mapping the dynamics of the lagunas de ruidera wetland (spain) …€¦ · egu2020-8098: mapping...

15
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-Iguzquiza 1 , David Pulido-Velazquez 2 , Antonio-Juan Collados-Lara 2 , and Leticia Baena-Ruiz 2 1 Instituto Geológico y Minero de España, Ríos Rosas, 23, 28003 Madrid (Spain). e-mail: [email protected] 2 Instituto Geológico y Minero de España, Urb. Alcázar del Genil, 4. Edificio Zulema Bajo, 18006, Granada (Spain). e-mails: [email protected]; [email protected]; [email protected] © 2020 Authors. All rights reserved.

Upload: others

Post on 01-Aug-2020

2 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) …€¦ · EGU2020-8098: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) using remote sensing Supervised

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: [email protected]

2Instituto Geológico y Minero de España, Urb. Alcázar del Genil, 4. Edificio Zulema Bajo, 18006, Granada (Spain). e-mails: [email protected]; [email protected]; [email protected]

© 2020 Authors. All rights reserved.

Page 2: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) …€¦ · EGU2020-8098: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) using remote sensing Supervised

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)

Page 3: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) …€¦ · EGU2020-8098: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) using remote sensing Supervised

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

Page 4: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) …€¦ · EGU2020-8098: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) using remote sensing Supervised

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

Page 5: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) …€¦ · EGU2020-8098: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) using remote sensing Supervised

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

Page 6: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) …€¦ · EGU2020-8098: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) using remote sensing Supervised

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

Page 7: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) …€¦ · EGU2020-8098: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) using remote sensing Supervised

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

Page 8: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) …€¦ · EGU2020-8098: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) using remote sensing Supervised

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

Page 9: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) …€¦ · EGU2020-8098: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) using remote sensing Supervised

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

Page 10: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) …€¦ · EGU2020-8098: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) using remote sensing Supervised

Results

Sharing Geoscience Online

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

Daily dynamics

Page 11: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) …€¦ · EGU2020-8098: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) using remote sensing Supervised

Results

Sharing Geoscience Online

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

Monthly dynamics

Page 12: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) …€¦ · EGU2020-8098: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) using remote sensing Supervised

Results

Sharing Geoscience Online

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

Yearly mean

Page 13: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) …€¦ · EGU2020-8098: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) using remote sensing Supervised

Results

Sharing Geoscience Online

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

Mean year at monthly scale

Page 14: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) …€¦ · EGU2020-8098: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) using remote sensing Supervised

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

Page 15: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) …€¦ · EGU2020-8098: Mapping the dynamics of the Lagunas de Ruidera wetland (Spain) using remote sensing Supervised

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