SlideShare a Scribd company logo
Björn Backeberg
Senior User Community Support Officer
EGI Founda?on – advanced compu?ng for research
bjorn.backeberg@egi.eu
Japan Geoscience Union 2019, Chiba, Japan
Cloud Computing Needs for Earth Observation Data
Analysis: EGI and EOSC-hub
2
European Open Science Cloud
European Cloud Initiative by
the European Commission (April 2016)
Problem Statement
1. How to maximise the incentives for sharing data and to
increase the capacity to exploit them?
2. How to ensure that data can be used as widely as possible,
across scientific disciplines and between the public and the
private sector?
3. How better to interconnect the existing and the new data
infrastructures across Europe?
4. How best to coordinate the support available to European
data infrastructures as they move towards exascale computing?
“…a trusted, open environment for the scientific community for storing, sharing and re-
using scientific data and results…by 2020…”
3
H2020 projects:
1. eInfraCentral (2017-19)
2. EOSCpilot (2017-19)
3. EOSC-hub (2018-2020)
4. OpenAIRE-Advanced (2018-2020)
5. FREYA (2018-2020)
6. ESFRI Clusters (2019-2021)
7. INFRAEOSC-* (2019-2020/21)
What happened since then…
European Commission activities:
• EOSC summits (2017, 2018)
• 2nd EOSC HLEG (draft report)
è 4 Policy; 4 Governance; 7
implementation recommendations
• EOSC implementation Roadmap (April
2018)
è 6 action lines (Archi., Data, Services,
Access & Interf., Rules, Governance)
• EOSC Portal launch (Nov 2018)
• EOSC Executive Board (Nov 2018.
Members)
Vision
100
partners
36
months
33
million
Euro
Researchers from all disciplines
have easy, integrated and open access to the
advanced digital services, scien6fic instruments,
data, knowledge and exper6se they need
to collaborate to achieve excellence
in science, research and innova6on
Mission
EGI
Federation EUDAT
INDIGO-
DataCloud
Research
Infrastruct
ures
The EOSC-hub project mobilises providers of
European relevance offering services, software and
data for advanced data-driven research and
innovation.
These resources are offered via the Hub – the
integration and management system of the
European Open Science Cloud, acting as a
European-level entry point for all stakeholders.
6
The project established ‘The Hub’
• Data
• Applications &
tools
• Baseline services
(storage, compute,
connectivity)…
• Training,
consultants
• Marketplace
• AAI
• Accounting
• Monitoring
• …
Usage according to
Rules of
Participation
From the
consortium AND
from external
contributors
• Lightweight
certification of
providers
• SLA negotiation
• Customer Relationship
Management
• …
Based on
FitSM
• Security regula?ons,
• Compliance to standards,
• Terms of use,
• FAIR implementa?on
guidelines
• …
• A system with: Federation & collaboration services; Processes & policies; Business models
& procurement experience; Strategy & Technical Service Roadmap, etc.
• Simplify access to a broad portfolio of products, resources and service provided by the
major pan-European and international organizations through an open and integrated
service catalogue
11 Feb 2019
https://marketplace.eosc-portal.eu
7
Generic services:
Support to the Research Data Lifecycle
Processing & Analysis
Data Management, Curation &
Preservation
Access, DeposiZon & Sharing
Federation Services
● B2FIND (data)
● Marketplace (Services)
● Applications on Demand
● Federated HTC & Cloud Compute IaaS & PaaS
● Processing of sensitive data
● Jupyter Notebook
● Application DB (software & VM)
