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Antarctic Snow Algae: Monitoring Blooms Using Optical Remote Sensing Combined with Field Spectroscopy 1 . N E R C F i e l d S p e c t r o s c o p y F a c i l i t y 2 . D e p a r t m e n t o f P l a n t S c i e n c e , U n i v e r s i t y o f C a m b r i d g e 3 . B r i t i s h A n t a r c t i c S u r v e y For more information about the project: [email protected] @monas_nivalis For more information about equipment loans: fsf.nerc.ac.uk [email protected] @nerc_fsf NATURAL ENVIRONMENT RESEARCH COUNCIL Andrew Gray 1,2 , Matthew Davey 2 , Alison Smith 2 , Peter Fretwell 3 , Pete Convey 3 , Lloyd Peck 3 , Andrew Flemming 3 , Monika Krolikowski 2 ABSTRACT Summer in Antarctica sees coastal snow fields turning green and then red with blooming snow algae (see right). Due to the inaccessibility of coastal Antarctica, little is known about the size, distribution, or seasonal development of this ecosystem. This poster presents the remote sensing work package of a project attempting to answer these important ecological questions. Field spectroscopy was used in combination with biophysical measurements, to define the spectral reflectance characteristics of snow algae in different growth phases. This information is used to supervise classification models using WorldView and Sentinel 2 imagery above our validation site. A citizen science survey was utilised to target areas for imagery acquisition based on documented presence of snow algal blooms. INTRODUCTION In Antarctica, terrestrial life is able to flourish only in areas that are ice-free for at least part of the year, an estimated 0.18% of the continent’s surface. Even here, estimates are that 1.34% of ice free land is covered by vegetation. This may be a gross underestimate of the true area, however, as ground-validation of satellite imagery has revealed that in many places the vegetation comprises not just patches of land plants on exposed ground, but also snow algae, which are often well developed in coastal regions. Little is known about these snow algae ecosystems, so we propose a remote sensing approach to constrain their area and seasonal development across the Antarctic Peninsula. This will help us to better understand their importance within tightly coupled Polar food chains, the global carbon cycle and in influencing snow and ice melt rates, as well as their importance as an Antarctic plant species. AIMS AND OBJECTIVES Our project aims to determine the coverage and seasonal development of algal blooms across the Antarctica Peninsula. Our initial observations indicate that snow algae could be the largest terrestrial photosynthetic ecosystem in Antarctica. METHODS Hemispherical Conical Reflectance Factors (HCRF) were taken with an ASD Fieldspec Pro Acknowledgments This Leverhulme Funded project would not have been possible without support from the NERC Field Spectroscopy Facility. WV2 and WV3 imagery gratefully received by from the DigitalGlobe Foundation. POM 01 Sunphotometer and Radiosonde data courtesy of the MET Team Down in Rothera, who got tired of telling us it was going to be cloudy every day for a month. And everyone at BAS and Rothera in particular. 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 400 900 1400 1900 2400 Reectance Wavelength (nm) Spectral Library of Antarcc Plants Green Snow Algae Red Snow Algae Cyanobacterial Mats Lichen Moss Prasiola HCRF of each Antarctic plant species, white snow and local geology were used to create a spectral library Red snow algae Green snow algae Cyanobacteria Moss An FSF field spectrometer { Green Phase Red Phase A WorldView 2 image (DigitalGlobe Foundation) of Anchorage Island, Rothera. Showing green and red algae in RGB. Inlay classified using spectral angle mapper. Supervised with spatially resolved end member spectra library. RESULTS (preliminary) Using this classification and CO 2 flux chamber measurements,we estimate snow algae is fixing approx. 1.8 kg of CO 2 per summer day on Anchorage Island. SNOW ALGAE in its green phase, blooming on Adelaide Island, Antarctica. Biophysical Sampling Atmospheric correction will be performed using POM 01 Sunphotometer data coupled with daily radiosonde water vapor profiles where sunphotometer data is unavailable. ANTARCTICA Adelaide Island, our ground validation site and home to Rothera Research Base This box denotes the Antarctic Peninsula, which unlike the rest of Antarctica experiences large amounts of summer snow melt; potential habitat for snow algae. It is also the region undergoing the most rapid warming. Warmer temperatures could lead to a greening of inland snow and ice masses, lowering its albedo and accelerating melt.

