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Erschienen in: Landscape and Ecological Engineering 2/2019

11.02.2019 | Report

Using unmanned aerial vehicles for vegetation mapping and identification of botanical species in wetlands

verfasst von: Andrea Bertacchi, Vittoria Giannini, Carmelo Di Franco, Nicola Silvestri

Erschienen in: Landscape and Ecological Engineering | Ausgabe 2/2019

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Abstract

High-resolution aerial photographs have important applications in vegetation mapping, especially in environments, such as wetlands, which are not easily accessible by ground operators. Unmanned aerial vehicles (UAVs), equipped with cameras capable of taking photographs of < 1 cm pixel resolution, are promising not only for the vegetation mapping but also for the identification of plant species. This paper illustrated the results of three different flight heights (5 m = 3.5126 mm/pixel; 10 m = 7.0252 mm/pixel; 25 m = 17.5630 mm/pixel), using 12MP images and their magnification, on the identification of vegetation and botanical species in a rewetted peatland populated mainly by Phragmites australis and Myriophyllum aquaticum within the Massaciuccoli Lake basin (Northern Tuscany, Italy). Among the obtained images, we selected the best flight height for the vegetation mapping and the botanical identification of the plant species using both visual and automated image analyses. Images taken from flights at 25 m of height proved to be useful for a sufficiently detailed mapping, while those from 10 m of height were more suitable for the detection of plant microcommunities. However, the most accurate identification of the species (at the taxonomic level of genus/species) was possible only with the images taken from 5 m of height.

