Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) …€¦ · EGU2020-8098: Mapping...

Post on 01-Aug-2020

3 views 0 download

Transcript of Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) …€¦ · EGU2020-8098: Mapping...

Sharing Geoscience Online

EGU2020-8098: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) using remote sensing

Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) using remote sensing

Eulogio Pardo-Iguzquiza1, David Pulido-Velazquez2, Antonio-Juan Collados-Lara2, and Leticia Baena-Ruiz2

1Instituto Geológico y Minero de España, Ríos Rosas, 23, 28003 Madrid (Spain). e-mail: e.pardo@igme.es

2Instituto Geológico y Minero de España, Urb. Alcázar del Genil, 4. Edificio Zulema Bajo, 18006, Granada (Spain). e-mails: d.pulido@igme.es; aj.collados@igme.es; l.baena@igme.es

© 2020 Authors. All rights reserved.

Case study Lagunas de Ruidera Wetland (Spain)

Sharing Geoscience Online

EGU2020-8098: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) using remote sensing

Data LANDSAT 5, 7, and 8 images (1984 to 2015)

MODIS Surface Reflectance (2000 to 2015)

Objectives

Mapping the dynamic of the wetland

Study correlations with others variables (Precipitation, Aquifer discharge)

Methodology

Sharing Geoscience Online

EGU2020-8098: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) using remote sensing

Supervised Classification Method: pixels of known identity, located within training or calibration areas, are used to classify pixels of unknown identity

1) Calibration area: pixels of the reservoir close to the dam

Cw is the median surface reflectance (SR) of these pixels

If SR > Cwr then the pixel is covered by water

2) Optimal Calibration area:

High value of the number of days with SR>Cw

Methodology

Sharing Geoscience Online

EGU2020-8098: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) using remote sensing

2) Optimal Calibration area:

High value of the number of days with SR>Cw

Methodology

Sharing Geoscience Online

EGU2020-8098: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) using remote sensing

2) Optimal Calibration area

Poor efficiency of the algorithm

Why?

Day 1995-05-06

Estimated surface of water

Methodology

Sharing Geoscience Online

EGU2020-8098: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) using remote sensing

2) Optimal Calibration area

Day:

Poor efficiency of the algorithm

Why?

Different Cw for the two calibration areas

In general Cw of the reservoir is lower than Cw of the lagoon

Methodology

Sharing Geoscience Online

EGU2020-8098: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) using remote sensing

3) Calibration using both areas

and

Cw as percentil 99

Good efficiency of the algorithm

Day 1995-05-06

Estimated surface of water

Methodology

Sharing Geoscience Online

EGU2020-8098: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) using remote sensing

3) Elimination of images with errors or clouds

Used filter Clouds < 15000 pixels Cw < 25 (range 0 a 255) 3000 pixels < Water< 7000 pixels

Methodology

Sharing Geoscience Online

EGU2020-8098: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) using remote sensing

3) Creation of a mask to avoid errors:

Considering all the pixels where water was detected for the entire period and filtering by visual inspection

Possible pixels with water

Results

Sharing Geoscience Online

EGU2020-8098: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) using remote sensing

Daily dynamics

Results

Sharing Geoscience Online

EGU2020-8098: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) using remote sensing

Monthly dynamics

Results

Sharing Geoscience Online

EGU2020-8098: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) using remote sensing

Yearly mean

Results

Sharing Geoscience Online

EGU2020-8098: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) using remote sensing

Mean year at monthly scale

Results Spatial distribution of the maximum and minimum during the period studied

Sharing Geoscience Online

EGU2020-8098: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) using remote sensing

5649 pixels 4966 pixels 4900 pixels

5435 pixels 4571 pixels 4243 pixels

4943 pixels 4678 pixels

6804 pixels 3001 pixels

Results

Spatial distribution water surface dynamic 2000

Sharing Geoscience Online

EGU2020-8098: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) using remote sensing

5649 pixels 4966 pixels 4900 pixels

5435 pixels 4571 pixels 4243 pixels

4943 pixels 4852 pixels 4678 pixels