SlideShare a Scribd company logo
1 of 28
PROVISION OF EARTH OBSERVATION DATA
SOURCES FOR USE BY A GIS CONTENT
MANAGEMENT SYSTEM AND ONLINE
MARKETPLACE
Paula Lomascolo Pujadó
Advisor: Pere-Andreu Ubach de Fuentes and Laurence Sigler
Presentació Treball Final Màster de Aerospace Science and Technology
Universitat Politècnica de Catalunya
September 13th 2023
OUTLINE
1. Introduction
2. PIKSEL
3. Earth Observation
4. Objective
5. Copernicus Program
6. PIKSEL case study
7. Copernicus products: CMEMS
8. Tool development
9. Conclusions
10. Future work
Paula Lomascolo Pujadó (UPC) SEPT 2023
INTRODUCTION
Urgency to study and manage the territory
Development
Planning Policy-making Preservation
Paula Lomascolo Pujadó (UPC) SEPT 2023 1/16
OUTLINE
1. Introduction
2. PIKSEL
3. Earth Observation
4. Objective
5. Copernicus Program
6. PIKSEL case study
7. Copernicus products: CMEMS
8. Tool development
9. Conclusions
10. Future work
Paula Lomascolo Pujadó (UPC) SEPT 2023
PIKSEL
• GIS based data management and prediction tool.
Why?
• To study environmental, economic and social phenomena that affects the
Catalan territory.
How?
• Based on prediction models:
- NO2 contamination
- Biodiversity
- Flood risks
- Seismic risks
- Occupation patterns
- Evolution of the coastline
- Tropospheric ozone
Paula Lomascolo Pujadó (UPC) SEPT 2023 2/16
OUTLINE
1. Introduction
2. PIKSEL
3. Earth Observation
4. Objective
5. Copernicus Program
6. PIKSEL case study
7. Copernicus products: CMEMS
8. Tool development
9. Conclusions
10. Future work
Paula Lomascolo Pujadó (UPC) SEPT 2023
Physics
Chemistry
Biology
Remote sensing technologies In situ / direct-contact sensors
Ground-based Airborne platforms
How?
EARTH OBSERVATION
Paula Lomascolo Pujadó (UPC) SEPT 2023 3/16
OUTLINE
1. Introduction
2. PIKSEL
3. Earth Observation
4. Objective
5. Copernicus Program
6. PIKSEL case study
7. Copernicus products: CMEMS
8. Tool development
9. Conclusions
10. Future work
Paula Lomascolo Pujadó (UPC) SEPT 2023
How?
Identify EO
data sources
Decide if the data is relevant
regarding the application
Understand the process of
data retrieval from the source
Implement a script to
obtain the desired data
Create a user-friendly interface to
manage the download
OBJECTIVE
Provide PIKSEL with EO data sources
Paula Lomascolo Pujadó (UPC) SEPT 2023 4/16
OUTLINE
1. Introduction
2. PIKSEL
3. Earth Observation
4. Objective
5. Copernicus Program
6. PIKSEL case study
7. Copernicus products: CMEMS
8. Tool development
9. Conclusions
10. Future work
Paula Lomascolo Pujadó (UPC) SEPT 2023
COPERNICUS PROGRAM
• Launched in 1998.
• EO component of the EU Space Programme.
• Managed by the European Commission.
• Implemented by EU Member States, ESA, EUMETSAT, ECMWF, JRC, EEA,
EMSA, Frontex, SatCen and Mercator Océan.
• Data sources diagram
Near real time
Free access
Paula Lomascolo Pujadó (UPC) SEPT 2023 5/16
DATA ACCESS
COPERNICUS PROGRAM
Paula Lomascolo Pujadó (UPC) SEPT 2023 6/16
Copernicus Data Space Ecosystem
Copernicus Contributing missions
DIAS
6 Core services
DIAS
Copernicus Open Acces HUB
EUMETSAT
EUMETSAT Data Store
EUMETSAT Cast
CLMS CMES CAMS CSS C3S CMEMS
OUTLINE
1. Introduction
2. PIKSEL
3. Earth Observation
4. Objective
5. Copernicus Program
6. PIKSEL case study
7. Copernicus products: CMEMS
8. Tool development
9. Conclusions
10. Future work
Paula Lomascolo Pujadó (UPC) SEPT 2023
• Evolution of the sediments on the coast.
• Energy of the waves dynamics.
• Regulate and manage economic activities.
• Uses computational models.
- Map of the seabed.
- Sand amount.
- Characterization of the wave.
• The result is a resilience index.
PIKSEL CASE STUDY
Source: PIKSEL
Evolution of the coastline
Paula Lomascolo Pujadó (UPC) SEPT 2023 7/16
OUTLINE
1. Introduction
2. PIKSEL
3. Earth Observation
4. Objective
5. Copernicus Program
6. PIKSEL case study
7. Copernicus products: CMEMS
8. Tool development
9. Conclusions
10. Future work
Paula Lomascolo Pujadó (UPC) SEPT 2023
COPERNICUS PRODUCTS: CMEMS
• Mediterranean Sea Wave Reanalysis
- Hourly wave parameters.
- 1/24º horizontal resolution (aprox 4km).
- Data from 1993.
Evolution of the coastline
Earth's oceans and marine environment
Sea ice
Physical Biogeochemical
Paula Lomascolo Pujadó (UPC) SEPT 2023 8/16
OUTLINE
1. Introduction
2. PIKSEL
3. Earth Observation
4. Objective
5. Copernicus Program
6. PIKSEL case study
7. Copernicus products: CMEMS
8. Tool development
9. Conclusions
10. Future work
Paula Lomascolo Pujadó (UPC) SEPT 2023
TOOL DEVELOPMENT
Python code
Using MOTU API
Copernicus > CMEMS >
Mediterranean Sea Wave
Reanalysis
Ability to choose Generates a command
User
Guide
User guide available
Output file
Evolution of the coastline
Paula Lomascolo Pujadó (UPC) SEPT 2023 9/16
Representation in ArcGIS of the Copernicus grid on the surface of Catalunya.
- Select points in particular.
- Points far from the boundaries.
TOOL DEVELOPMENT Evolution of the coastline
Paula Lomascolo Pujadó (UPC) SEPT 2023 10/16
Copernicus > CMEMS > MEDSEA_MULTIYEAR_WAV_006_012 >
med-hcmr-wav-rean-h
Copernicus Selector.
TOOL DEVELOPMENT Evolution of the coastline
Paula Lomascolo Pujadó (UPC) SEPT 2023 11/16
Copernicus Selector.
TOOL DEVELOPMENT Evolution of the coastline
Paula Lomascolo Pujadó (UPC) SEPT 2023 12/16
Command obtained from the Copernicus Selector.
TOOL DEVELOPMENT Evolution of the coastline
Paula Lomascolo Pujadó (UPC) SEPT 2023 13/16
Coordinates with “.” Particular geographical area
Output directory Name and file extension Particular day format
CMEMS
TOOL DEVELOPMENT Evolution of the coastline
Paula Lomascolo Pujadó (UPC) SEPT 2023 14/16
OUTLINE
1. Introduction
2. PIKSEL
3. Earth Observation
4. Objective
5. Copernicus Program
6. PIKSEL case study
7. Copernicus products: CMEMS
8. Tool development
9. Conclusions
10. Future work
Paula Lomascolo Pujadó (UPC) SEPT 2023
CONCLUSIONS
Different approaches
for each source
Particular interest to users
w/o programming skills
EO is complicated to
understand and obtain
Differences in
resolution
Simplification of the
interface is crucial
Paula Lomascolo Pujadó (UPC) SEPT 2023 15/16
OUTLINE
1. Introduction
2. PIKSEL
3. Earth Observation
4. Objective
5. Copernicus Program
6. PIKSEL case study
7. Copernicus products: CMEMS
8. Tool development
9. Conclusions
10. Future work
Paula Lomascolo Pujadó (UPC) SEPT 2023
FUTURE WORK
Remote sensing technologies In situ / direct-contact sensors
● Other datasets and Copernicus services to the interface:
● Other relevant sources to the interface:
● Implementation of the user interface in PIKSEL.
● Ability to draw in the PIKSEL interface to select the region.
● Execute the Python command directly.
● Auto format the date and the coordinates.
Paula Lomascolo Pujadó (UPC) SEPT 2023 16/16
THANK YOU FOR YOUR ATTENTION