● B2DROP (data)
● B2Note (data)
● B2SHARE (data)
● DataHub
● Federated AAI. monitoring,
accounting
● SLA and order Management
● Security incident response and
policies
● Technical support & Training
● B2HANDLE
● B2SAFE
● European Certified Trusted
Repository
● Thematic data analytics
● Scientific Workflow Management,
Orchestration (DIRAC, PaaS Orchestrator)
1
2
3
4
Discover & Reuse
11 Feb 2019
8
Browse & access services: https://eosc-portal.eu
9
The Compute Platform: EGI
EGI is a federation of over 200 computing and data centres spread across
Europe and the rest of the world.
47 Countries
12 Integrated
e-Infrastructures
61,000 users
31 large-scale research
collaborations
1,700 Open Access
Publications in 2018
EGI delivers services for computing and data-intensive science for EOSC-hub.
10
The EGI Federation (as of May 2019)
4.4 Billion
CPU core
hours (2018)
> 1 Million
computing
cores in 2019
> 740 PB
disk & tape
2,915 service
end-points
11
2014: EGI Federated Cloud is launched
in Helsinki
Multi-cloud IaaS with Single Sign-On
Federation features:
• Common VM image catalogue
• Discovery, accounting, SLO monitoring
• Unified GUI dashboard
Cloud Compute
Cloud Container
Compute BETA
Training Infrastructure
Online Storage
Applications on
Demand BETA
Notebooks BETA
EGI Services powered by the Cloud Federation
https://marketplace.egi.eu
IaaS
providers
Federation Services
Orchestration
Platforms
Check-in : Common AuthN and AuthZ across all layers
Research Platforms
Operators
Research Communities
Research Communities
The EGI Federated Cloud today
12
13
Services for federating distributed resources
Services available to the EGI
Federation members facilitating
collaboration
14
Federated services for research
JupyterHub hosted in the EGI Cloud
• Offers Jupyter notebooks ‘as Service’
• One-click solution: login and start
using
Extra EGI Features:
• Login with the EGI AAI Check-In
service
• Persistent storage for notebooks
• Bring your own environments/kernels
• Use EGI computing and storage
resources from your notebooks
15
EGI Notebooks as a Service
16
EGI Notebooks Target Scenario
GitHub
Your
repository
EGI Notebooks
& Binder
services
Zenodo
Your
laptop
Download ipynb file
Create repository
Upload ipynb file
Add requirements.txt
Specify GitHub repo
Generate DOI
Execute
Data repository
Re-execute
Obtain GitHub project reference
Provide GitHub project reference
Discover Notebook
(use DOI)
Fellow
researchers
Journal
paper
DOI
Distributed big
data
DataHub
B2DROP
++
GenerateDOI
17
EGI assets for the implementation of EOSC
Interoperability
guidelines,
standards
Policies,
processes
tools for
federated
service
management
Competence
Centres Training
Compute and
storage facilities
(national and
European
infrastructures)
Validated
Middleware for
federation-level
interoperability
Centrally
managed services
(AAI, workload
orchestration, data
management,
marketplace)
Thematic services
(Data analytics
and scientific
Gateways)
Federating services, activities, know-how
Technical infrastructure
EOSC-hub support for Earth Observation R&D
• Bring together services and research products towards
implementing Open Innovation and Open Science
• Harmonize services for accessing information and
knowledge derived from Earth Observations
• Support informed decision making for sustainable
development and policy making
• Provide the large computing and storage capabilities to
support Big Data Analytics
• Host the online Sentinel Long-Term Archive (in
