SlideShare une entreprise Scribd logo
1  sur  26
Télécharger pour lire hors ligne
Global Sandy Shoreline Dynamics
derived from Satellite Imagery
Arjen Luijendijk,
Gerben Hagenaars & Josh Friedman,
Gennadii Donchyts & Fedor Baart,
Stefan Aarninkhof,
Rosh Ranasinghe
Delft Software Days
03 November 2017
Understand the system
Is this beach
eroding?
Has anybody been
looking at this
beach for the last
30 years?
YES!
3
4
Automated shoreline detection
shorelinewater
land
NDWI
no.ofpixels
landwater
What is the accuracy of this shoreline?
6
Validation
7
Sand Motor, NL
Single satellite image (16-7-2015)
pixel resolution (10 m)
offset[m]
Scheveningen
Hoek van Holland
average 1 m
standard deviation 5 m
8
Application
• Sand Motor case study
– 1-1-2011 // 1-7-2016
2012 2013 2014 2015 2016
distancealongtransect[m]
9
Limitations
• Method works well at sandy shores
• Less quality at less sharp land-water transition
• Mud
10
Sand classification
[Manual]
“Buildings”
[Automatic]
OSM Sand
Training Dataset Sand Classification
(Sentinel 2)
Classified
Sand
11
Global Sand
Method shows good quantitative results
 Lets go global!
12
1. Sand classification worldwide
Hayes (1967)
13
32 % of the world coastline is sandy
of which 24% is eroding > 0.5 m/yr
while 28% is accreting > 0.5 m/yr
2. Sandy shore dynamics
14
2. Sandy shore dynamics
Ocean Beach, San Francisco: -4 m/yr
Tweed river bypass system:
+ 3.7 m/yr
15
Demo time
(link)
16
Suggestions / questions?
Average change rate of sandy shores
per country
Luijendijk et al. (in prep)
Luijendijk et al. (in prep)
North America:
1. Bahamas -2,10
2. Grenada -0,67
3. Cuba -0,64
4. Mexico -0,26
5. Honduras -0,23
Europe:
1. Romania -0,51
2. France -0,44
3. Portugal -0,44
4. Ukraine -0,37
5. Greece -0,09
Asia:
1. Myanmar -1,90
2. Bangladesh -1,77
3. India -0,43
4. Pakistan -0,28
5. Yemen -0,28
Asia:
1. Bahrein 4,79
2. Singapore 4,25
3. China 3,25
4. Kazakhstan 2,94
5. Turkmenistan
Average change rate of sandy shores
per country
15
t
Composite images: moving time averaging
2. Shoreline detection
Accuracy
Tide + Surge Wave set-up Wave run-up
Shoreline change rates 1989-
2002 over 65 km coastline
Based on aerial photographs
every ~2 years
Blue line represents linear
regression based on obs data.
Hatteras Island, USA
24
RMSE
Survey – SDW moving av.: 2.2 m/y
Survey – SDW single: 3.6 m/y
Distribution of errors
SDW moving av. - Survey
Hatteras Island, USA
25
B: Hatteras Island
RMSE
Survey – SDW moving av.: 2.2 m/y
Survey – SDW single: 3.6 m/y
Distribution of errors
SDW moving av. - Survey
Method shows good quantitative results to map
shoreline dynamics
26

Contenu connexe

Tendances

Tendances (20)

DSD-INT 2017 Breaking bar migration induced by infragravity waves - Michallet
DSD-INT 2017 Breaking bar migration induced by infragravity waves - MichalletDSD-INT 2017 Breaking bar migration induced by infragravity waves - Michallet
DSD-INT 2017 Breaking bar migration induced by infragravity waves - Michallet
 
DSD-INT 2017 Coupling XBeach-G And Longshore Sediment Transport To Model Stor...
DSD-INT 2017 Coupling XBeach-G And Longshore Sediment Transport To Model Stor...DSD-INT 2017 Coupling XBeach-G And Longshore Sediment Transport To Model Stor...
DSD-INT 2017 Coupling XBeach-G And Longshore Sediment Transport To Model Stor...
 