More Related Content

Similar to Paula Lomascolo Pujadó (2023), Provision of Earth Observation data sources for use by a GIS content management system and online marketplace

Copernicus market report_11_2016
Copernicus market report_11_2016Copernicus market report_11_2016
Copernicus market report_11_2016NEOCdotSpace
 
SMOS UPC- Barcelona Activa
SMOS UPC- Barcelona ActivaSMOS UPC- Barcelona Activa
SMOS UPC- Barcelona ActivaAurora Morales
 
A COMMUNICATIONS AND PNT INTEGRATED NETWORK INFRASTRUCTURE FOR THE MOON VILLAGE
A COMMUNICATIONS AND PNT INTEGRATED NETWORK INFRASTRUCTURE  FOR THE MOON VILLAGEA COMMUNICATIONS AND PNT INTEGRATED NETWORK INFRASTRUCTURE  FOR THE MOON VILLAGE
A COMMUNICATIONS AND PNT INTEGRATED NETWORK INFRASTRUCTURE FOR THE MOON VILLAGEMarco Lisi
 
El programa Galileo de la Agencia Espacial Europea
El programa Galileo de la Agencia Espacial EuropeaEl programa Galileo de la Agencia Espacial Europea
El programa Galileo de la Agencia Espacial EuropeaAMETIC
 
EUMETCast data, products and services.ppt
EUMETCast data, products and services.pptEUMETCast data, products and services.ppt
EUMETCast data, products and services.ppthestyfauziah1
 
CAMS General Assembly EUMETSAT
CAMS General Assembly EUMETSATCAMS General Assembly EUMETSAT
CAMS General Assembly EUMETSATCopernicus ECMWF
 
Space Technologies for Experimental Astronomy
Space Technologies for Experimental AstronomySpace Technologies for Experimental Astronomy
Space Technologies for Experimental AstronomyFrancesco Lazzarotto
 
High Energy Stereoscopic System in Namibia by Dr R. Steenkamp & Dr M. Backes
High Energy Stereoscopic System in Namibia by Dr R. Steenkamp & Dr M. Backes High Energy Stereoscopic System in Namibia by Dr R. Steenkamp & Dr M. Backes
High Energy Stereoscopic System in Namibia by Dr R. Steenkamp & Dr M. Backes Polytechnic of Namibia
 
ESCAPE Kick-off meeting - WP4 (Feb 2019)
ESCAPE Kick-off meeting - WP4 (Feb 2019)ESCAPE Kick-off meeting - WP4 (Feb 2019)
ESCAPE Kick-off meeting - WP4 (Feb 2019)ESCAPE EU
 
Marine and maritime challenges: the EU space programme
Marine and maritime challenges: the EU space programmeMarine and maritime challenges: the EU space programme
Marine and maritime challenges: the EU space programmeThe European GNSS Agency (GSA)
 
17_Bock_HyperspectralRS_v1.pptx
17_Bock_HyperspectralRS_v1.pptx17_Bock_HyperspectralRS_v1.pptx
17_Bock_HyperspectralRS_v1.pptxManasutthasini2
 
FabSpace 2.0 Presentation - V2.5 - EN
FabSpace 2.0 Presentation - V2.5 - ENFabSpace 2.0 Presentation - V2.5 - EN
FabSpace 2.0 Presentation - V2.5 - ENColette Schenker
 
