SlideShare a Scribd company logo
1 of 25
Download to read offline
Addressing High Resolution Modelling
over different computing
infrastructures (HPC, HTC, Cloud)
Fernando Aguilar
aguilarf@ifca.unican.es
Instituto de Física de Cantabria (IFCA)
Santander - Spain
Content
1. Introduction
2. Hydrodynamic modelling
3. Water Quality modelling
4. Infrastructure
5. Use Case
6. Conclusions
Content
1. Introduction
2. Hydrodynamic modelling
3. Water Quality modelling
4. Infrastructure
5. Use Case
6. Conclusions
Introduction
Framework: Collaboration within European LIFE+ project
(ROEM+). SME Ecohydros.
Reservoir hydrodinamic and Water Quality modelling. Cuerda
del Pozo: water supply, water activities.
Previous work
Platform takes data from water: physical, chemical, biological, etc.
Allows to know water status (data taken since 2010 aprox.)
Data visualization tool. Aims to alert authorities when the water
quality is under the limits.
One more step: knowing before an event happens the status
of the water using modelling tools (Delft3D used in cloud).
Goal: alert authorities not only in real time but before.
The main problem is eutrophication:
Introduction
2010 - 2011
Dolichospermum planctonicum
Aphanizomenon flos-aquae
2013
Dolichospermum crassum
Colonias Woronichinia naegeliana
2014
Colonias Microcystis novacekii
Dolichospermum crassum
Within 5 years of continuous monitoring in CdP Reservoir, this is the cyanobacterias
concentration close to the dam:
Introduction
Content
1. Introduction
2. Hydrodynamic modelling
3. Water Quality modelling
4. Infrastructure
5. Use Case
6. Conclusions
Delft3D-FLOW: Different resolutions (Bathymetry, 5-40m
horizontally, 0.5-3m vertically, 35 layers). Z-model.
Number of input parameters:
Tributaries/Initial conditions: flow, temperature, salinity.
Meteo: Rain, air temp, humidity, solar radiation, wind.
Hydrodynamic Modelling
Hydrodynamic Modelling
Goal: Reproduce thermocline and water level.
Not easy, but very good results.
Content
1. Introduction
2. Hydrodynamic modelling
3. Water Quality modelling
4. Infrastructure
5. Use Case
6. Conclusions
Water Quality Modelling
More complex model due to the number of processes
involved.
Goal: reproduce algae bloom.
Input: hydrodynamic output, nutrient concentrations
(initial/tributaries), initial algae concentrations, sediments,
other coefficients/ratios (mortality, growth, ratio chl/C,
etc.).
Water Quality Modelling
We tried to model it increasingly, adding parameters one by
one: Continuity>Oxygen>Nutrients…
The model is not validated yet. Problems found.
Oxigen is not well distributed in the water column.
Nutrients (Phosphatus, Nitrates) decreasing (and dissapear).
Algae trend to die.
Problems with continuity solved (time step adjustment).
Tests in forced scenarios:
+50% nutrients
+90% nutrients
Algae phenotypes checked.
Any ideas? Any Delf3D Algae bloom expert?
Content
1. Introduction
2. Hydrodynamic modelling
3. Water Quality modelling
4. Infrastructure
5. Use Case
6. Conclusions
Infrastructure
Low resolution works in standard PCs. For high resolution
more powerful resources are needed (100x100 m, 30-35
vertical layers).
“Z model” is not parallelizable itself. Parallelized
calibration.
Tested in supercomputer: Installation-Compilation is not an
easy process. Asking for module installations, dependencies,
etc.
6 months modelling for high resolution takes around 72 hours
(Only hydrodynamic). Water Quality up to 3 hours.
Output: up to few GB depending on the resolution.
Infrastructure: EGI
EGI (European Grid Initiative, www.egi.eu) is a consortium of
institutions that provides computing resources to different
research communities.
Researchers from all disciplines have easy, integrated and
open access to the advanced digital capabilities, resources
and expertise needed to collaborate and to carry out
data/compute intensive science and innovation.
Mission: Create and deliver open solutions for science and
research infrastructures by federating digital capabilities,
resources and expertise between communities and across
national boundaries.
Infrastructure: EGI FedCloud
Federation of EGI sites that provide cloud resources.
What is cloud?
Remote Computing/Storage
Different paradigms: IaaS, PaaS, SaaS…
Transparent for the user.
Infrastructure: EGI FedCloud
Cloud is an easier than supercomputer environment in terms
of installation, compilation, calibration.
EGI FedCloud provides enough resources for using Delft3D in
high resolution.
Attaching public IP allows user to access and get results
easily. Graphic output checking allowed.
Tested in two sites:
IFCA: Ubuntu 12.10, 8 VCPUs, 14G memory, 190G disk. Windows 7.
D3D image.
CESNET: Ubuntu 12.04, 4 VCPUs, 15G memory, 10G of disk.
Steps: certificate, VO, select site, select resources.
Performance Cloud vs. HPC in this case depends on the type
of CPU, but is similar in the tested cases.
Content
1. Introduction
2. Hydrodynamic modelling
3. Water Quality modelling
4. Infrastructure
5. Use Case
6. Conclusions
Eutrophication impacts directly in water quality and human
health.
Reproduce the process in other reservoirs with the same
problem.
Main reasons for eutrophication to happen.
Develop/integrate tools for eutrophication management
optimization.
Find/Deploy the best infrastructure. Good example as Use
Case.
Needs of the project: computing power, storage, distributed
workspace, etc.
Very good Use Case for Infrastructure deployment.
Use case: Overall impact
Use case: Lifewatch
LifeWatch is the European e-Science infrastructure for
biodiversity and ecosystem research. ESFRI
Aims to provide advanced capabilities for research on the
complex biodiversity system in terms of infrastructure:
computing, storage, virtual research environments, etc.
This Use Case has been used as example for covering the
data lifecycle:
Data acquisition system
Data Management Planning
Preservation of complete data lifecycle, including analysis and
reproducibility (D3D).
Use case: INDIGO-DataCloud
INDIGO-DataCloud (Integrating Distributed data
Infrastructures for Global Exploitation) aims at developing a
data/computing platform targeting scientific communities,
deployable on multiple hardware and provisioned over hybrid
(private or public) e-infrastructures.
INDIGO will provide resources from different sources (EUDAT,
EGI, PRACE) in a centralized and easy way, including single
authentication for all resources.
This Use Case has been used because it is very representative
in terms of data cycle.
A SaaS solution would be very useful (web interface?).
Cuerda del Pozo
Server
Replica
AltamiraFedCloud
Delft3D
Config files
Input set up
Output Analysis
Output Analysis
Output Validation
Content
1. Introduction
2. Hydrodynamic modelling
3. Water Quality modelling
4. Infrastructure
5. Use Case
6. Conclusions
Conclusions
Water modelling is not an easy issue: installation,
calibration, number of inputs, etc.
Eutrophication is a very complex process: a number
of parameters are involved. Water Quality modelling
problems need to be solved.
It needs high resolution models -> Powerful
resources.
Cloud provides resources that SMEs cannot afford.
There are available resources that SMEs or public
institutions can use: EGI, Lifewatch, INDIGO.
Thanks for your attention
Fernando Aguilar
aguilarf@ifca.unican.es
Instituto de Física de Cantabria (IFCA)
Santander - Spain

