl_str_mv
_version_ 1799134558764924928