Verso le trusted smart statistics - prospettive di sviluppo e risultati del e...
Verso le trusted smart statistics - prospettive di sviluppo e risultati del e...Verso le trusted smart statistics - prospettive di sviluppo e risultati del e...
Verso le trusted smart statistics - prospettive di sviluppo e risultati del e...Istituto nazionale di statistica
 
La red de telescopios robóticos BOOTES y el proyecto GLORIA
La red de telescopios robóticos BOOTES y el proyecto GLORIALa red de telescopios robóticos BOOTES y el proyecto GLORIA
La red de telescopios robóticos BOOTES y el proyecto GLORIAcampusmilenio
 
"What it is? How it works?" - Giorgio Rossi
"What it is? How it works?" - Giorgio Rossi"What it is? How it works?" - Giorgio Rossi
"What it is? How it works?" - Giorgio RossiSEENET-MTP
 
SC7 Workshop 1: Space Data For Secure Societies (An Introduction to Copernicus)
SC7 Workshop 1: Space Data For Secure Societies (An Introduction to Copernicus)SC7 Workshop 1: Space Data For Secure Societies (An Introduction to Copernicus)
SC7 Workshop 1: Space Data For Secure Societies (An Introduction to Copernicus)BigData_Europe
 
2b intro num-cube_sat_v3
2b   intro num-cube_sat_v32b   intro num-cube_sat_v3
2b intro num-cube_sat_v3GeoMedeelel
 
BDVe Webinar Series - Copernicus - Startup Programme (Francesco Barbato)
BDVe Webinar Series - Copernicus - Startup Programme (Francesco Barbato)BDVe Webinar Series - Copernicus - Startup Programme (Francesco Barbato)
BDVe Webinar Series - Copernicus - Startup Programme (Francesco Barbato)Big Data Value Association
 

Similar to Paula Lomascolo Pujadó (2023), Provision of Earth Observation data sources for use by a GIS content management system and online marketplace (20)

Copernicus market report_11_2016
Copernicus market report_11_2016Copernicus market report_11_2016
Copernicus market report_11_2016
 
SMOS UPC- Barcelona Activa
SMOS UPC- Barcelona ActivaSMOS UPC- Barcelona Activa
SMOS UPC- Barcelona Activa
 
A COMMUNICATIONS AND PNT INTEGRATED NETWORK INFRASTRUCTURE FOR THE MOON VILLAGE
A COMMUNICATIONS AND PNT INTEGRATED NETWORK INFRASTRUCTURE  FOR THE MOON VILLAGEA COMMUNICATIONS AND PNT INTEGRATED NETWORK INFRASTRUCTURE  FOR THE MOON VILLAGE
A COMMUNICATIONS AND PNT INTEGRATED NETWORK INFRASTRUCTURE FOR THE MOON VILLAGE
 
El programa Galileo de la Agencia Espacial Europea
El programa Galileo de la Agencia Espacial EuropeaEl programa Galileo de la Agencia Espacial Europea
El programa Galileo de la Agencia Espacial Europea
 
EUMETCast data, products and services.ppt
EUMETCast data, products and services.pptEUMETCast data, products and services.ppt
EUMETCast data, products and services.ppt
 
CAMS General Assembly EUMETSAT
CAMS General Assembly EUMETSATCAMS General Assembly EUMETSAT
CAMS General Assembly EUMETSAT
 
Space Technologies for Experimental Astronomy
Space Technologies for Experimental AstronomySpace Technologies for Experimental Astronomy
Space Technologies for Experimental Astronomy
 
High Energy Stereoscopic System in Namibia by Dr R. Steenkamp & Dr M. Backes
High Energy Stereoscopic System in Namibia by Dr R. Steenkamp & Dr M. Backes High Energy Stereoscopic System in Namibia by Dr R. Steenkamp & Dr M. Backes
High Energy Stereoscopic System in Namibia by Dr R. Steenkamp & Dr M. Backes
 
ESCAPE Kick-off meeting - WP4 (Feb 2019)
ESCAPE Kick-off meeting - WP4 (Feb 2019)ESCAPE Kick-off meeting - WP4 (Feb 2019)
ESCAPE Kick-off meeting - WP4 (Feb 2019)
 
Marine and maritime challenges: the EU space programme
Marine and maritime challenges: the EU space programmeMarine and maritime challenges: the EU space programme
Marine and maritime challenges: the EU space programme
 
DGalfonsi
DGalfonsiDGalfonsi
DGalfonsi
 
CNR at NSE2019
CNR at NSE2019CNR at NSE2019
CNR at NSE2019
 
17_Bock_HyperspectralRS_v1.pptx
17_Bock_HyperspectralRS_v1.pptx17_Bock_HyperspectralRS_v1.pptx
17_Bock_HyperspectralRS_v1.pptx
 
FabSpace 2.0 Presentation - V2.5 - EN
FabSpace 2.0 Presentation - V2.5 - ENFabSpace 2.0 Presentation - V2.5 - EN
FabSpace 2.0 Presentation - V2.5 - EN
 
Verso le trusted smart statistics - prospettive di sviluppo e risultati del e...
Verso le trusted smart statistics - prospettive di sviluppo e risultati del e...Verso le trusted smart statistics - prospettive di sviluppo e risultati del e...
Verso le trusted smart statistics - prospettive di sviluppo e risultati del e...
 