More Related Content

Viewers also liked

DSD-INT 2015 - Aquifer thermal energy systems for sustainable cities - Paulin...
DSD-INT 2015 - Aquifer thermal energy systems for sustainable cities - Paulin...DSD-INT 2015 - Aquifer thermal energy systems for sustainable cities - Paulin...
DSD-INT 2015 - Aquifer thermal energy systems for sustainable cities - Paulin...Deltares
 
IAHR 2015 - SWAN's underestimation of long wave penetration into coastal syst...
IAHR 2015 - SWAN's underestimation of long wave penetration into coastal syst...IAHR 2015 - SWAN's underestimation of long wave penetration into coastal syst...
IAHR 2015 - SWAN's underestimation of long wave penetration into coastal syst...Deltares
 
DSD-INT 2015 - Application of urban water balance model for Utrecht
DSD-INT 2015 - Application of urban water balance model for UtrechtDSD-INT 2015 - Application of urban water balance model for Utrecht
DSD-INT 2015 - Application of urban water balance model for UtrechtDeltares
 
DSD-INT 2014 - OpenGIS Workshop - Gridded data, Giorgio Santinelli, Deltares
DSD-INT 2014 - OpenGIS Workshop - Gridded data, Giorgio Santinelli, DeltaresDSD-INT 2014 - OpenGIS Workshop - Gridded data, Giorgio Santinelli, Deltares
DSD-INT 2014 - OpenGIS Workshop - Gridded data, Giorgio Santinelli, DeltaresDeltares
 
Iahr2015 net transport of fine sediments in a narrow, converging estuary, w...
Iahr2015   net transport of fine sediments in a narrow, converging estuary, w...Iahr2015   net transport of fine sediments in a narrow, converging estuary, w...
Iahr2015 net transport of fine sediments in a narrow, converging estuary, w...Deltares
 
DSD-INT 2015 - Fibre-optic monitoring of efficiency of aquifer thermal energy...
DSD-INT 2015 - Fibre-optic monitoring of efficiency of aquifer thermal energy...DSD-INT 2015 - Fibre-optic monitoring of efficiency of aquifer thermal energy...
DSD-INT 2015 - Fibre-optic monitoring of efficiency of aquifer thermal energy...Deltares
 
IAHR 2015 - Validation of SWAN under extreme conditions in the Wadden Sea, Ca...
IAHR 2015 - Validation of SWAN under extreme conditions in the Wadden Sea, Ca...IAHR 2015 - Validation of SWAN under extreme conditions in the Wadden Sea, Ca...
IAHR 2015 - Validation of SWAN under extreme conditions in the Wadden Sea, Ca...Deltares
 
DSD-INT 2014 - Delft3D Open Source Workshop - Qinghua Ye & Adri Mourits, Delt...
DSD-INT 2014 - Delft3D Open Source Workshop - Qinghua Ye & Adri Mourits, Delt...DSD-INT 2014 - Delft3D Open Source Workshop - Qinghua Ye & Adri Mourits, Delt...
DSD-INT 2014 - Delft3D Open Source Workshop - Qinghua Ye & Adri Mourits, Delt...Deltares
 
DSD-INT 2015 - Bridging the gab in future sanitation - Adithaya Thoa Radhakri...
DSD-INT 2015 - Bridging the gab in future sanitation - Adithaya Thoa Radhakri...DSD-INT 2015 - Bridging the gab in future sanitation - Adithaya Thoa Radhakri...
DSD-INT 2015 - Bridging the gab in future sanitation - Adithaya Thoa Radhakri...Deltares
 
DSD-INT 2015 - Infrastructure for water & energy - Francois Clemens, Ivo Poth...
DSD-INT 2015 - Infrastructure for water & energy - Francois Clemens, Ivo Poth...DSD-INT 2015 - Infrastructure for water & energy - Francois Clemens, Ivo Poth...
DSD-INT 2015 - Infrastructure for water & energy - Francois Clemens, Ivo Poth...Deltares
 
Assessment of Swan and Canning River Tidal and Storm Surge Water Levels - Ala...
Assessment of Swan and Canning River Tidal and Storm Surge Water Levels - Ala...Assessment of Swan and Canning River Tidal and Storm Surge Water Levels - Ala...
Assessment of Swan and Canning River Tidal and Storm Surge Water Levels - Ala...Stephen Flood
 
DSD-INT 2014 - Symposium Next Generation Hydro Software (NGHS) - Venice Lagoo...
DSD-INT 2014 - Symposium Next Generation Hydro Software (NGHS) - Venice Lagoo...DSD-INT 2014 - Symposium Next Generation Hydro Software (NGHS) - Venice Lagoo...
DSD-INT 2014 - Symposium Next Generation Hydro Software (NGHS) - Venice Lagoo...Deltares
 