DSD-INT 2017 XBeach Past, Present and Future _Keynote - Roelvink
DSD-INT 2017 XBeach Past, Present and Future _Keynote - RoelvinkDSD-INT 2017 XBeach Past, Present and Future _Keynote - Roelvink
DSD-INT 2017 XBeach Past, Present and Future _Keynote - Roelvink
 
DSD-INT 2017 Evaluating Storm Erosion with XBeach on beaches protected by sub...
DSD-INT 2017 Evaluating Storm Erosion with XBeach on beaches protected by sub...DSD-INT 2017 Evaluating Storm Erosion with XBeach on beaches protected by sub...
DSD-INT 2017 Evaluating Storm Erosion with XBeach on beaches protected by sub...
 
DSD-INT 2017 Washover processes at the Wadden Island of Schiermonnikoog, The ...
DSD-INT 2017 Washover processes at the Wadden Island of Schiermonnikoog, The ...DSD-INT 2017 Washover processes at the Wadden Island of Schiermonnikoog, The ...
DSD-INT 2017 Washover processes at the Wadden Island of Schiermonnikoog, The ...
 
DSD-INT 2017 Coupling 3D models and earth observation to develop algae foreca...
DSD-INT 2017 Coupling 3D models and earth observation to develop algae foreca...DSD-INT 2017 Coupling 3D models and earth observation to develop algae foreca...
DSD-INT 2017 Coupling 3D models and earth observation to develop algae foreca...
 
DSD-INT 2017 Delft3D FM - validation of hydrodynamics (1D,2D,3D) - van Dam
DSD-INT 2017 Delft3D FM - validation of hydrodynamics (1D,2D,3D) - van DamDSD-INT 2017 Delft3D FM - validation of hydrodynamics (1D,2D,3D) - van Dam
DSD-INT 2017 Delft3D FM - validation of hydrodynamics (1D,2D,3D) - van Dam
 
DSD-INT 2017 Defining time-dependent hydraulic boundary conditions for the an...
DSD-INT 2017 Defining time-dependent hydraulic boundary conditions for the an...DSD-INT 2017 Defining time-dependent hydraulic boundary conditions for the an...
DSD-INT 2017 Defining time-dependent hydraulic boundary conditions for the an...
 
DSD-INT 2017 Contribution of IG waves to local runup and flooding Beach of Bi...
DSD-INT 2017 Contribution of IG waves to local runup and flooding Beach of Bi...DSD-INT 2017 Contribution of IG waves to local runup and flooding Beach of Bi...
DSD-INT 2017 Contribution of IG waves to local runup and flooding Beach of Bi...
 
DSD-INT 2017 Non-hydrostatic wave modelling at West Bay Harbour UK - Klein et...
DSD-INT 2017 Non-hydrostatic wave modelling at West Bay Harbour UK - Klein et...DSD-INT 2017 Non-hydrostatic wave modelling at West Bay Harbour UK - Klein et...
DSD-INT 2017 Non-hydrostatic wave modelling at West Bay Harbour UK - Klein et...
 
DSD-INT 2017 Research and decision support applications of XBeach at the USGS...
DSD-INT 2017 Research and decision support applications of XBeach at the USGS...DSD-INT 2017 Research and decision support applications of XBeach at the USGS...
DSD-INT 2017 Research and decision support applications of XBeach at the USGS...
 
DSD-INT 2017 Infragravity Period Oscillations In A Channel Harbor Near A Rive...
DSD-INT 2017 Infragravity Period Oscillations In A Channel Harbor Near A Rive...DSD-INT 2017 Infragravity Period Oscillations In A Channel Harbor Near A Rive...
DSD-INT 2017 Infragravity Period Oscillations In A Channel Harbor Near A Rive...
 
DSD-INT 2017 Coastal morphology change predictions during Hurricane Ike in Ga...
DSD-INT 2017 Coastal morphology change predictions during Hurricane Ike in Ga...DSD-INT 2017 Coastal morphology change predictions during Hurricane Ike in Ga...
DSD-INT 2017 Coastal morphology change predictions during Hurricane Ike in Ga...
 
DSD-INT 2017 The use of additional sources of data for hydrological modelling...
DSD-INT 2017 The use of additional sources of data for hydrological modelling...DSD-INT 2017 The use of additional sources of data for hydrological modelling...
DSD-INT 2017 The use of additional sources of data for hydrological modelling...
 