La red de telescopios robóticos BOOTES y el proyecto GLORIA
La red de telescopios robóticos BOOTES y el proyecto GLORIALa red de telescopios robóticos BOOTES y el proyecto GLORIA
La red de telescopios robóticos BOOTES y el proyecto GLORIA
 
"What it is? How it works?" - Giorgio Rossi
"What it is? How it works?" - Giorgio Rossi"What it is? How it works?" - Giorgio Rossi
"What it is? How it works?" - Giorgio Rossi
 
SC7 Workshop 1: Space Data For Secure Societies (An Introduction to Copernicus)
SC7 Workshop 1: Space Data For Secure Societies (An Introduction to Copernicus)SC7 Workshop 1: Space Data For Secure Societies (An Introduction to Copernicus)
SC7 Workshop 1: Space Data For Secure Societies (An Introduction to Copernicus)
 
2b intro num-cube_sat_v3
2b   intro num-cube_sat_v32b   intro num-cube_sat_v3
2b intro num-cube_sat_v3
 
BDVe Webinar Series - Copernicus - Startup Programme (Francesco Barbato)
BDVe Webinar Series - Copernicus - Startup Programme (Francesco Barbato)BDVe Webinar Series - Copernicus - Startup Programme (Francesco Barbato)
BDVe Webinar Series - Copernicus - Startup Programme (Francesco Barbato)
 

More from Francisco Javier Mora Serrano

Hanns Recabarren Diaz (2024), Implementación de una herramienta de realidad v...
Hanns Recabarren Diaz (2024), Implementación de una herramienta de realidad v...Hanns Recabarren Diaz (2024), Implementación de una herramienta de realidad v...
Hanns Recabarren Diaz (2024), Implementación de una herramienta de realidad v...Francisco Javier Mora Serrano
 
[2024.02.15] Èric Grau - Aplicació de les Tècniques de Ludificació i les Tecn...
[2024.02.15] Èric Grau - Aplicació de les Tècniques de Ludificació i les Tecn...[2024.02.15] Èric Grau - Aplicació de les Tècniques de Ludificació i les Tecn...
[2024.02.15] Èric Grau - Aplicació de les Tècniques de Ludificació i les Tecn...Francisco Javier Mora Serrano
 
Carlos García Madariaga, 2023, Papel de los avatares en experiencias de RV (M...
Carlos García Madariaga, 2023, Papel de los avatares en experiencias de RV (M...Carlos García Madariaga, 2023, Papel de los avatares en experiencias de RV (M...
Carlos García Madariaga, 2023, Papel de los avatares en experiencias de RV (M...Francisco Javier Mora Serrano
 
Mathias Proboste Martinez (2023) Serious Game y Realidad Virtual una Combinac...
Mathias Proboste Martinez (2023) Serious Game y Realidad Virtual una Combinac...Mathias Proboste Martinez (2023) Serious Game y Realidad Virtual una Combinac...
Mathias Proboste Martinez (2023) Serious Game y Realidad Virtual una Combinac...Francisco Javier Mora Serrano
 
Àlex Miró (2023), Presenting the MKM: a tool for assessing math didactics thr...
Àlex Miró (2023), Presenting the MKM: a tool for assessing math didactics thr...Àlex Miró (2023), Presenting the MKM: a tool for assessing math didactics thr...
Àlex Miró (2023), Presenting the MKM: a tool for assessing math didactics thr...Francisco Javier Mora Serrano
 
Mathias Proboste Martinez (2023) Realidad Virtual y Serious Game para Facilit...
Mathias Proboste Martinez (2023) Realidad Virtual y Serious Game para Facilit...Mathias Proboste Martinez (2023) Realidad Virtual y Serious Game para Facilit...
Mathias Proboste Martinez (2023) Realidad Virtual y Serious Game para Facilit...Francisco Javier Mora Serrano
 
Adrià Ibáñez (2023) Computer vision for bird strike prevention-12.07.2023.pdf
Adrià Ibáñez (2023) Computer vision for bird strike prevention-12.07.2023.pdfAdrià Ibáñez (2023) Computer vision for bird strike prevention-12.07.2023.pdf
Adrià Ibáñez (2023) Computer vision for bird strike prevention-12.07.2023.pdfFrancisco Javier Mora Serrano
 
María Jesús Bopp Ibar (2023) Human-Machine Interaction para la Formación en l...
María Jesús Bopp Ibar (2023) Human-Machine Interaction para la Formación en l...María Jesús Bopp Ibar (2023) Human-Machine Interaction para la Formación en l...
María Jesús Bopp Ibar (2023) Human-Machine Interaction para la Formación en l...Francisco Javier Mora Serrano
 
Ivan Luque (2023) Minería de texto mediante NLP en el sector seguros.pdf
Ivan Luque (2023) Minería de texto mediante NLP en el sector seguros.pdfIvan Luque (2023) Minería de texto mediante NLP en el sector seguros.pdf
Ivan Luque (2023) Minería de texto mediante NLP en el sector seguros.pdfFrancisco Javier Mora Serrano
 
Laurence Sigler (2023) Content management, ecommerce and interoperability fra...
Laurence Sigler (2023) Content management, ecommerce and interoperability fra...Laurence Sigler (2023) Content management, ecommerce and interoperability fra...
Laurence Sigler (2023) Content management, ecommerce and interoperability fra...Francisco Javier Mora Serrano
 
A. Miró. Metadidactical Analysis of Mathematics Teaching
A. Miró. Metadidactical Analysis of Mathematics TeachingA. Miró. Metadidactical Analysis of Mathematics Teaching
A. Miró. Metadidactical Analysis of Mathematics TeachingFrancisco Javier Mora Serrano
 
2023. Daniel Salinas, Análisis Crítico de los Métodos de Evaluación de Experi...
2023. Daniel Salinas, Análisis Crítico de los Métodos de Evaluación de Experi...2023. Daniel Salinas, Análisis Crítico de los Métodos de Evaluación de Experi...
2023. Daniel Salinas, Análisis Crítico de los Métodos de Evaluación de Experi...Francisco Javier Mora Serrano
 
XR group. Hints and tips for preparing successful proposals for European rese...
XR group. Hints and tips for preparing successful proposals for European rese...XR group. Hints and tips for preparing successful proposals for European rese...
XR group. Hints and tips for preparing successful proposals for European rese...Francisco Javier Mora Serrano
 