DSD-INT - SWAN Advanced Course - 04 - Numerics in SWAN
DSD-INT - SWAN Advanced Course - 04 - Numerics in SWANDSD-INT - SWAN Advanced Course - 04 - Numerics in SWAN
DSD-INT - SWAN Advanced Course - 04 - Numerics in SWANDeltares
 
DSD-INT - SWAN Advanced Course - 03 - Model physics in SWAN
DSD-INT - SWAN Advanced Course - 03 - Model physics in SWANDSD-INT - SWAN Advanced Course - 03 - Model physics in SWAN
DSD-INT - SWAN Advanced Course - 03 - Model physics in SWANDeltares
 
DSD-INT 2014 - SWAN Advanced Course - 01 - General introduction to waves and ...
DSD-INT 2014 - SWAN Advanced Course - 01 - General introduction to waves and ...DSD-INT 2014 - SWAN Advanced Course - 01 - General introduction to waves and ...
DSD-INT 2014 - SWAN Advanced Course - 01 - General introduction to waves and ...Deltares
 
DSD-INT 2015 - Planning support toolbox for resilient urban design
DSD-INT 2015 - Planning support toolbox for resilient urban designDSD-INT 2015 - Planning support toolbox for resilient urban design
DSD-INT 2015 - Planning support toolbox for resilient urban designDeltares
 
DSD-INT 2015 - Application of delft3 d to lake Geneva - frederic soulignac
DSD-INT 2015 - Application of delft3 d to lake Geneva - frederic soulignacDSD-INT 2015 - Application of delft3 d to lake Geneva - frederic soulignac
DSD-INT 2015 - Application of delft3 d to lake Geneva - frederic soulignacDeltares
 
DSD-INT 2015- Open source pre and postprocessing workshop- Bert Jagers
DSD-INT 2015- Open source pre and postprocessing workshop- Bert JagersDSD-INT 2015- Open source pre and postprocessing workshop- Bert Jagers
DSD-INT 2015- Open source pre and postprocessing workshop- Bert JagersDeltares
 
DSD-INT 2015 - Application to bay of Cartagena de Indias (Colombia)-javier f....
DSD-INT 2015 - Application to bay of Cartagena de Indias (Colombia)-javier f....DSD-INT 2015 - Application to bay of Cartagena de Indias (Colombia)-javier f....
DSD-INT 2015 - Application to bay of Cartagena de Indias (Colombia)-javier f....Deltares
 
DSD-INT 2015 - Global tide surge model - Martin Verlaan
DSD-INT 2015 - Global tide surge model - Martin VerlaanDSD-INT 2015 - Global tide surge model - Martin Verlaan
DSD-INT 2015 - Global tide surge model - Martin VerlaanDeltares
 

Viewers also liked (20)

DSD-INT 2015 - Aquifer thermal energy systems for sustainable cities - Paulin...
DSD-INT 2015 - Aquifer thermal energy systems for sustainable cities - Paulin...DSD-INT 2015 - Aquifer thermal energy systems for sustainable cities - Paulin...
DSD-INT 2015 - Aquifer thermal energy systems for sustainable cities - Paulin...
 
IAHR 2015 - SWAN's underestimation of long wave penetration into coastal syst...
IAHR 2015 - SWAN's underestimation of long wave penetration into coastal syst...IAHR 2015 - SWAN's underestimation of long wave penetration into coastal syst...
IAHR 2015 - SWAN's underestimation of long wave penetration into coastal syst...
 
DSD-INT 2015 - Application of urban water balance model for Utrecht
DSD-INT 2015 - Application of urban water balance model for UtrechtDSD-INT 2015 - Application of urban water balance model for Utrecht
DSD-INT 2015 - Application of urban water balance model for Utrecht
 
DSD-INT 2014 - OpenGIS Workshop - Gridded data, Giorgio Santinelli, Deltares
DSD-INT 2014 - OpenGIS Workshop - Gridded data, Giorgio Santinelli, DeltaresDSD-INT 2014 - OpenGIS Workshop - Gridded data, Giorgio Santinelli, Deltares
DSD-INT 2014 - OpenGIS Workshop - Gridded data, Giorgio Santinelli, Deltares
 
Iahr2015 net transport of fine sediments in a narrow, converging estuary, w...
Iahr2015   net transport of fine sediments in a narrow, converging estuary, w...Iahr2015   net transport of fine sediments in a narrow, converging estuary, w...
Iahr2015 net transport of fine sediments in a narrow, converging estuary, w...
 
DSD-INT 2015 - Fibre-optic monitoring of efficiency of aquifer thermal energy...
DSD-INT 2015 - Fibre-optic monitoring of efficiency of aquifer thermal energy...DSD-INT 2015 - Fibre-optic monitoring of efficiency of aquifer thermal energy...
DSD-INT 2015 - Fibre-optic monitoring of efficiency of aquifer thermal energy...
 
IAHR 2015 - Validation of SWAN under extreme conditions in the Wadden Sea, Ca...
IAHR 2015 - Validation of SWAN under extreme conditions in the Wadden Sea, Ca...IAHR 2015 - Validation of SWAN under extreme conditions in the Wadden Sea, Ca...
IAHR 2015 - Validation of SWAN under extreme conditions in the Wadden Sea, Ca...
 
DSD-INT 2014 - Delft3D Open Source Workshop - Qinghua Ye & Adri Mourits, Delt...
DSD-INT 2014 - Delft3D Open Source Workshop - Qinghua Ye & Adri Mourits, Delt...DSD-INT 2014 - Delft3D Open Source Workshop - Qinghua Ye & Adri Mourits, Delt...
DSD-INT 2014 - Delft3D Open Source Workshop - Qinghua Ye & Adri Mourits, Delt...
 
DSD-INT 2015 - Bridging the gab in future sanitation - Adithaya Thoa Radhakri...
DSD-INT 2015 - Bridging the gab in future sanitation - Adithaya Thoa Radhakri...DSD-INT 2015 - Bridging the gab in future sanitation - Adithaya Thoa Radhakri...
DSD-INT 2015 - Bridging the gab in future sanitation - Adithaya Thoa Radhakri...
 