DSD-INT 2017 Understanding the Response to Extreme Events in a Deltaic Curvil...
DSD-INT 2017 Understanding the Response to Extreme Events in a Deltaic Curvil...DSD-INT 2017 Understanding the Response to Extreme Events in a Deltaic Curvil...
DSD-INT 2017 Understanding the Response to Extreme Events in a Deltaic Curvil...
 
DSD-INT 2017 Keynote: XBeach-Nonhydrostatic: Towards The Development Of A Pha...
DSD-INT 2017 Keynote: XBeach-Nonhydrostatic: Towards The Development Of A Pha...DSD-INT 2017 Keynote: XBeach-Nonhydrostatic: Towards The Development Of A Pha...
DSD-INT 2017 Keynote: XBeach-Nonhydrostatic: Towards The Development Of A Pha...
 
DSD-INT 2017 Breaching of coastal defences under extreme storm surges - El S...
DSD-INT 2017 Breaching of coastal defences under extreme storm surges  - El S...DSD-INT 2017 Breaching of coastal defences under extreme storm surges  - El S...
DSD-INT 2017 Breaching of coastal defences under extreme storm surges - El S...
 
DSD-INT 2017 Modelling net-deposition of cohesive sediments within the ETM of...
DSD-INT 2017 Modelling net-deposition of cohesive sediments within the ETM of...DSD-INT 2017 Modelling net-deposition of cohesive sediments within the ETM of...
DSD-INT 2017 Modelling net-deposition of cohesive sediments within the ETM of...
 
DSD-INT 2017 Vegetated Flow Simulation using Delft3D for a Large-scale Outdoo...
DSD-INT 2017 Vegetated Flow Simulation using Delft3D for a Large-scale Outdoo...DSD-INT 2017 Vegetated Flow Simulation using Delft3D for a Large-scale Outdoo...
DSD-INT 2017 Vegetated Flow Simulation using Delft3D for a Large-scale Outdoo...
 
DSD-INT 2017 Rip current generation from intersecting waves: Laboratory exper...
DSD-INT 2017 Rip current generation from intersecting waves: Laboratory exper...DSD-INT 2017 Rip current generation from intersecting waves: Laboratory exper...
DSD-INT 2017 Rip current generation from intersecting waves: Laboratory exper...
 

Similaire à DSD-INT 2017 Global sandy shoreline dynamics derived from satellite imagery - Hagenaars

An Automated Approach of Shoreline Detection Applied to Digital Videos using ...
An Automated Approach of Shoreline Detection Applied to Digital Videos using ...An Automated Approach of Shoreline Detection Applied to Digital Videos using ...
An Automated Approach of Shoreline Detection Applied to Digital Videos using ...
Dwi Putra Asana
 
2014 04 emerald siggery
2014   04 emerald siggery2014   04 emerald siggery
2014 04 emerald siggery
SevernEstuary
 
igarss11-singhroy.ppt
igarss11-singhroy.pptigarss11-singhroy.ppt
igarss11-singhroy.ppt
grssieee
 

Similaire à DSD-INT 2017 Global sandy shoreline dynamics derived from satellite imagery - Hagenaars (20)

DSD-INT 2018 Global Sandy Shoreline changes - Baart
DSD-INT 2018 Global Sandy Shoreline changes - BaartDSD-INT 2018 Global Sandy Shoreline changes - Baart
DSD-INT 2018 Global Sandy Shoreline changes - Baart
 
An Automated Approach of Shoreline Detection Applied to Digital Videos using ...
An Automated Approach of Shoreline Detection Applied to Digital Videos using ...An Automated Approach of Shoreline Detection Applied to Digital Videos using ...
An Automated Approach of Shoreline Detection Applied to Digital Videos using ...
 
Reservoir monitoring using multiple satellite systems
Reservoir monitoring using multiple satellite systems Reservoir monitoring using multiple satellite systems
Reservoir monitoring using multiple satellite systems
 
2013.10.17 ice sheet-symposium_ditmar
2013.10.17 ice sheet-symposium_ditmar2013.10.17 ice sheet-symposium_ditmar
2013.10.17 ice sheet-symposium_ditmar
 
Operational Evapotranspiration Data for Water Management in the Western U.S. ...
Operational Evapotranspiration Data for Water Management in the Western U.S. ...Operational Evapotranspiration Data for Water Management in the Western U.S. ...
Operational Evapotranspiration Data for Water Management in the Western U.S. ...
 