discussion with European Commission)
EOSC Mission for
Earth Observation
Research
18
EO Pillar
Thematic
Services
IaaS, EO Finder, Data
Collections Catalogue,
EO Browser
JupyterHub for global
Copernicus data & Data
Catalogue Service
Data Cube
Data
Exploitation
Platform
Earthquake Response and
Landslides Analysis 19
EOSC-hub Thematic Services
Thematic Services are scientific services (incl. data)
that provide discipline-specific capabilities for
researchers.
Examples include:
• Browse and download
data and apps,
• Develop workflows
• Execute workflows,
• Online analytics,
• Visualise results,
• Share results and
publications.
https://marketplace.eosc-portal.eu/
A Hybrid Cloud to support exploitation of EO data
End-user access point
EOSC
OpenStack API
powered by libcloud
OpenStack API
powered by libcloud
.EC2
Powered by jclouds
PaaS
Terradue Ellip PaaS
PaaS layer
Develop workflows
interactively
Design scalable
processing chains
Deploy on
processing chains
Connect to custom
Geobrowser
Hybrid IaaS
layer
>18,000 Data Products generated/month
• The European Open Science Cloud will provide capacity and capabilities,
fostering the exploitation of research data
• The EGI federated cloud IaaS delivers the compute platform for EOSC
• Generic and (science discipline) thematic services are made discoverable
and accessible through the EOSC Marketplace
• EOSC supports multi-disciplinary science and Earth Observation is one of
the major use cases
• Early Adopter Programme (15 June - deadline) and Webinar (29 May)
http://bit.ly/EOSC-hub_EAP_webinar
21
Conclusions
Acknowledgements
• Co-authors & collaborators:
- Yin Chen (EGI/EOSC-hub)
- Tiziana Ferrari (EGI/EOSC-hub)
- Diego Scardaci (EGI/EOSC-hub)
- Gergely Sipos (EGI/EOSC-hub)
- Pedro Gonçalves (Terradue)
- Paolo Mazzeq (CNR-IIA)
- Anabela Oliveira (LNEC)
• EOSC-hub for providing travel support
22
Thank you for your attention!
EOSC-hub receives funding from the European Union’s Horizon 2020 research and innovation programme under grant agreement No. 777536.
eosc-hub.eu
@EOSC_eu
23
Back-up slides
24
EGI in numbers
NumberofinstalledCPUs/year
From 300,000 installed CPUs in
2011 to over 1 million in 2019
The EGI Federation offers online
storage (disk) and archive storage
(tape) to meet requirements for Data
Sharing - the capacity in 2019 is 696
Petabytes
EGI FedCloud Architecture
25
EGI Federation services:
Accounting, Monitoring, Configuration Database, Information Discovery, VM Marketplace
EGI Check-in
IaaS Federated Access Tools
Community PlatformsAppDB VMOps
Cloud Management
Framework
IaaS API
Cloud Management
Framework
IaaS API
The EGI Federated Cloud is not just AppDB
Providers have their APIs that
can be used with EGI Check-in
accounts, opening the door to
automation of cloud-native
applications.
IaaS Federated Access Tools layer helps
users of the cloud to deal with the
heterogeneity in the IaaS API and EGI
Federation services
EGI Federated Cloud no longer mandates a single API for
every provider. OCCI still widely supported but sites are
moving to native APIs (mainly OpenStack!)
26
EGI FedCloud in action
Since 2015 1.9 million
Virtual Machines consumed
over 10,000 years of
compute time
27
EGI Notebooks Technology Stack
Kubernetes cluster powered by EGI Cloud Compute
EGI CheckIn
Kubernetes
Ingress
SSL Certificate
NFS Persistent
Storage
https://notebooks.egi.eu
On-demand operational coastal circulation forecast service
28
OPENCoastS Service
Configure Forecast Systems
Manage Forecast Systems
Visualise outputs