DSD-INT 2015 - Infrastructure for water & energy - Francois Clemens, Ivo Poth...
DSD-INT 2015 - Infrastructure for water & energy - Francois Clemens, Ivo Poth...DSD-INT 2015 - Infrastructure for water & energy - Francois Clemens, Ivo Poth...
DSD-INT 2015 - Infrastructure for water & energy - Francois Clemens, Ivo Poth...
 
Assessment of Swan and Canning River Tidal and Storm Surge Water Levels - Ala...
Assessment of Swan and Canning River Tidal and Storm Surge Water Levels - Ala...Assessment of Swan and Canning River Tidal and Storm Surge Water Levels - Ala...
Assessment of Swan and Canning River Tidal and Storm Surge Water Levels - Ala...
 
DSD-INT 2014 - Symposium Next Generation Hydro Software (NGHS) - Venice Lagoo...
DSD-INT 2014 - Symposium Next Generation Hydro Software (NGHS) - Venice Lagoo...DSD-INT 2014 - Symposium Next Generation Hydro Software (NGHS) - Venice Lagoo...
DSD-INT 2014 - Symposium Next Generation Hydro Software (NGHS) - Venice Lagoo...
 
DSD-INT - SWAN Advanced Course - 04 - Numerics in SWAN
DSD-INT - SWAN Advanced Course - 04 - Numerics in SWANDSD-INT - SWAN Advanced Course - 04 - Numerics in SWAN
DSD-INT - SWAN Advanced Course - 04 - Numerics in SWAN
 
DSD-INT - SWAN Advanced Course - 03 - Model physics in SWAN
DSD-INT - SWAN Advanced Course - 03 - Model physics in SWANDSD-INT - SWAN Advanced Course - 03 - Model physics in SWAN
DSD-INT - SWAN Advanced Course - 03 - Model physics in SWAN
 
DSD-INT 2014 - SWAN Advanced Course - 01 - General introduction to waves and ...
DSD-INT 2014 - SWAN Advanced Course - 01 - General introduction to waves and ...DSD-INT 2014 - SWAN Advanced Course - 01 - General introduction to waves and ...
DSD-INT 2014 - SWAN Advanced Course - 01 - General introduction to waves and ...
 
DSD-INT 2015 - Planning support toolbox for resilient urban design
DSD-INT 2015 - Planning support toolbox for resilient urban designDSD-INT 2015 - Planning support toolbox for resilient urban design
DSD-INT 2015 - Planning support toolbox for resilient urban design
 
DSD-INT 2015 - Application of delft3 d to lake Geneva - frederic soulignac
DSD-INT 2015 - Application of delft3 d to lake Geneva - frederic soulignacDSD-INT 2015 - Application of delft3 d to lake Geneva - frederic soulignac
DSD-INT 2015 - Application of delft3 d to lake Geneva - frederic soulignac
 
DSD-INT 2015- Open source pre and postprocessing workshop- Bert Jagers
DSD-INT 2015- Open source pre and postprocessing workshop- Bert JagersDSD-INT 2015- Open source pre and postprocessing workshop- Bert Jagers
DSD-INT 2015- Open source pre and postprocessing workshop- Bert Jagers
 
DSD-INT 2015 - Application to bay of Cartagena de Indias (Colombia)-javier f....
DSD-INT 2015 - Application to bay of Cartagena de Indias (Colombia)-javier f....DSD-INT 2015 - Application to bay of Cartagena de Indias (Colombia)-javier f....
DSD-INT 2015 - Application to bay of Cartagena de Indias (Colombia)-javier f....
 
DSD-INT 2015 - Global tide surge model - Martin Verlaan
DSD-INT 2015 - Global tide surge model - Martin VerlaanDSD-INT 2015 - Global tide surge model - Martin Verlaan
DSD-INT 2015 - Global tide surge model - Martin Verlaan
 

Similar to DSD-INT 2015 - Addressing high resolution modelling over different computing infrastructures

DSD-INT 2016 Calibration and scenario generation of hydrodynamics and water -...
DSD-INT 2016 Calibration and scenario generation of hydrodynamics and water -...DSD-INT 2016 Calibration and scenario generation of hydrodynamics and water -...
DSD-INT 2016 Calibration and scenario generation of hydrodynamics and water -...Deltares
 
Data-intensive applications on cloud computing resources: Applications in lif...
Data-intensive applications on cloud computing resources: Applications in lif...Data-intensive applications on cloud computing resources: Applications in lif...
Data-intensive applications on cloud computing resources: Applications in lif...Ola Spjuth
 
Ogce Workflow Suite
Ogce Workflow SuiteOgce Workflow Suite
Ogce Workflow Suitesmarru
 
Data-intensive bioinformatics on HPC and Cloud
Data-intensive bioinformatics on HPC and CloudData-intensive bioinformatics on HPC and Cloud
Data-intensive bioinformatics on HPC and CloudOla Spjuth
 
Rpi talk foster september 2011
Rpi talk foster september 2011Rpi talk foster september 2011
Rpi talk foster september 2011Ian Foster
 
So Long Computer Overlords
So Long Computer OverlordsSo Long Computer Overlords
So Long Computer OverlordsIan Foster
 
FAIR Computational Workflows
FAIR Computational WorkflowsFAIR Computational Workflows
FAIR Computational WorkflowsCarole Goble
 
The BlueBRIDGE approach to collaborative research
The BlueBRIDGE approach to collaborative researchThe BlueBRIDGE approach to collaborative research
The BlueBRIDGE approach to collaborative researchBlue BRIDGE
 
Software Sustainability Institute
Software Sustainability InstituteSoftware Sustainability Institute
Software Sustainability InstituteNeil Chue Hong
 
10th e concertation-brussels-06march2013-v2
10th e concertation-brussels-06march2013-v210th e concertation-brussels-06march2013-v2
10th e concertation-brussels-06march2013-v2Alex Hardisty
 
Presentation
PresentationPresentation
Presentationbolu804
 
Open Science Data Cloud - CCA 11
Open Science Data Cloud - CCA 11Open Science Data Cloud - CCA 11
Open Science Data Cloud - CCA 11Robert Grossman
 
Software Sustainability: Better Software Better Science
Software Sustainability: Better Software Better ScienceSoftware Sustainability: Better Software Better Science
Software Sustainability: Better Software Better ScienceCarole Goble
 