Using senseFly Mapping Drones to Map Geomorphological Features in the Subanta...
Using senseFly Mapping Drones to Map Geomorphological Features in the Subanta...Using senseFly Mapping Drones to Map Geomorphological Features in the Subanta...
Using senseFly Mapping Drones to Map Geomorphological Features in the Subanta...
 
AAS National Conference 2008: Graham Gibbs
AAS National Conference 2008: Graham GibbsAAS National Conference 2008: Graham Gibbs
AAS National Conference 2008: Graham Gibbs
 
GeoCSR_Sat_Assim
GeoCSR_Sat_AssimGeoCSR_Sat_Assim
GeoCSR_Sat_Assim
 
Effects of time-series data resolution on modelling shoreline change. Avidesh...
Effects of time-series data resolution on modelling shoreline change. Avidesh...Effects of time-series data resolution on modelling shoreline change. Avidesh...
Effects of time-series data resolution on modelling shoreline change. Avidesh...
 
Extraction of Water-body Area from High-resolution Landsat Imagery
Extraction of Water-body Area from High-resolution  Landsat Imagery Extraction of Water-body Area from High-resolution  Landsat Imagery
Extraction of Water-body Area from High-resolution Landsat Imagery
 
Strengthening monitoring of the state of the Earth
Strengthening monitoring of the state of the EarthStrengthening monitoring of the state of the Earth
Strengthening monitoring of the state of the Earth
 
Remote Sensing - Operating Satellites
Remote Sensing -  Operating SatellitesRemote Sensing -  Operating Satellites
Remote Sensing - Operating Satellites
 
Remote sensing presentation with case study
Remote sensing presentation with case studyRemote sensing presentation with case study
Remote sensing presentation with case study
 
2014 04 emerald siggery
2014   04 emerald siggery2014   04 emerald siggery
2014 04 emerald siggery
 
Theos applications
Theos applicationsTheos applications
Theos applications
 
CL#21-0488.pdf
CL#21-0488.pdfCL#21-0488.pdf
CL#21-0488.pdf
 
igarss11-singhroy.ppt
igarss11-singhroy.pptigarss11-singhroy.ppt
igarss11-singhroy.ppt
 
GSA_2015_Scott1
GSA_2015_Scott1GSA_2015_Scott1
GSA_2015_Scott1
 
Automated Extraction of Shoreline in Tuban Regency, East Java from Google Ear...
Automated Extraction of Shoreline in Tuban Regency, East Java from Google Ear...Automated Extraction of Shoreline in Tuban Regency, East Java from Google Ear...
Automated Extraction of Shoreline in Tuban Regency, East Java from Google Ear...
 
Cloud Computing for Drought Monitoring with Google Earth Engine
Cloud Computing for Drought Monitoring with Google Earth EngineCloud Computing for Drought Monitoring with Google Earth Engine
Cloud Computing for Drought Monitoring with Google Earth Engine
 

Plus de Deltares

Plus de Deltares (20)

DSD-INT 2023 Hydrology User Days - Intro - Day 3 - Kroon
DSD-INT 2023 Hydrology User Days - Intro - Day 3 - KroonDSD-INT 2023 Hydrology User Days - Intro - Day 3 - Kroon
DSD-INT 2023 Hydrology User Days - Intro - Day 3 - Kroon
 
DSD-INT 2023 Demo EPIC Response Assessment Methodology (ERAM) - Couvin Rodriguez
DSD-INT 2023 Demo EPIC Response Assessment Methodology (ERAM) - Couvin RodriguezDSD-INT 2023 Demo EPIC Response Assessment Methodology (ERAM) - Couvin Rodriguez
DSD-INT 2023 Demo EPIC Response Assessment Methodology (ERAM) - Couvin Rodriguez
 