More Related Content

What's hot

EOSC-hub RDA 11 Colocation Presentation
EOSC-hub RDA 11 Colocation PresentationEOSC-hub RDA 11 Colocation Presentation
EOSC-hub RDA 11 Colocation Presentation
EOSC-hub project
 
EOSC-hub RDA 11 Plenary BoF Presentation
EOSC-hub RDA 11 Plenary BoF PresentationEOSC-hub RDA 11 Plenary BoF Presentation
EOSC-hub RDA 11 Plenary BoF Presentation
EOSC-hub project
 
Free and Open Source Software for Regional Spatial Data Infrastructures
Free and Open Source Software for Regional Spatial Data InfrastructuresFree and Open Source Software for Regional Spatial Data Infrastructures
Free and Open Source Software for Regional Spatial Data Infrastructures
EDINA, University of Edinburgh
 
Network Automation e-Academy
Network Automation e-AcademyNetwork Automation e-Academy
Introduction to the EOSC-hub project
Introduction to the EOSC-hub projectIntroduction to the EOSC-hub project
Introduction to the EOSC-hub project
EOSC-hub project
 
COMSODE networking session at ICT Lisbon 2015
COMSODE networking session at ICT Lisbon 2015COMSODE networking session at ICT Lisbon 2015
COMSODE networking session at ICT Lisbon 2015
Comsode - FP7 project
 
PHIDIAS - Boosting the use of cloud services for marine data management, serv...
PHIDIAS - Boosting the use of cloud services for marine data management, serv...PHIDIAS - Boosting the use of cloud services for marine data management, serv...
PHIDIAS - Boosting the use of cloud services for marine data management, serv...
Phidias
 
INSPIRE data scope
INSPIRE data scopeINSPIRE data scope
INSPIRE data scopeinspireeu
 
HNSciCloud update @ the World LHC Computing Grid deployment board
HNSciCloud update @ the World LHC Computing Grid deployment board  HNSciCloud update @ the World LHC Computing Grid deployment board
HNSciCloud update @ the World LHC Computing Grid deployment board
Helix Nebula The Science Cloud
 
Eenmaal gemeten, veel gebruikt
Eenmaal gemeten, veel gebruiktEenmaal gemeten, veel gebruikt
Eenmaal gemeten, veel gebruikt
Hydrographic Society Benelux
 
Sharing Big Data - Bob Jones
Sharing Big Data - Bob JonesSharing Big Data - Bob Jones
Sharing Big Data - Bob Jones
Helix Nebula The Science Cloud
 
Experience in managing service portfolio by Pasquale Pagano
Experience in managing service portfolio by Pasquale PaganoExperience in managing service portfolio by Pasquale Pagano
Experience in managing service portfolio by Pasquale Pagano
Blue BRIDGE
 
Spatineo Webinar: Shedding Light on INSPIRE Conformity
Spatineo Webinar: Shedding Light on INSPIRE ConformitySpatineo Webinar: Shedding Light on INSPIRE Conformity
Spatineo Webinar: Shedding Light on INSPIRE Conformity
Ilkka Rinne
 
Past, present and future of advanced computing for data-driven science
Past, present and future of advanced computing for data-driven sciencePast, present and future of advanced computing for data-driven science
Past, present and future of advanced computing for data-driven science
EGI Federation
 
The Science Cloud Users: Challenges and Needs
The Science Cloud Users: Challenges and NeedsThe Science Cloud Users: Challenges and Needs
The Science Cloud Users: Challenges and Needs
Helix Nebula The Science Cloud
 
Distributed scientific computing for open science, eResearch Africa 2019
Distributed scientific computing for open science, eResearch Africa 2019Distributed scientific computing for open science, eResearch Africa 2019
Distributed scientific computing for open science, eResearch Africa 2019
EGI Federation
 
EOSC-hub service portfolio
EOSC-hub service portfolioEOSC-hub service portfolio
EOSC-hub service portfolio
EOSC-hub project
 
The European Open Science Cloud
The European Open Science CloudThe European Open Science Cloud
The European Open Science Cloud
Helix Nebula The Science Cloud
 
G02 walter koch_micro_services
G02 walter koch_micro_servicesG02 walter koch_micro_services
G02 walter koch_micro_services
evaminerva
 
RECAP Project Overview
RECAP Project OverviewRECAP Project Overview
RECAP Project Overview
RECAP Project
 

What's hot (20)

EOSC-hub RDA 11 Colocation Presentation
EOSC-hub RDA 11 Colocation PresentationEOSC-hub RDA 11 Colocation Presentation
EOSC-hub RDA 11 Colocation Presentation
 