Presentation for slideshare
Presentation   for slidesharePresentation   for slideshare
Presentation for slidesharebolu804
 
WSO2 Big Data Platform and Applications
WSO2 Big Data Platform and ApplicationsWSO2 Big Data Platform and Applications
WSO2 Big Data Platform and ApplicationsSrinath Perera
 
Bridging Environmental Data Providers and SeaDataNet DIVA Service within a Co...
Bridging Environmental Data Providers and SeaDataNet DIVA Service within a Co...Bridging Environmental Data Providers and SeaDataNet DIVA Service within a Co...
Bridging Environmental Data Providers and SeaDataNet DIVA Service within a Co...Blue BRIDGE
 

Similar to DSD-INT 2015 - Addressing high resolution modelling over different computing infrastructures (20)

DSD-INT 2016 Calibration and scenario generation of hydrodynamics and water -...
DSD-INT 2016 Calibration and scenario generation of hydrodynamics and water -...DSD-INT 2016 Calibration and scenario generation of hydrodynamics and water -...
DSD-INT 2016 Calibration and scenario generation of hydrodynamics and water -...
 
Data-intensive applications on cloud computing resources: Applications in lif...
Data-intensive applications on cloud computing resources: Applications in lif...Data-intensive applications on cloud computing resources: Applications in lif...
Data-intensive applications on cloud computing resources: Applications in lif...
 
SomeSlides
SomeSlidesSomeSlides
SomeSlides
 
Ogce Workflow Suite
Ogce Workflow SuiteOgce Workflow Suite
Ogce Workflow Suite
 
Data-intensive bioinformatics on HPC and Cloud
Data-intensive bioinformatics on HPC and CloudData-intensive bioinformatics on HPC and Cloud
Data-intensive bioinformatics on HPC and Cloud
 
Rpi talk foster september 2011
Rpi talk foster september 2011Rpi talk foster september 2011
Rpi talk foster september 2011
 
Open Geospatial Consortium (OGC) - Water/Hydro related activities
Open Geospatial Consortium (OGC) - Water/Hydro related activitiesOpen Geospatial Consortium (OGC) - Water/Hydro related activities
Open Geospatial Consortium (OGC) - Water/Hydro related activities
 
So Long Computer Overlords
So Long Computer OverlordsSo Long Computer Overlords
So Long Computer Overlords
 
FAIR Computational Workflows
FAIR Computational WorkflowsFAIR Computational Workflows
FAIR Computational Workflows
 
The BlueBRIDGE approach to collaborative research
The BlueBRIDGE approach to collaborative researchThe BlueBRIDGE approach to collaborative research
The BlueBRIDGE approach to collaborative research
 
Software Sustainability Institute
Software Sustainability InstituteSoftware Sustainability Institute
Software Sustainability Institute
 
2015 genome-center
2015 genome-center2015 genome-center
2015 genome-center
 
10th e concertation-brussels-06march2013-v2
10th e concertation-brussels-06march2013-v210th e concertation-brussels-06march2013-v2
10th e concertation-brussels-06march2013-v2
 
Presentation
PresentationPresentation
Presentation
 
Open Science Data Cloud - CCA 11
Open Science Data Cloud - CCA 11Open Science Data Cloud - CCA 11
Open Science Data Cloud - CCA 11
 
Software Sustainability: Better Software Better Science
Software Sustainability: Better Software Better ScienceSoftware Sustainability: Better Software Better Science
Software Sustainability: Better Software Better Science
 
Presentation for slideshare
Presentation   for slidesharePresentation   for slideshare
Presentation for slideshare
 
WSO2 Big Data Platform and Applications
WSO2 Big Data Platform and ApplicationsWSO2 Big Data Platform and Applications
WSO2 Big Data Platform and Applications
 
Overview of the Data Processing Error Analysis System (DPEAS)
Overview of the Data Processing Error Analysis System (DPEAS)Overview of the Data Processing Error Analysis System (DPEAS)
Overview of the Data Processing Error Analysis System (DPEAS)
 
Bridging Environmental Data Providers and SeaDataNet DIVA Service within a Co...
Bridging Environmental Data Providers and SeaDataNet DIVA Service within a Co...Bridging Environmental Data Providers and SeaDataNet DIVA Service within a Co...
Bridging Environmental Data Providers and SeaDataNet DIVA Service within a Co...
 

More from Deltares

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 - KroonDeltares
 
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 RodriguezDeltares
 
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) - TanerDeltares
 
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) - RoozeDeltares
 
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 - WardDeltares
 
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...Deltares
 
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...Deltares
 
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...Deltares
 
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 - JeukenDeltares
 
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 - BootsmaDeltares
 
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 - MullerDeltares
 
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 - RomeroDeltares
 
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 - BakkerDeltares
 
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 EngelenDeltares
 
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 - DavidsDeltares
 
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 - LangevinDeltares
 
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 2Deltares
 
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 - SnippenDeltares
 
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 - BootsmaDeltares
 
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...Deltares
 

More from 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...
 

Recently uploaded

WSO2Con2024 - From Code To Cloud: Fast Track Your Cloud Native Journey with C...
WSO2Con2024 - From Code To Cloud: Fast Track Your Cloud Native Journey with C...WSO2Con2024 - From Code To Cloud: Fast Track Your Cloud Native Journey with C...
WSO2Con2024 - From Code To Cloud: Fast Track Your Cloud Native Journey with C...WSO2
 
WSO2CON2024 - It's time to go Platformless
WSO2CON2024 - It's time to go PlatformlessWSO2CON2024 - It's time to go Platformless
WSO2CON2024 - It's time to go PlatformlessWSO2
 
WSO2CON 2024 Slides - Open Source to SaaS
WSO2CON 2024 Slides - Open Source to SaaSWSO2CON 2024 Slides - Open Source to SaaS
WSO2CON 2024 Slides - Open Source to SaaSWSO2
 
WSO2Con2024 - Software Delivery in Hybrid Environments
WSO2Con2024 - Software Delivery in Hybrid EnvironmentsWSO2Con2024 - Software Delivery in Hybrid Environments
WSO2Con2024 - Software Delivery in Hybrid EnvironmentsWSO2
 