DSD-INT 2023 Demo Climate Stress Testing Tool (CST Tool) - Taner
DSD-INT 2023 Demo Climate Stress Testing Tool (CST Tool) - TanerDSD-INT 2023 Demo Climate Stress Testing Tool (CST Tool) - Taner
DSD-INT 2023 Demo Climate Stress Testing Tool (CST Tool) - Taner
 
DSD-INT 2023 Demo Climate Resilient Cities Tool (CRC Tool) - Rooze
DSD-INT 2023 Demo Climate Resilient Cities Tool (CRC Tool) - RoozeDSD-INT 2023 Demo Climate Resilient Cities Tool (CRC Tool) - Rooze
DSD-INT 2023 Demo Climate Resilient Cities Tool (CRC Tool) - Rooze
 
DSD-INT 2023 Approaches for assessing multi-hazard risk - Ward
DSD-INT 2023 Approaches for assessing multi-hazard risk - WardDSD-INT 2023 Approaches for assessing multi-hazard risk - Ward
DSD-INT 2023 Approaches for assessing multi-hazard risk - Ward
 
DSD-INT 2023 Dynamic Adaptive Policy Pathways (DAPP) - Theory & Showcase - Wa...
DSD-INT 2023 Dynamic Adaptive Policy Pathways (DAPP) - Theory & Showcase - Wa...DSD-INT 2023 Dynamic Adaptive Policy Pathways (DAPP) - Theory & Showcase - Wa...
DSD-INT 2023 Dynamic Adaptive Policy Pathways (DAPP) - Theory & Showcase - Wa...
 
DSD-INT 2023 Global hydrological modelling to support worldwide water assessm...
DSD-INT 2023 Global hydrological modelling to support worldwide water assessm...DSD-INT 2023 Global hydrological modelling to support worldwide water assessm...
DSD-INT 2023 Global hydrological modelling to support worldwide water assessm...
 
DSD-INT 2023 Modelling implications - IPCC Working Group II - From AR6 to AR7...
DSD-INT 2023 Modelling implications - IPCC Working Group II - From AR6 to AR7...DSD-INT 2023 Modelling implications - IPCC Working Group II - From AR6 to AR7...
DSD-INT 2023 Modelling implications - IPCC Working Group II - From AR6 to AR7...
 
DSD-INT 2023 Knowledge and tools for Climate Adaptation - Jeuken
DSD-INT 2023 Knowledge and tools for Climate Adaptation - JeukenDSD-INT 2023 Knowledge and tools for Climate Adaptation - Jeuken
DSD-INT 2023 Knowledge and tools for Climate Adaptation - Jeuken
 
DSD-INT 2023 Coupling RIBASIM to a MODFLOW groundwater model - Bootsma
DSD-INT 2023 Coupling RIBASIM to a MODFLOW groundwater model - BootsmaDSD-INT 2023 Coupling RIBASIM to a MODFLOW groundwater model - Bootsma
DSD-INT 2023 Coupling RIBASIM to a MODFLOW groundwater model - Bootsma
 
DSD-INT 2023 Create your own MODFLOW 6 sub-variant - Muller
DSD-INT 2023 Create your own MODFLOW 6 sub-variant - MullerDSD-INT 2023 Create your own MODFLOW 6 sub-variant - Muller
DSD-INT 2023 Create your own MODFLOW 6 sub-variant - Muller
 
DSD-INT 2023 Example of unstructured MODFLOW 6 modelling in California - Romero
DSD-INT 2023 Example of unstructured MODFLOW 6 modelling in California - RomeroDSD-INT 2023 Example of unstructured MODFLOW 6 modelling in California - Romero
DSD-INT 2023 Example of unstructured MODFLOW 6 modelling in California - Romero
 
DSD-INT 2023 Challenges and developments in groundwater modeling - Bakker
DSD-INT 2023 Challenges and developments in groundwater modeling - BakkerDSD-INT 2023 Challenges and developments in groundwater modeling - Bakker
DSD-INT 2023 Challenges and developments in groundwater modeling - Bakker
 
DSD-INT 2023 Demo new features iMOD Suite - van Engelen
DSD-INT 2023 Demo new features iMOD Suite - van EngelenDSD-INT 2023 Demo new features iMOD Suite - van Engelen
DSD-INT 2023 Demo new features iMOD Suite - van Engelen
 