Mathias Proboste , "Airport VR: Design to scape - Aprendiendo el diseño de ae...
Mathias Proboste , "Airport VR: Design to scape - Aprendiendo el diseño de ae...Mathias Proboste , "Airport VR: Design to scape - Aprendiendo el diseño de ae...
Mathias Proboste , "Airport VR: Design to scape - Aprendiendo el diseño de ae...Francisco Javier Mora Serrano
 
Felipe Muñoz 28.03.23 "Framework for an XR solution for holistic safety manag...
Felipe Muñoz 28.03.23 "Framework for an XR solution for holistic safety manag...Felipe Muñoz 28.03.23 "Framework for an XR solution for holistic safety manag...
Felipe Muñoz 28.03.23 "Framework for an XR solution for holistic safety manag...Francisco Javier Mora Serrano
 
Francisco Giosue Romano (2023), Viabilidad del despliegue de la filosofía Lea...
Francisco Giosue Romano (2023), Viabilidad del despliegue de la filosofía Lea...Francisco Giosue Romano (2023), Viabilidad del despliegue de la filosofía Lea...
Francisco Giosue Romano (2023), Viabilidad del despliegue de la filosofía Lea...Francisco Javier Mora Serrano
 
2022 Gurkeerat Singh - Plataforma web multidispositivo para la participación...
2022 Gurkeerat Singh  - Plataforma web multidispositivo para la participación...2022 Gurkeerat Singh  - Plataforma web multidispositivo para la participación...
2022 Gurkeerat Singh - Plataforma web multidispositivo para la participación...Francisco Javier Mora Serrano
 
Álvaro Vidal García - Julio 2022 - Formación en PRL para trabajadores de la c...
Álvaro Vidal García - Julio 2022 - Formación en PRL para trabajadores de la c...Álvaro Vidal García - Julio 2022 - Formación en PRL para trabajadores de la c...
Álvaro Vidal García - Julio 2022 - Formación en PRL para trabajadores de la c...Francisco Javier Mora Serrano
 
Víctor Mancheño Pérez - Julio 2022 - Interfaz de voz VUI mediante el asistent...
Víctor Mancheño Pérez - Julio 2022 - Interfaz de voz VUI mediante el asistent...Víctor Mancheño Pérez - Julio 2022 - Interfaz de voz VUI mediante el asistent...
Víctor Mancheño Pérez - Julio 2022 - Interfaz de voz VUI mediante el asistent...Francisco Javier Mora Serrano
 

More from Francisco Javier Mora Serrano (20)

Hanns Recabarren Diaz (2024), Implementación de una herramienta de realidad v...
Hanns Recabarren Diaz (2024), Implementación de una herramienta de realidad v...Hanns Recabarren Diaz (2024), Implementación de una herramienta de realidad v...
Hanns Recabarren Diaz (2024), Implementación de una herramienta de realidad v...
 
[2024.02.15] Èric Grau - Aplicació de les Tècniques de Ludificació i les Tecn...
[2024.02.15] Èric Grau - Aplicació de les Tècniques de Ludificació i les Tecn...[2024.02.15] Èric Grau - Aplicació de les Tècniques de Ludificació i les Tecn...
[2024.02.15] Èric Grau - Aplicació de les Tècniques de Ludificació i les Tecn...
 
Carlos García Madariaga, 2023, Papel de los avatares en experiencias de RV (M...
Carlos García Madariaga, 2023, Papel de los avatares en experiencias de RV (M...Carlos García Madariaga, 2023, Papel de los avatares en experiencias de RV (M...
Carlos García Madariaga, 2023, Papel de los avatares en experiencias de RV (M...
 
Mathias Proboste Martinez (2023) Serious Game y Realidad Virtual una Combinac...
Mathias Proboste Martinez (2023) Serious Game y Realidad Virtual una Combinac...Mathias Proboste Martinez (2023) Serious Game y Realidad Virtual una Combinac...
Mathias Proboste Martinez (2023) Serious Game y Realidad Virtual una Combinac...
 
Àlex Miró (2023), Presenting the MKM: a tool for assessing math didactics thr...
Àlex Miró (2023), Presenting the MKM: a tool for assessing math didactics thr...Àlex Miró (2023), Presenting the MKM: a tool for assessing math didactics thr...
Àlex Miró (2023), Presenting the MKM: a tool for assessing math didactics thr...
 
Mathias Proboste Martinez (2023) Realidad Virtual y Serious Game para Facilit...
Mathias Proboste Martinez (2023) Realidad Virtual y Serious Game para Facilit...Mathias Proboste Martinez (2023) Realidad Virtual y Serious Game para Facilit...
Mathias Proboste Martinez (2023) Realidad Virtual y Serious Game para Facilit...
 
Adrià Ibáñez (2023) Computer vision for bird strike prevention-12.07.2023.pdf
Adrià Ibáñez (2023) Computer vision for bird strike prevention-12.07.2023.pdfAdrià Ibáñez (2023) Computer vision for bird strike prevention-12.07.2023.pdf
Adrià Ibáñez (2023) Computer vision for bird strike prevention-12.07.2023.pdf
 
María Jesús Bopp Ibar (2023) Human-Machine Interaction para la Formación en l...
María Jesús Bopp Ibar (2023) Human-Machine Interaction para la Formación en l...María Jesús Bopp Ibar (2023) Human-Machine Interaction para la Formación en l...
María Jesús Bopp Ibar (2023) Human-Machine Interaction para la Formación en l...
 
Ivan Luque (2023) Minería de texto mediante NLP en el sector seguros.pdf
Ivan Luque (2023) Minería de texto mediante NLP en el sector seguros.pdfIvan Luque (2023) Minería de texto mediante NLP en el sector seguros.pdf
Ivan Luque (2023) Minería de texto mediante NLP en el sector seguros.pdf
 
Laurence Sigler (2023) Content management, ecommerce and interoperability fra...
Laurence Sigler (2023) Content management, ecommerce and interoperability fra...Laurence Sigler (2023) Content management, ecommerce and interoperability fra...
Laurence Sigler (2023) Content management, ecommerce and interoperability fra...
 