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 SoftwareJim McKeeth
 
WSO2CON 2024 - Lessons from the Field: Legacy Platforms – It's Time to Let Go...
WSO2CON 2024 - Lessons from the Field: Legacy Platforms – It's Time to Let Go...WSO2CON 2024 - Lessons from the Field: Legacy Platforms – It's Time to Let Go...
WSO2CON 2024 - Lessons from the Field: Legacy Platforms – It's Time to Let Go...WSO2
 
Artyushina_Guest lecture_YorkU CS May 2024.pptx
Artyushina_Guest lecture_YorkU CS May 2024.pptxArtyushina_Guest lecture_YorkU CS May 2024.pptx
Artyushina_Guest lecture_YorkU CS May 2024.pptxAnnaArtyushina1
 
WSO2CON 2024 - IoT Needs CIAM: The Importance of Centralized IAM in a Growing...
WSO2CON 2024 - IoT Needs CIAM: The Importance of Centralized IAM in a Growing...WSO2CON 2024 - IoT Needs CIAM: The Importance of Centralized IAM in a Growing...
WSO2CON 2024 - IoT Needs CIAM: The Importance of Centralized IAM in a Growing...WSO2
 
WSO2CON2024 - Why Should You Consider Ballerina for Your Next Integration
WSO2CON2024 - Why Should You Consider Ballerina for Your Next IntegrationWSO2CON2024 - Why Should You Consider Ballerina for Your Next Integration
WSO2CON2024 - Why Should You Consider Ballerina for Your Next IntegrationWSO2
 
WSO2Con2024 - Organization Management: The Revolution in B2B CIAM
WSO2Con2024 - Organization Management: The Revolution in B2B CIAMWSO2Con2024 - Organization Management: The Revolution in B2B CIAM
WSO2Con2024 - Organization Management: The Revolution in B2B CIAMWSO2
 
WSO2CON 2024 - Building the API First Enterprise – Running an API Program, fr...
WSO2CON 2024 - Building the API First Enterprise – Running an API Program, fr...WSO2CON 2024 - Building the API First Enterprise – Running an API Program, fr...
WSO2CON 2024 - Building the API First Enterprise – Running an API Program, fr...WSO2
 
WSO2Con2024 - Enabling Transactional System's Exponential Growth With Simplicity
WSO2Con2024 - Enabling Transactional System's Exponential Growth With SimplicityWSO2Con2024 - Enabling Transactional System's Exponential Growth With Simplicity
WSO2Con2024 - Enabling Transactional System's Exponential Growth With SimplicityWSO2
 
WSO2Con2024 - Unleashing the Financial Potential of 13 Million People
WSO2Con2024 - Unleashing the Financial Potential of 13 Million PeopleWSO2Con2024 - Unleashing the Financial Potential of 13 Million People
WSO2Con2024 - Unleashing the Financial Potential of 13 Million PeopleWSO2
 
WSO2Con2024 - Simplified Integration: Unveiling the Latest Features in WSO2 L...
WSO2Con2024 - Simplified Integration: Unveiling the Latest Features in WSO2 L...WSO2Con2024 - Simplified Integration: Unveiling the Latest Features in WSO2 L...
WSO2Con2024 - Simplified Integration: Unveiling the Latest Features in WSO2 L...WSO2
 
WSO2CON 2024 - OSU & WSO2: A Decade Journey in Integration & Innovation
WSO2CON 2024 - OSU & WSO2: A Decade Journey in Integration & InnovationWSO2CON 2024 - OSU & WSO2: A Decade Journey in Integration & Innovation
WSO2CON 2024 - OSU & WSO2: A Decade Journey in Integration & InnovationWSO2
 
WSO2Con2024 - Low-Code Integration Tooling
WSO2Con2024 - Low-Code Integration ToolingWSO2Con2024 - Low-Code Integration Tooling
WSO2Con2024 - Low-Code Integration ToolingWSO2
 
%in Soweto+277-882-255-28 abortion pills for sale in soweto
%in Soweto+277-882-255-28 abortion pills for sale in soweto%in Soweto+277-882-255-28 abortion pills for sale in soweto
%in Soweto+277-882-255-28 abortion pills for sale in sowetomasabamasaba
 
WSO2CON 2024 - Designing Event-Driven Enterprises: Stories of Transformation
WSO2CON 2024 - Designing Event-Driven Enterprises: Stories of TransformationWSO2CON 2024 - Designing Event-Driven Enterprises: Stories of Transformation
WSO2CON 2024 - Designing Event-Driven Enterprises: Stories of TransformationWSO2
 
WSO2CON 2024 - Does Open Source Still Matter?
WSO2CON 2024 - Does Open Source Still Matter?WSO2CON 2024 - Does Open Source Still Matter?
WSO2CON 2024 - Does Open Source Still Matter?WSO2
 

Recently uploaded (20)

WSO2Con2024 - From Code To Cloud: Fast Track Your Cloud Native Journey with C...
WSO2Con2024 - From Code To Cloud: Fast Track Your Cloud Native Journey with C...WSO2Con2024 - From Code To Cloud: Fast Track Your Cloud Native Journey with C...
WSO2Con2024 - From Code To Cloud: Fast Track Your Cloud Native Journey with C...
 
WSO2CON2024 - It's time to go Platformless
WSO2CON2024 - It's time to go PlatformlessWSO2CON2024 - It's time to go Platformless
WSO2CON2024 - It's time to go Platformless
 
WSO2CON 2024 Slides - Open Source to SaaS
WSO2CON 2024 Slides - Open Source to SaaSWSO2CON 2024 Slides - Open Source to SaaS
WSO2CON 2024 Slides - Open Source to SaaS
 
WSO2Con2024 - Software Delivery in Hybrid Environments
WSO2Con2024 - Software Delivery in Hybrid EnvironmentsWSO2Con2024 - Software Delivery in Hybrid Environments
WSO2Con2024 - Software Delivery in Hybrid Environments
 
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
 
WSO2CON 2024 - Lessons from the Field: Legacy Platforms – It's Time to Let Go...
WSO2CON 2024 - Lessons from the Field: Legacy Platforms – It's Time to Let Go...WSO2CON 2024 - Lessons from the Field: Legacy Platforms – It's Time to Let Go...
WSO2CON 2024 - Lessons from the Field: Legacy Platforms – It's Time to Let Go...
 