DSD-INT 2023 iMOD and new developments - Davids
DSD-INT 2023 iMOD and new developments - DavidsDSD-INT 2023 iMOD and new developments - Davids
DSD-INT 2023 iMOD and new developments - Davids
 
DSD-INT 2023 Recent MODFLOW Developments - Langevin
DSD-INT 2023 Recent MODFLOW Developments - LangevinDSD-INT 2023 Recent MODFLOW Developments - Langevin
DSD-INT 2023 Recent MODFLOW Developments - Langevin
 
DSD-INT 2023 Hydrology User Days - Presentations - Day 2
DSD-INT 2023 Hydrology User Days - Presentations - Day 2DSD-INT 2023 Hydrology User Days - Presentations - Day 2
DSD-INT 2023 Hydrology User Days - Presentations - Day 2
 
DSD-INT 2023 Needs related to user interfaces - Snippen
DSD-INT 2023 Needs related to user interfaces - SnippenDSD-INT 2023 Needs related to user interfaces - Snippen
DSD-INT 2023 Needs related to user interfaces - Snippen
 
DSD-INT 2023 Coupling RIBASIM to a MODFLOW groundwater model - Bootsma
DSD-INT 2023 Coupling RIBASIM to a MODFLOW groundwater model - BootsmaDSD-INT 2023 Coupling RIBASIM to a MODFLOW groundwater model - Bootsma
DSD-INT 2023 Coupling RIBASIM to a MODFLOW groundwater model - Bootsma
 
DSD-INT 2023 Parameterization of a RIBASIM model and the network lumping appr...
DSD-INT 2023 Parameterization of a RIBASIM model and the network lumping appr...DSD-INT 2023 Parameterization of a RIBASIM model and the network lumping appr...
DSD-INT 2023 Parameterization of a RIBASIM model and the network lumping appr...
 

Dernier

+971565801893>>SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHAB...
+971565801893>>SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHAB...+971565801893>>SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHAB...
+971565801893>>SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHAB...
Health
 
Large-scale Logging Made Easy: Meetup at Deutsche Bank 2024
Large-scale Logging Made Easy: Meetup at Deutsche Bank 2024Large-scale Logging Made Easy: Meetup at Deutsche Bank 2024
Large-scale Logging Made Easy: Meetup at Deutsche Bank 2024
VictoriaMetrics
 

Dernier (20)

Announcing Codolex 2.0 from GDK Software
Announcing Codolex 2.0 from GDK SoftwareAnnouncing Codolex 2.0 from GDK Software
Announcing Codolex 2.0 from GDK Software
 
Payment Gateway Testing Simplified_ A Step-by-Step Guide for Beginners.pdf
Payment Gateway Testing Simplified_ A Step-by-Step Guide for Beginners.pdfPayment Gateway Testing Simplified_ A Step-by-Step Guide for Beginners.pdf
Payment Gateway Testing Simplified_ A Step-by-Step Guide for Beginners.pdf
 
Harnessing ChatGPT - Elevating Productivity in Today's Agile Environment
Harnessing ChatGPT  - Elevating Productivity in Today's Agile EnvironmentHarnessing ChatGPT  - Elevating Productivity in Today's Agile Environment
Harnessing ChatGPT - Elevating Productivity in Today's Agile Environment
 
%in kaalfontein+277-882-255-28 abortion pills for sale in kaalfontein
%in kaalfontein+277-882-255-28 abortion pills for sale in kaalfontein%in kaalfontein+277-882-255-28 abortion pills for sale in kaalfontein
%in kaalfontein+277-882-255-28 abortion pills for sale in kaalfontein
 
Devoxx UK 2024 - Going serverless with Quarkus, GraalVM native images and AWS...
Devoxx UK 2024 - Going serverless with Quarkus, GraalVM native images and AWS...Devoxx UK 2024 - Going serverless with Quarkus, GraalVM native images and AWS...
Devoxx UK 2024 - Going serverless with Quarkus, GraalVM native images and AWS...
 