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Literatur
Zurück zum Zitat Adam E, Mutanga O, Rugege D (2010) Multispectral and hyperspectral remote sensing for identification and mapping of wetland vegetation: a review. Wetl Ecol Manag 18:28–296CrossRef Adam E, Mutanga O, Rugege D (2010) Multispectral and hyperspectral remote sensing for identification and mapping of wetland vegetation: a review. Wetl Ecol Manag 18:28–296CrossRef
Zurück zum Zitat Blaschke T (2010) Object based image analysis for remote sensing. J Photogramm Remote Sens 65:2–16CrossRef Blaschke T (2010) Object based image analysis for remote sensing. J Photogramm Remote Sens 65:2–16CrossRef
Zurück zum Zitat Braun-Blanquet J (1983) Plant sociology: the study of plant communities. Koeltz Scientific Books, Koenigstein im Taunus Braun-Blanquet J (1983) Plant sociology: the study of plant communities. Koeltz Scientific Books, Koenigstein im Taunus
Zurück zum Zitat Bryson M, Reid A, Ramos F, Sukkarieh S (2010) Airborne vision-based mapping and classification of large farmland environments. J Field Robot 27:632–655CrossRef Bryson M, Reid A, Ramos F, Sukkarieh S (2010) Airborne vision-based mapping and classification of large farmland environments. J Field Robot 27:632–655CrossRef
Zurück zum Zitat Davies B, Biggs J, Williams P, Whitfield M, Nicolet P, Sear D, Bray S, Maund S (2008) Comparative biodiversity of aquatic habitats in the European agricultural landscape. Agric Ecosyst Environ 125:1–8CrossRef Davies B, Biggs J, Williams P, Whitfield M, Nicolet P, Sear D, Bray S, Maund S (2008) Comparative biodiversity of aquatic habitats in the European agricultural landscape. Agric Ecosyst Environ 125:1–8CrossRef
Zurück zum Zitat De Groot RS (1992) Functions of nature: evaluation of nature in environmental planning, management and decision making. Wolters-Noordhoff, Groningen De Groot RS (1992) Functions of nature: evaluation of nature in environmental planning, management and decision making. Wolters-Noordhoff, Groningen
Zurück zum Zitat Giannini V, Silvestri N, Dragoni F, Pistocchi C, Sabbatini T, Bonari E (2017) Growth and nutrient uptake of perennial crops in a paludicultural approach in a drained Mediterranean peatland. Ecol Eng 103:478–487CrossRef Giannini V, Silvestri N, Dragoni F, Pistocchi C, Sabbatini T, Bonari E (2017) Growth and nutrient uptake of perennial crops in a paludicultural approach in a drained Mediterranean peatland. Ecol Eng 103:478–487CrossRef
Zurück zum Zitat Giannini V, Bertacchi A, Bonari E, Silvestri N (2018) Rewetting of a former drained Mediterranean peatland in Tuscany for phyto-treatment use. J Environ Manag 208:92–101CrossRef Giannini V, Bertacchi A, Bonari E, Silvestri N (2018) Rewetting of a former drained Mediterranean peatland in Tuscany for phyto-treatment use. J Environ Manag 208:92–101CrossRef
Zurück zum Zitat Howland WG (1980) Multispectral aerial photography for wetland vegetation mapping. Photogramm Eng Remote Sens 46:87–99 Howland WG (1980) Multispectral aerial photography for wetland vegetation mapping. Photogramm Eng Remote Sens 46:87–99
Zurück zum Zitat Husson E, Hagner O, Ecke F (2014) Unmanned aircraft systems help to map aquatic vegetation. Appl Veg Sci 17:567–577CrossRef Husson E, Hagner O, Ecke F (2014) Unmanned aircraft systems help to map aquatic vegetation. Appl Veg Sci 17:567–577CrossRef
Zurück zum Zitat Keddy PA (2000) Wetland ecology: principles and conservation. Cambridge University Press, Cambridge Keddy PA (2000) Wetland ecology: principles and conservation. Cambridge University Press, Cambridge
Zurück zum Zitat Klimkowska A, DiggelenR Van, Grootjans AP, Kotowski W (2010) Prospects for fen meadow restoration on severely degraded fens. Perspect Plant Ecol Evolut Syst 12:245–255CrossRef Klimkowska A, DiggelenR Van, Grootjans AP, Kotowski W (2010) Prospects for fen meadow restoration on severely degraded fens. Perspect Plant Ecol Evolut Syst 12:245–255CrossRef
Zurück zum Zitat Kottek M, Grieser J, Beck C, Rudolf B, Rubel F (2006) World Map of the Köppen-Geiger climate classification updated. Meteorol Z 153:259–263CrossRef Kottek M, Grieser J, Beck C, Rudolf B, Rubel F (2006) World Map of the Köppen-Geiger climate classification updated. Meteorol Z 153:259–263CrossRef
Zurück zum Zitat Laliberte AS, Rango A (2011) Image processing and classification procedures for analysis of sub-decimeter imagery acquired with an unmanned aircraft over arid rangelands. GISci Remote Sens 48:4–23CrossRef Laliberte AS, Rango A (2011) Image processing and classification procedures for analysis of sub-decimeter imagery acquired with an unmanned aircraft over arid rangelands. GISci Remote Sens 48:4–23CrossRef
Zurück zum Zitat Oertli B, Joyce DA, Castella E, Juge R, Cambin D, Lachavanne JB (2002) Does size matter? The relationship between ponds area and biodiversity. Biol Conserv 104:59–70CrossRef Oertli B, Joyce DA, Castella E, Juge R, Cambin D, Lachavanne JB (2002) Does size matter? The relationship between ponds area and biodiversity. Biol Conserv 104:59–70CrossRef
Zurück zum Zitat Pellegrino E, Bosco S, Ciccolini V, Pistocchi C, Sabbatini T, Silvestri N, Bonari E (2015) Agricultural abandonment in Mediterranean reclaimed peaty soils: long-term effects on soil chemical properties, arbuscular mycorrhizas and CO2 flux. Agric Ecosyst Environ 199:164–175CrossRef Pellegrino E, Bosco S, Ciccolini V, Pistocchi C, Sabbatini T, Silvestri N, Bonari E (2015) Agricultural abandonment in Mediterranean reclaimed peaty soils: long-term effects on soil chemical properties, arbuscular mycorrhizas and CO2 flux. Agric Ecosyst Environ 199:164–175CrossRef
Zurück zum Zitat Penning WE, Dudley B, Mjelde M, Hellsten S, Hanganu J, Kolada A, van den Berg M, Poikane S et al (2008) Using aquatic macrophyte community indices to define the ecological status of European lakes. Aquat Ecol 42:253–264CrossRef Penning WE, Dudley B, Mjelde M, Hellsten S, Hanganu J, Kolada A, van den Berg M, Poikane S et al (2008) Using aquatic macrophyte community indices to define the ecological status of European lakes. Aquat Ecol 42:253–264CrossRef
Zurück zum Zitat Rebelo LM, Finlayson CM, Nagabhatla N (2009) Remote sensing and GIS for wetland inventory, mapping and change analysis. J Environ Manag 90:2144–2153CrossRef Rebelo LM, Finlayson CM, Nagabhatla N (2009) Remote sensing and GIS for wetland inventory, mapping and change analysis. J Environ Manag 90:2144–2153CrossRef
Zurück zum Zitat Verhoeven JTA (2014) Wetlands in Europe: perspective for restoration of a lost paradise. Ecol Eng 66:6–9CrossRef Verhoeven JTA (2014) Wetlands in Europe: perspective for restoration of a lost paradise. Ecol Eng 66:6–9CrossRef
Zurück zum Zitat Vymazal J (2007) Removal of nutrients in various types of 645 constructed wetlands. Sci Total Environ 380:48–65CrossRefPubMed Vymazal J (2007) Removal of nutrients in various types of 645 constructed wetlands. Sci Total Environ 380:48–65CrossRefPubMed
Zurück zum Zitat Zak D, Gelbrecht J, Zerbe S, Shatwell T, Barth M, Cabezas A, Steffenhagen P (2014) How helophytes influence the phosphorus cycle in degraded inundated peat soils—implications for fen restoration. Ecol Eng 66:82–90CrossRef Zak D, Gelbrecht J, Zerbe S, Shatwell T, Barth M, Cabezas A, Steffenhagen P (2014) How helophytes influence the phosphorus cycle in degraded inundated peat soils—implications for fen restoration. Ecol Eng 66:82–90CrossRef
Zurück zum Zitat Zedler JB, Kercher S (2005) Wetland resources: status, trends, ecosystem services, and restorability. Annu Rev Environ Resour 30:39–74CrossRef Zedler JB, Kercher S (2005) Wetland resources: status, trends, ecosystem services, and restorability. Annu Rev Environ Resour 30:39–74CrossRef
Metadaten
Titel
Using unmanned aerial vehicles for vegetation mapping and identification of botanical species in wetlands
verfasst von
Andrea Bertacchi
Vittoria Giannini
Carmelo Di Franco
Nicola Silvestri
Publikationsdatum
11.02.2019
Verlag
Springer Japan
Erschienen in
Landscape and Ecological Engineering / Ausgabe 2/2019
Print ISSN: 1860-1871
Elektronische ISSN: 1860-188X
DOI
https://doi.org/10.1007/s11355-018-00368-1

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