Artyushina_Guest lecture_YorkU CS May 2024.pptx
Artyushina_Guest lecture_YorkU CS May 2024.pptxArtyushina_Guest lecture_YorkU CS May 2024.pptx
Artyushina_Guest lecture_YorkU CS May 2024.pptx
 
WSO2CON 2024 - IoT Needs CIAM: The Importance of Centralized IAM in a Growing...
WSO2CON 2024 - IoT Needs CIAM: The Importance of Centralized IAM in a Growing...WSO2CON 2024 - IoT Needs CIAM: The Importance of Centralized IAM in a Growing...
WSO2CON 2024 - IoT Needs CIAM: The Importance of Centralized IAM in a Growing...
 
WSO2CON2024 - Why Should You Consider Ballerina for Your Next Integration
WSO2CON2024 - Why Should You Consider Ballerina for Your Next IntegrationWSO2CON2024 - Why Should You Consider Ballerina for Your Next Integration
WSO2CON2024 - Why Should You Consider Ballerina for Your Next Integration
 
WSO2Con2024 - Organization Management: The Revolution in B2B CIAM
WSO2Con2024 - Organization Management: The Revolution in B2B CIAMWSO2Con2024 - Organization Management: The Revolution in B2B CIAM
WSO2Con2024 - Organization Management: The Revolution in B2B CIAM
 
WSO2CON 2024 - Building the API First Enterprise – Running an API Program, fr...
WSO2CON 2024 - Building the API First Enterprise – Running an API Program, fr...WSO2CON 2024 - Building the API First Enterprise – Running an API Program, fr...
WSO2CON 2024 - Building the API First Enterprise – Running an API Program, fr...
 
WSO2Con2024 - Enabling Transactional System's Exponential Growth With Simplicity
WSO2Con2024 - Enabling Transactional System's Exponential Growth With SimplicityWSO2Con2024 - Enabling Transactional System's Exponential Growth With Simplicity
WSO2Con2024 - Enabling Transactional System's Exponential Growth With Simplicity
 
WSO2Con2024 - Unleashing the Financial Potential of 13 Million People
WSO2Con2024 - Unleashing the Financial Potential of 13 Million PeopleWSO2Con2024 - Unleashing the Financial Potential of 13 Million People
WSO2Con2024 - Unleashing the Financial Potential of 13 Million People
 
WSO2Con2024 - Simplified Integration: Unveiling the Latest Features in WSO2 L...
WSO2Con2024 - Simplified Integration: Unveiling the Latest Features in WSO2 L...WSO2Con2024 - Simplified Integration: Unveiling the Latest Features in WSO2 L...
WSO2Con2024 - Simplified Integration: Unveiling the Latest Features in WSO2 L...
 
Abortion Pill Prices Tembisa [(+27832195400*)] 🏥 Women's Abortion Clinic in T...
Abortion Pill Prices Tembisa [(+27832195400*)] 🏥 Women's Abortion Clinic in T...Abortion Pill Prices Tembisa [(+27832195400*)] 🏥 Women's Abortion Clinic in T...
Abortion Pill Prices Tembisa [(+27832195400*)] 🏥 Women's Abortion Clinic in T...
 
WSO2CON 2024 - OSU & WSO2: A Decade Journey in Integration & Innovation
WSO2CON 2024 - OSU & WSO2: A Decade Journey in Integration & InnovationWSO2CON 2024 - OSU & WSO2: A Decade Journey in Integration & Innovation
WSO2CON 2024 - OSU & WSO2: A Decade Journey in Integration & Innovation
 
WSO2Con2024 - Low-Code Integration Tooling
WSO2Con2024 - Low-Code Integration ToolingWSO2Con2024 - Low-Code Integration Tooling
WSO2Con2024 - Low-Code Integration Tooling
 
%in Soweto+277-882-255-28 abortion pills for sale in soweto
%in Soweto+277-882-255-28 abortion pills for sale in soweto%in Soweto+277-882-255-28 abortion pills for sale in soweto
%in Soweto+277-882-255-28 abortion pills for sale in soweto
 
WSO2CON 2024 - Designing Event-Driven Enterprises: Stories of Transformation
WSO2CON 2024 - Designing Event-Driven Enterprises: Stories of TransformationWSO2CON 2024 - Designing Event-Driven Enterprises: Stories of Transformation
WSO2CON 2024 - Designing Event-Driven Enterprises: Stories of Transformation
 
WSO2CON 2024 - Does Open Source Still Matter?
WSO2CON 2024 - Does Open Source Still Matter?WSO2CON 2024 - Does Open Source Still Matter?
WSO2CON 2024 - Does Open Source Still Matter?
 

DSD-INT 2015 - Addressing high resolution modelling over different computing infrastructures