EOSC-hub RDA 11 Plenary BoF Presentation
EOSC-hub RDA 11 Plenary BoF PresentationEOSC-hub RDA 11 Plenary BoF Presentation
EOSC-hub RDA 11 Plenary BoF Presentation
 
Free and Open Source Software for Regional Spatial Data Infrastructures
Free and Open Source Software for Regional Spatial Data InfrastructuresFree and Open Source Software for Regional Spatial Data Infrastructures
Free and Open Source Software for Regional Spatial Data Infrastructures
 
Network Automation e-Academy
Network Automation e-AcademyNetwork Automation e-Academy
Network Automation e-Academy
 
Introduction to the EOSC-hub project
Introduction to the EOSC-hub projectIntroduction to the EOSC-hub project
Introduction to the EOSC-hub project
 
COMSODE networking session at ICT Lisbon 2015
COMSODE networking session at ICT Lisbon 2015COMSODE networking session at ICT Lisbon 2015
COMSODE networking session at ICT Lisbon 2015
 
PHIDIAS - Boosting the use of cloud services for marine data management, serv...
PHIDIAS - Boosting the use of cloud services for marine data management, serv...PHIDIAS - Boosting the use of cloud services for marine data management, serv...
PHIDIAS - Boosting the use of cloud services for marine data management, serv...
 
INSPIRE data scope
INSPIRE data scopeINSPIRE data scope
INSPIRE data scope
 
HNSciCloud update @ the World LHC Computing Grid deployment board
HNSciCloud update @ the World LHC Computing Grid deployment board  HNSciCloud update @ the World LHC Computing Grid deployment board
HNSciCloud update @ the World LHC Computing Grid deployment board
 
Eenmaal gemeten, veel gebruikt
Eenmaal gemeten, veel gebruiktEenmaal gemeten, veel gebruikt
Eenmaal gemeten, veel gebruikt
 
Sharing Big Data - Bob Jones
Sharing Big Data - Bob JonesSharing Big Data - Bob Jones
Sharing Big Data - Bob Jones
 
Experience in managing service portfolio by Pasquale Pagano
Experience in managing service portfolio by Pasquale PaganoExperience in managing service portfolio by Pasquale Pagano
Experience in managing service portfolio by Pasquale Pagano
 
Spatineo Webinar: Shedding Light on INSPIRE Conformity
Spatineo Webinar: Shedding Light on INSPIRE ConformitySpatineo Webinar: Shedding Light on INSPIRE Conformity
Spatineo Webinar: Shedding Light on INSPIRE Conformity
 
Past, present and future of advanced computing for data-driven science
Past, present and future of advanced computing for data-driven sciencePast, present and future of advanced computing for data-driven science
Past, present and future of advanced computing for data-driven science
 
The Science Cloud Users: Challenges and Needs
The Science Cloud Users: Challenges and NeedsThe Science Cloud Users: Challenges and Needs
The Science Cloud Users: Challenges and Needs
 
Distributed scientific computing for open science, eResearch Africa 2019
Distributed scientific computing for open science, eResearch Africa 2019Distributed scientific computing for open science, eResearch Africa 2019
Distributed scientific computing for open science, eResearch Africa 2019
 
EOSC-hub service portfolio
EOSC-hub service portfolioEOSC-hub service portfolio
EOSC-hub service portfolio
 
The European Open Science Cloud
The European Open Science CloudThe European Open Science Cloud
The European Open Science Cloud
 
G02 walter koch_micro_services
G02 walter koch_micro_servicesG02 walter koch_micro_services
G02 walter koch_micro_services
 
RECAP Project Overview
RECAP Project OverviewRECAP Project Overview
RECAP Project Overview
 

Similar to Cloud Computing Needs for Earth Observation Data Analysis: EGI and EOSC-hub