8257 interfacing 2 in microprocessor for btech students
8257 interfacing 2 in microprocessor for btech students8257 interfacing 2 in microprocessor for btech students
8257 interfacing 2 in microprocessor for btech students
 
Architecture decision records - How not to get lost in the past
Architecture decision records - How not to get lost in the pastArchitecture decision records - How not to get lost in the past
Architecture decision records - How not to get lost in the past
 
WSO2CON 2024 - Cloud Native Middleware: Domain-Driven Design, Cell-Based Arch...
WSO2CON 2024 - Cloud Native Middleware: Domain-Driven Design, Cell-Based Arch...WSO2CON 2024 - Cloud Native Middleware: Domain-Driven Design, Cell-Based Arch...
WSO2CON 2024 - Cloud Native Middleware: Domain-Driven Design, Cell-Based Arch...
 
Direct Style Effect Systems - The Print[A] Example - A Comprehension Aid
Direct Style Effect Systems -The Print[A] Example- A Comprehension AidDirect Style Effect Systems -The Print[A] Example- A Comprehension Aid
Direct Style Effect Systems - The Print[A] Example - A Comprehension Aid
 
call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️
call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️
call girls in Vaishali (Ghaziabad) 🔝 >༒8448380779 🔝 genuine Escort Service 🔝✔️✔️
 
Crypto Cloud Review - How To Earn Up To $500 Per DAY Of Bitcoin 100% On AutoP...
Crypto Cloud Review - How To Earn Up To $500 Per DAY Of Bitcoin 100% On AutoP...Crypto Cloud Review - How To Earn Up To $500 Per DAY Of Bitcoin 100% On AutoP...
Crypto Cloud Review - How To Earn Up To $500 Per DAY Of Bitcoin 100% On AutoP...
 
MarTech Trend 2024 Book : Marketing Technology Trends (2024 Edition) How Data...
MarTech Trend 2024 Book : Marketing Technology Trends (2024 Edition) How Data...MarTech Trend 2024 Book : Marketing Technology Trends (2024 Edition) How Data...
MarTech Trend 2024 Book : Marketing Technology Trends (2024 Edition) How Data...
 
%in Hazyview+277-882-255-28 abortion pills for sale in Hazyview
%in Hazyview+277-882-255-28 abortion pills for sale in Hazyview%in Hazyview+277-882-255-28 abortion pills for sale in Hazyview
%in Hazyview+277-882-255-28 abortion pills for sale in Hazyview
 
W01_panagenda_Navigating-the-Future-with-The-Hitchhikers-Guide-to-Notes-and-D...
W01_panagenda_Navigating-the-Future-with-The-Hitchhikers-Guide-to-Notes-and-D...W01_panagenda_Navigating-the-Future-with-The-Hitchhikers-Guide-to-Notes-and-D...
W01_panagenda_Navigating-the-Future-with-The-Hitchhikers-Guide-to-Notes-and-D...
 
%in Bahrain+277-882-255-28 abortion pills for sale in Bahrain
%in Bahrain+277-882-255-28 abortion pills for sale in Bahrain%in Bahrain+277-882-255-28 abortion pills for sale in Bahrain
%in Bahrain+277-882-255-28 abortion pills for sale in Bahrain
 
+971565801893>>SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHAB...
+971565801893>>SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHAB...+971565801893>>SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHAB...
+971565801893>>SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHAB...
 
%in ivory park+277-882-255-28 abortion pills for sale in ivory park
%in ivory park+277-882-255-28 abortion pills for sale in ivory park %in ivory park+277-882-255-28 abortion pills for sale in ivory park
%in ivory park+277-882-255-28 abortion pills for sale in ivory park
 
VTU technical seminar 8Th Sem on Scikit-learn
VTU technical seminar 8Th Sem on Scikit-learnVTU technical seminar 8Th Sem on Scikit-learn
VTU technical seminar 8Th Sem on Scikit-learn
 
Large-scale Logging Made Easy: Meetup at Deutsche Bank 2024
Large-scale Logging Made Easy: Meetup at Deutsche Bank 2024Large-scale Logging Made Easy: Meetup at Deutsche Bank 2024
Large-scale Logging Made Easy: Meetup at Deutsche Bank 2024
 
Define the academic and professional writing..pdf
Define the academic and professional writing..pdfDefine the academic and professional writing..pdf
Define the academic and professional writing..pdf
 

DSD-INT 2017 Global sandy shoreline dynamics derived from satellite imagery - Hagenaars