A. Miró. Metadidactical Analysis of Mathematics Teaching
A. Miró. Metadidactical Analysis of Mathematics TeachingA. Miró. Metadidactical Analysis of Mathematics Teaching
A. Miró. Metadidactical Analysis of Mathematics Teaching
 
2023. Daniel Salinas, Análisis Crítico de los Métodos de Evaluación de Experi...
2023. Daniel Salinas, Análisis Crítico de los Métodos de Evaluación de Experi...2023. Daniel Salinas, Análisis Crítico de los Métodos de Evaluación de Experi...
2023. Daniel Salinas, Análisis Crítico de los Métodos de Evaluación de Experi...
 
XR group. Hints and tips for preparing successful proposals for European rese...
XR group. Hints and tips for preparing successful proposals for European rese...XR group. Hints and tips for preparing successful proposals for European rese...
XR group. Hints and tips for preparing successful proposals for European rese...
 
Mathias Proboste , "Airport VR: Design to scape - Aprendiendo el diseño de ae...
Mathias Proboste , "Airport VR: Design to scape - Aprendiendo el diseño de ae...Mathias Proboste , "Airport VR: Design to scape - Aprendiendo el diseño de ae...
Mathias Proboste , "Airport VR: Design to scape - Aprendiendo el diseño de ae...
 
Felipe Muñoz 28.03.23 "Framework for an XR solution for holistic safety manag...
Felipe Muñoz 28.03.23 "Framework for an XR solution for holistic safety manag...Felipe Muñoz 28.03.23 "Framework for an XR solution for holistic safety manag...
Felipe Muñoz 28.03.23 "Framework for an XR solution for holistic safety manag...
 
Francisco Giosue Romano (2023), Viabilidad del despliegue de la filosofía Lea...
Francisco Giosue Romano (2023), Viabilidad del despliegue de la filosofía Lea...Francisco Giosue Romano (2023), Viabilidad del despliegue de la filosofía Lea...
Francisco Giosue Romano (2023), Viabilidad del despliegue de la filosofía Lea...
 
2022 Gurkeerat Singh - Plataforma web multidispositivo para la participación...
2022 Gurkeerat Singh  - Plataforma web multidispositivo para la participación...2022 Gurkeerat Singh  - Plataforma web multidispositivo para la participación...
2022 Gurkeerat Singh - Plataforma web multidispositivo para la participación...
 
Álvaro Vidal García - Julio 2022 - Formación en PRL para trabajadores de la c...
Álvaro Vidal García - Julio 2022 - Formación en PRL para trabajadores de la c...Álvaro Vidal García - Julio 2022 - Formación en PRL para trabajadores de la c...
Álvaro Vidal García - Julio 2022 - Formación en PRL para trabajadores de la c...
 
Víctor Mancheño Pérez - Julio 2022 - Interfaz de voz VUI mediante el asistent...
Víctor Mancheño Pérez - Julio 2022 - Interfaz de voz VUI mediante el asistent...Víctor Mancheño Pérez - Julio 2022 - Interfaz de voz VUI mediante el asistent...
Víctor Mancheño Pérez - Julio 2022 - Interfaz de voz VUI mediante el asistent...
 
CIMNE-Innodelta-10/06/2022
CIMNE-Innodelta-10/06/2022CIMNE-Innodelta-10/06/2022
CIMNE-Innodelta-10/06/2022
 

Recently uploaded

UNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its PerformanceUNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its Performancesivaprakash250
 
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete RecordCCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete RecordAsst.prof M.Gokilavani
 
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...Christo Ananth
 
Processing & Properties of Floor and Wall Tiles.pptx
Processing & Properties of Floor and Wall Tiles.pptxProcessing & Properties of Floor and Wall Tiles.pptx
Processing & Properties of Floor and Wall Tiles.pptxpranjaldaimarysona
 
Coefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxCoefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxAsutosh Ranjan
 
Porous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writingPorous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writingrakeshbaidya232001
 
(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service
(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service
(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Serviceranjana rawat
 
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...ranjana rawat
 
Booking open Available Pune Call Girls Koregaon Park 6297143586 Call Hot Ind...
Booking open Available Pune Call Girls Koregaon Park  6297143586 Call Hot Ind...Booking open Available Pune Call Girls Koregaon Park  6297143586 Call Hot Ind...
Booking open Available Pune Call Girls Koregaon Park 6297143586 Call Hot Ind...Call Girls in Nagpur High Profile
 
AKTU Computer Networks notes --- Unit 3.pdf
AKTU Computer Networks notes ---  Unit 3.pdfAKTU Computer Networks notes ---  Unit 3.pdf
AKTU Computer Networks notes --- Unit 3.pdfankushspencer015
 
247267395-1-Symmetric-and-distributed-shared-memory-architectures-ppt (1).ppt
247267395-1-Symmetric-and-distributed-shared-memory-architectures-ppt (1).ppt247267395-1-Symmetric-and-distributed-shared-memory-architectures-ppt (1).ppt
247267395-1-Symmetric-and-distributed-shared-memory-architectures-ppt (1).pptssuser5c9d4b1
 
Software Development Life Cycle By Team Orange (Dept. of Pharmacy)
Software Development Life Cycle By  Team Orange (Dept. of Pharmacy)Software Development Life Cycle By  Team Orange (Dept. of Pharmacy)
Software Development Life Cycle By Team Orange (Dept. of Pharmacy)Suman Mia
 
Introduction to IEEE STANDARDS and its different types.pptx
Introduction to IEEE STANDARDS and its different types.pptxIntroduction to IEEE STANDARDS and its different types.pptx
Introduction to IEEE STANDARDS and its different types.pptxupamatechverse
 