  • 1. Addressing High Resolution Modelling over different computing infrastructures (HPC, HTC, Cloud) Fernando Aguilar aguilarf@ifca.unican.es Instituto de Física de Cantabria (IFCA) Santander - Spain
  • 2. Content 1. Introduction 2. Hydrodynamic modelling 3. Water Quality modelling 4. Infrastructure 5. Use Case 6. Conclusions
  • 3. Content 1. Introduction 2. Hydrodynamic modelling 3. Water Quality modelling 4. Infrastructure 5. Use Case 6. Conclusions
  • 4. Introduction Framework: Collaboration within European LIFE+ project (ROEM+). SME Ecohydros. Reservoir hydrodinamic and Water Quality modelling. Cuerda del Pozo: water supply, water activities. Previous work Platform takes data from water: physical, chemical, biological, etc. Allows to know water status (data taken since 2010 aprox.) Data visualization tool. Aims to alert authorities when the water quality is under the limits.
  • 5. One more step: knowing before an event happens the status of the water using modelling tools (Delft3D used in cloud). Goal: alert authorities not only in real time but before. The main problem is eutrophication: Introduction
  • 6. 2010 - 2011 Dolichospermum planctonicum Aphanizomenon flos-aquae 2013 Dolichospermum crassum Colonias Woronichinia naegeliana 2014 Colonias Microcystis novacekii Dolichospermum crassum Within 5 years of continuous monitoring in CdP Reservoir, this is the cyanobacterias concentration close to the dam: Introduction
  • 7. Content 1. Introduction 2. Hydrodynamic modelling 3. Water Quality modelling 4. Infrastructure 5. Use Case 6. Conclusions
  • 8. Delft3D-FLOW: Different resolutions (Bathymetry, 5-40m horizontally, 0.5-3m vertically, 35 layers). Z-model. Number of input parameters: Tributaries/Initial conditions: flow, temperature, salinity. Meteo: Rain, air temp, humidity, solar radiation, wind. Hydrodynamic Modelling
  • 9. Hydrodynamic Modelling Goal: Reproduce thermocline and water level. Not easy, but very good results.
  • 10. Content 1. Introduction 2. Hydrodynamic modelling 3. Water Quality modelling 4. Infrastructure 5. Use Case 6. Conclusions
  • 11. Water Quality Modelling More complex model due to the number of processes involved. Goal: reproduce algae bloom. Input: hydrodynamic output, nutrient concentrations (initial/tributaries), initial algae concentrations, sediments, other coefficients/ratios (mortality, growth, ratio chl/C, etc.).
  • 12. Water Quality Modelling We tried to model it increasingly, adding parameters one by one: Continuity>Oxygen>Nutrients… The model is not validated yet. Problems found. Oxigen is not well distributed in the water column. Nutrients (Phosphatus, Nitrates) decreasing (and dissapear). Algae trend to die. Problems with continuity solved (time step adjustment). Tests in forced scenarios: +50% nutrients +90% nutrients Algae phenotypes checked. Any ideas? Any Delf3D Algae bloom expert?
  • 13. Content 1. Introduction 2. Hydrodynamic modelling 3. Water Quality modelling 4. Infrastructure 5. Use Case 6. Conclusions
  • 14. Infrastructure Low resolution works in standard PCs. For high resolution more powerful resources are needed (100x100 m, 30-35 vertical layers). “Z model” is not parallelizable itself. Parallelized calibration. Tested in supercomputer: Installation-Compilation is not an easy process. Asking for module installations, dependencies, etc. 6 months modelling for high resolution takes around 72 hours (Only hydrodynamic). Water Quality up to 3 hours. Output: up to few GB depending on the resolution.
  • 15. Infrastructure: EGI EGI (European Grid Initiative, www.egi.eu) is a consortium of institutions that provides computing resources to different research communities. Researchers from all disciplines have easy, integrated and open access to the advanced digital capabilities, resources and expertise needed to collaborate and to carry out data/compute intensive science and innovation. Mission: Create and deliver open solutions for science and research infrastructures by federating digital capabilities, resources and expertise between communities and across national boundaries.
  • 16. Infrastructure: EGI FedCloud Federation of EGI sites that provide cloud resources. What is cloud? Remote Computing/Storage Different paradigms: IaaS, PaaS, SaaS… Transparent for the user.
  • 17. Infrastructure: EGI FedCloud Cloud is an easier than supercomputer environment in terms of installation, compilation, calibration. EGI FedCloud provides enough resources for using Delft3D in high resolution. Attaching public IP allows user to access and get results easily. Graphic output checking allowed. Tested in two sites: IFCA: Ubuntu 12.10, 8 VCPUs, 14G memory, 190G disk. Windows 7. D3D image. CESNET: Ubuntu 12.04, 4 VCPUs, 15G memory, 10G of disk. Steps: certificate, VO, select site, select resources. Performance Cloud vs. HPC in this case depends on the type of CPU, but is similar in the tested cases.
  • 18. Content 1. Introduction 2. Hydrodynamic modelling 3. Water Quality modelling 4. Infrastructure 5. Use Case 6. Conclusions
  • 19. Eutrophication impacts directly in water quality and human health. Reproduce the process in other reservoirs with the same problem. Main reasons for eutrophication to happen. Develop/integrate tools for eutrophication management optimization. Find/Deploy the best infrastructure. Good example as Use Case. Needs of the project: computing power, storage, distributed workspace, etc. Very good Use Case for Infrastructure deployment. Use case: Overall impact
  • 20. Use case: Lifewatch LifeWatch is the European e-Science infrastructure for biodiversity and ecosystem research. ESFRI Aims to provide advanced capabilities for research on the complex biodiversity system in terms of infrastructure: computing, storage, virtual research environments, etc. This Use Case has been used as example for covering the data lifecycle: Data acquisition system Data Management Planning Preservation of complete data lifecycle, including analysis and reproducibility (D3D).
  • 21. Use case: INDIGO-DataCloud INDIGO-DataCloud (Integrating Distributed data Infrastructures for Global Exploitation) aims at developing a data/computing platform targeting scientific communities, deployable on multiple hardware and provisioned over hybrid (private or public) e-infrastructures. INDIGO will provide resources from different sources (EUDAT, EGI, PRACE) in a centralized and easy way, including single authentication for all resources. This Use Case has been used because it is very representative in terms of data cycle. A SaaS solution would be very useful (web interface?).
  • 22. Cuerda del Pozo Server Replica AltamiraFedCloud Delft3D Config files Input set up Output Analysis Output Analysis Output Validation
  • 23. Content 1. Introduction 2. Hydrodynamic modelling 3. Water Quality modelling 4. Infrastructure 5. Use Case 6. Conclusions
  • 24. Conclusions Water modelling is not an easy issue: installation, calibration, number of inputs, etc. Eutrophication is a very complex process: a number of parameters are involved. Water Quality modelling problems need to be solved. It needs high resolution models -> Powerful resources. Cloud provides resources that SMEs cannot afford. There are available resources that SMEs or public institutions can use: EGI, Lifewatch, INDIGO.
  • 25. Thanks for your attention Fernando Aguilar aguilarf@ifca.unican.es Instituto de Física de Cantabria (IFCA) Santander - Spain