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Page 1: NATURAL ENVIRONMENT RESEARCH COUNCIL Antarctic Snow …eoscience.esa.int/landtraining2018/files/posters/gray.pdf · Rothera. Showing green and red algae in RGB. Inlay classified using

Antarctic Snow Algae: Monitoring Blooms Using Optical Remote Sensing Combined with Field Spectroscopy

1. NERC Field Spectroscopy Facility 2. Department of Plant Science, University of Cambridge 3. British Antarctic Survey

For more information about the project:[email protected] @monas_nivalis

For more information about equipment loans: fsf.nerc.ac.uk [email protected] @nerc_fsf

NATURAL ENVIRONMENT RESEARCH COUNCIL

Andrew Gray1,2, Matthew Davey2, Alison Smith2, Peter Fretwell3, Pete Convey3, Lloyd Peck3, Andrew Flemming3, Monika Krolikowski2

ABSTRACT Summer in Antarctica sees coastal snow fields turning green and then red with blooming snow algae (see right). Due to the inaccessibility of coastal Antarctica, little is known about the size, distribution, or seasonal development of this ecosystem. This poster presents the remote sensing work package of a project attempting to answer these important ecological questions. Field spectroscopy was used in combination with biophysical measurements, to define the spectral reflectance characteristics of snow algae in different growth phases. This information is used to supervise classification models using WorldView and Sentinel 2 imagery above our validation site. A citizen science survey was utilised to target areas for imagery acquisition based on documented presence of snow algal blooms.

INTRODUCTION In Antarctica, terrestrial life is able to flourish only in areas that are ice-free for at least part of the year, an estimated 0.18% of the continent’s surface. Even here, estimates are that 1.34% of ice free land is covered by vegetation. This may be a gross underestimate of the true area, however, as ground-validation of satellite imagery has revealed that in many places the vegetation comprises not just patches of land plants on exposed ground, but also snow algae, which are often well developed in coastal regions. Little is known about these snow algae ecosystems, so we propose a remote sensing approach to constrain their area and seasonal development across the Antarctic Peninsula. This will help us to better understand their importance within tightly coupled Polar food chains, the global carbon cycle and in influencing snow and ice melt rates, as well as their importance as an Antarctic plant species.

AIMS AND OBJECTIVES Our project aims to determine the coverage and seasonal development of algal blooms across the Antarctica Peninsula. Our initial observations indicate that snow algae could be the largest terrestrial photosynthetic ecosystem in Antarctica.

METHODS Hemispherical Conical

Reflectance Factors

(HCRF) were taken with

an ASD Fieldspec Pro

Acknowledgments This Leverhulme Funded project would not have been possible without support from the NERC Field Spectroscopy Facility. WV2 and WV3 imagery gratefully received by from the DigitalGlobe Foundation. POM 01 Sunphotometer and Radiosonde data courtesy of the MET Team Down in Rothera, who got tired of telling us it was going to be cloudy every day for a month. And everyone at BAS and Rothera in particular.

0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

400 900 1400 1900 2400

Refl

ecta

nce

Wavelength (nm)

Spectral Library of Antarc�c Plants

Green Snow Algae

Red Snow Algae

Cyanobacterial Mats

Lichen

Moss

Prasiola

HCRF of each Antarctic plant species, white snow and local geology were used to create a spectral library

Red snow algae

Green snow algaeCyanobacteria

Moss An FSF fieldspectrometer{

Green Phase

Red Phase

A WorldView 2 image (DigitalGlobe Foundation) of Anchorage Island,

Rothera. Showing green and red algae in RGB. Inlay classified using spectral angle

mapper. Supervised with spatially resolved end member spectra library.

RESULTS (preliminary)

Using this classification and CO2 flux chamber measurements,we estimate snow algae is fixing approx. 1.8 kg of CO2 per summer day on Anchorage Island.

SNOW ALGAE in its green phase, blooming on Adelaide Island, Antarctica. Biophysical Sampling

Atmospheric correction will be performed using POM 01 Sunphotometer data coupled with daily radiosonde water vapor profiles where sunphotometer data is unavailable.

ANTARCTICA

Adelaide Island, our ground validation site and home to

Rothera Research Base

This box denotes the Antarctic Peninsula, which unlike the rest of Antarctica experiences large amounts of summer snow melt; potential habitat for snow algae. It is also the region undergoing the most rapid warming. Warmer temperatures could lead to a greening of inland snow and ice masses, lowering its albedo and accelerating melt.