UNIT-III FMM. DIMENSIONAL ANALYSIS
UNIT-III FMM.        DIMENSIONAL ANALYSISUNIT-III FMM.        DIMENSIONAL ANALYSIS
UNIT-III FMM. DIMENSIONAL ANALYSISrknatarajan
 
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...ranjana rawat
 
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...Dr.Costas Sachpazis
 
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
Java Programming :Event Handling(Types of Events)
Java Programming :Event Handling(Types of Events)Java Programming :Event Handling(Types of Events)
Java Programming :Event Handling(Types of Events)simmis5
 
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service NashikCall Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service NashikCall Girls in Nagpur High Profile
 
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escortsranjana rawat
 

Recently uploaded (20)

UNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its PerformanceUNIT - IV - Air Compressors and its Performance
UNIT - IV - Air Compressors and its Performance
 
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete RecordCCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
 
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
 
Processing & Properties of Floor and Wall Tiles.pptx
Processing & Properties of Floor and Wall Tiles.pptxProcessing & Properties of Floor and Wall Tiles.pptx
Processing & Properties of Floor and Wall Tiles.pptx
 
Coefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxCoefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptx
 
Porous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writingPorous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writing
 
(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service
(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service
(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service
 
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
 
Booking open Available Pune Call Girls Koregaon Park 6297143586 Call Hot Ind...
Booking open Available Pune Call Girls Koregaon Park  6297143586 Call Hot Ind...Booking open Available Pune Call Girls Koregaon Park  6297143586 Call Hot Ind...
Booking open Available Pune Call Girls Koregaon Park 6297143586 Call Hot Ind...
 
AKTU Computer Networks notes --- Unit 3.pdf
AKTU Computer Networks notes ---  Unit 3.pdfAKTU Computer Networks notes ---  Unit 3.pdf
AKTU Computer Networks notes --- Unit 3.pdf
 
247267395-1-Symmetric-and-distributed-shared-memory-architectures-ppt (1).ppt
247267395-1-Symmetric-and-distributed-shared-memory-architectures-ppt (1).ppt247267395-1-Symmetric-and-distributed-shared-memory-architectures-ppt (1).ppt
247267395-1-Symmetric-and-distributed-shared-memory-architectures-ppt (1).ppt
 
Software Development Life Cycle By Team Orange (Dept. of Pharmacy)
Software Development Life Cycle By  Team Orange (Dept. of Pharmacy)Software Development Life Cycle By  Team Orange (Dept. of Pharmacy)
Software Development Life Cycle By Team Orange (Dept. of Pharmacy)
 
Introduction to IEEE STANDARDS and its different types.pptx
Introduction to IEEE STANDARDS and its different types.pptxIntroduction to IEEE STANDARDS and its different types.pptx
Introduction to IEEE STANDARDS and its different types.pptx
 
UNIT-III FMM. DIMENSIONAL ANALYSIS
UNIT-III FMM.        DIMENSIONAL ANALYSISUNIT-III FMM.        DIMENSIONAL ANALYSIS
UNIT-III FMM. DIMENSIONAL ANALYSIS
 
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
 
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
 
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
Java Programming :Event Handling(Types of Events)
Java Programming :Event Handling(Types of Events)Java Programming :Event Handling(Types of Events)
Java Programming :Event Handling(Types of Events)
 
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service NashikCall Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
 
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
 

Paula Lomascolo Pujadó (2023), Provision of Earth Observation data sources for use by a GIS content management system and online marketplace

  • 1. PROVISION OF EARTH OBSERVATION DATA SOURCES FOR USE BY A GIS CONTENT MANAGEMENT SYSTEM AND ONLINE MARKETPLACE Paula Lomascolo Pujadó Advisor: Pere-Andreu Ubach de Fuentes and Laurence Sigler Presentació Treball Final Màster de Aerospace Science and Technology Universitat Politècnica de Catalunya September 13th 2023
  • 2. OUTLINE 1. Introduction 2. PIKSEL 3. Earth Observation 4. Objective 5. Copernicus Program 6. PIKSEL case study 7. Copernicus products: CMEMS 8. Tool development 9. Conclusions 10. Future work Paula Lomascolo Pujadó (UPC) SEPT 2023
  • 3. INTRODUCTION Urgency to study and manage the territory Development Planning Policy-making Preservation Paula Lomascolo Pujadó (UPC) SEPT 2023 1/16
  • 4. OUTLINE 1. Introduction 2. PIKSEL 3. Earth Observation 4. Objective 5. Copernicus Program 6. PIKSEL case study 7. Copernicus products: CMEMS 8. Tool development 9. Conclusions 10. Future work Paula Lomascolo Pujadó (UPC) SEPT 2023
  • 5. PIKSEL • GIS based data management and prediction tool. Why? • To study environmental, economic and social phenomena that affects the Catalan territory. How? • Based on prediction models: - NO2 contamination - Biodiversity - Flood risks - Seismic risks - Occupation patterns - Evolution of the coastline - Tropospheric ozone Paula Lomascolo Pujadó (UPC) SEPT 2023 2/16
  • 6. OUTLINE 1. Introduction 2. PIKSEL 3. Earth Observation 4. Objective 5. Copernicus Program 6. PIKSEL case study 7. Copernicus products: CMEMS 8. Tool development 9. Conclusions 10. Future work Paula Lomascolo Pujadó (UPC) SEPT 2023
  • 7. Physics Chemistry Biology Remote sensing technologies In situ / direct-contact sensors Ground-based Airborne platforms How? EARTH OBSERVATION Paula Lomascolo Pujadó (UPC) SEPT 2023 3/16
  • 8. OUTLINE 1. Introduction 2. PIKSEL 3. Earth Observation 4. Objective 5. Copernicus Program 6. PIKSEL case study 7. Copernicus products: CMEMS 8. Tool development 9. Conclusions 10. Future work Paula Lomascolo Pujadó (UPC) SEPT 2023
  • 9. How? Identify EO data sources Decide if the data is relevant regarding the application Understand the process of data retrieval from the source Implement a script to obtain the desired data Create a user-friendly interface to manage the download OBJECTIVE Provide PIKSEL with EO data sources Paula Lomascolo Pujadó (UPC) SEPT 2023 4/16
  • 10. OUTLINE 1. Introduction 2. PIKSEL 3. Earth Observation 4. Objective 5. Copernicus Program 6. PIKSEL case study 7. Copernicus products: CMEMS 8. Tool development 9. Conclusions 10. Future work Paula Lomascolo Pujadó (UPC) SEPT 2023
  • 11. COPERNICUS PROGRAM • Launched in 1998. • EO component of the EU Space Programme. • Managed by the European Commission. • Implemented by EU Member States, ESA, EUMETSAT, ECMWF, JRC, EEA, EMSA, Frontex, SatCen and Mercator Océan. • Data sources diagram Near real time Free access Paula Lomascolo Pujadó (UPC) SEPT 2023 5/16
  • 12. DATA ACCESS COPERNICUS PROGRAM Paula Lomascolo Pujadó (UPC) SEPT 2023 6/16 Copernicus Data Space Ecosystem Copernicus Contributing missions DIAS 6 Core services DIAS Copernicus Open Acces HUB EUMETSAT EUMETSAT Data Store EUMETSAT Cast CLMS CMES CAMS CSS C3S CMEMS
  • 13. OUTLINE 1. Introduction 2. PIKSEL 3. Earth Observation 4. Objective 5. Copernicus Program 6. PIKSEL case study 7. Copernicus products: CMEMS 8. Tool development 9. Conclusions 10. Future work Paula Lomascolo Pujadó (UPC) SEPT 2023
  • 14. • Evolution of the sediments on the coast. • Energy of the waves dynamics. • Regulate and manage economic activities. • Uses computational models. - Map of the seabed. - Sand amount. - Characterization of the wave. • The result is a resilience index. PIKSEL CASE STUDY Source: PIKSEL Evolution of the coastline Paula Lomascolo Pujadó (UPC) SEPT 2023 7/16
  • 15. OUTLINE 1. Introduction 2. PIKSEL 3. Earth Observation 4. Objective 5. Copernicus Program 6. PIKSEL case study 7. Copernicus products: CMEMS 8. Tool development 9. Conclusions 10. Future work Paula Lomascolo Pujadó (UPC) SEPT 2023
  • 16. COPERNICUS PRODUCTS: CMEMS • Mediterranean Sea Wave Reanalysis - Hourly wave parameters. - 1/24º horizontal resolution (aprox 4km). - Data from 1993. Evolution of the coastline Earth's oceans and marine environment Sea ice Physical Biogeochemical Paula Lomascolo Pujadó (UPC) SEPT 2023 8/16
  • 17. OUTLINE 1. Introduction 2. PIKSEL 3. Earth Observation 4. Objective 5. Copernicus Program 6. PIKSEL case study 7. Copernicus products: CMEMS 8. Tool development 9. Conclusions 10. Future work Paula Lomascolo Pujadó (UPC) SEPT 2023
  • 18. TOOL DEVELOPMENT Python code Using MOTU API Copernicus > CMEMS > Mediterranean Sea Wave Reanalysis Ability to choose Generates a command User Guide User guide available Output file Evolution of the coastline Paula Lomascolo Pujadó (UPC) SEPT 2023 9/16
  • 19. Representation in ArcGIS of the Copernicus grid on the surface of Catalunya. - Select points in particular. - Points far from the boundaries. TOOL DEVELOPMENT Evolution of the coastline Paula Lomascolo Pujadó (UPC) SEPT 2023 10/16
  • 20. Copernicus > CMEMS > MEDSEA_MULTIYEAR_WAV_006_012 > med-hcmr-wav-rean-h Copernicus Selector. TOOL DEVELOPMENT Evolution of the coastline Paula Lomascolo Pujadó (UPC) SEPT 2023 11/16
  • 21. Copernicus Selector. TOOL DEVELOPMENT Evolution of the coastline Paula Lomascolo Pujadó (UPC) SEPT 2023 12/16
  • 22. Command obtained from the Copernicus Selector. TOOL DEVELOPMENT Evolution of the coastline Paula Lomascolo Pujadó (UPC) SEPT 2023 13/16
  • 23. Coordinates with “.” Particular geographical area Output directory Name and file extension Particular day format CMEMS TOOL DEVELOPMENT Evolution of the coastline Paula Lomascolo Pujadó (UPC) SEPT 2023 14/16
  • 24. OUTLINE 1. Introduction 2. PIKSEL 3. Earth Observation 4. Objective 5. Copernicus Program 6. PIKSEL case study 7. Copernicus products: CMEMS 8. Tool development 9. Conclusions 10. Future work Paula Lomascolo Pujadó (UPC) SEPT 2023
  • 25. CONCLUSIONS Different approaches for each source Particular interest to users w/o programming skills EO is complicated to understand and obtain Differences in resolution Simplification of the interface is crucial Paula Lomascolo Pujadó (UPC) SEPT 2023 15/16
  • 26. OUTLINE 1. Introduction 2. PIKSEL 3. Earth Observation 4. Objective 5. Copernicus Program 6. PIKSEL case study 7. Copernicus products: CMEMS 8. Tool development 9. Conclusions 10. Future work Paula Lomascolo Pujadó (UPC) SEPT 2023
  • 27. FUTURE WORK Remote sensing technologies In situ / direct-contact sensors ● Other datasets and Copernicus services to the interface: ● Other relevant sources to the interface: ● Implementation of the user interface in PIKSEL. ● Ability to draw in the PIKSEL interface to select the region. ● Execute the Python command directly. ● Auto format the date and the coordinates. Paula Lomascolo Pujadó (UPC) SEPT 2023 16/16
  • 28. THANK YOU FOR YOUR ATTENTION