WEBINAR: "How to manage your data to make them open and fair"
WEBINAR:  "How to manage your data to make them open and fair"  WEBINAR:  "How to manage your data to make them open and fair"
WEBINAR: "How to manage your data to make them open and fair"
OpenAIRE
 
EGI Engage: Impact & Results
EGI Engage: Impact & ResultsEGI Engage: Impact & Results
EGI Engage: Impact & Results
EGI Federation
 
Gergely Sipos (EGI): Exploiting scientific data in the international context ...
Gergely Sipos (EGI): Exploiting scientific data in the international context ...Gergely Sipos (EGI): Exploiting scientific data in the international context ...
Gergely Sipos (EGI): Exploiting scientific data in the international context ...
Gergely Sipos
 
EOSC-hub in EOSC context
EOSC-hub in EOSC contextEOSC-hub in EOSC context
EOSC-hub in EOSC context
EOSC-hub project
 
EGI - Open Data Platform
EGI - Open Data PlatformEGI - Open Data Platform
EGI - Open Data Platform
EUDAT
 
Integrating and managing services for the European Open Science Cloud
Integrating and managing services for the European Open Science CloudIntegrating and managing services for the European Open Science Cloud
Integrating and managing services for the European Open Science Cloud
OpenAIRE
 
Gergely Sipos: Leading e-infra project communities into EOSC
Gergely Sipos: Leading e-infra project communities into EOSCGergely Sipos: Leading e-infra project communities into EOSC
Gergely Sipos: Leading e-infra project communities into EOSC
EOSC-hub project
 
EGI: a spark to transform science, business and society
EGI: a spark to transform science, business and societyEGI: a spark to transform science, business and society
EGI: a spark to transform science, business and society
Big Data Value Association
 
Open Data analysis with EOSC-hub services
Open Data analysis with EOSC-hub servicesOpen Data analysis with EOSC-hub services
Open Data analysis with EOSC-hub services
OpenAIRE
 
Using a Widely Distributed Federated Cloud System to Support Multiple Dispara...
Using a Widely Distributed Federated Cloud System to Support Multiple Dispara...Using a Widely Distributed Federated Cloud System to Support Multiple Dispara...
Using a Widely Distributed Federated Cloud System to Support Multiple Dispara...
inside-BigData.com
 
Using the EGI Fed-Cloud for Data Analysis - EUDAT Summer School (Giuseppe La ...
Using the EGI Fed-Cloud for Data Analysis - EUDAT Summer School (Giuseppe La ...Using the EGI Fed-Cloud for Data Analysis - EUDAT Summer School (Giuseppe La ...
Using the EGI Fed-Cloud for Data Analysis - EUDAT Summer School (Giuseppe La ...
EUDAT
 
Gergely Sipos, Claudio Cacciari: Welcome and mapping the landscape: EOSC-hub ...
Gergely Sipos, Claudio Cacciari: Welcome and mapping the landscape: EOSC-hub ...Gergely Sipos, Claudio Cacciari: Welcome and mapping the landscape: EOSC-hub ...
Gergely Sipos, Claudio Cacciari: Welcome and mapping the landscape: EOSC-hub ...
EOSC-hub project
 
OGC Interfaces in Thematic Exploitation Platforms
OGC Interfaces in Thematic Exploitation PlatformsOGC Interfaces in Thematic Exploitation Platforms
OGC Interfaces in Thematic Exploitation Platforms
terradue
 
EOSC-hub and the NGIs
EOSC-hub and the NGIsEOSC-hub and the NGIs
EOSC-hub and the NGIs
OpenAIRE
 
EGI-EUDAT interoperability| www.eudat.eu |
EGI-EUDAT interoperability| www.eudat.eu | EGI-EUDAT interoperability| www.eudat.eu |
EGI-EUDAT interoperability| www.eudat.eu |
EUDAT
 
RDMkit, a Research Data Management Toolkit. Built by the Community for the ...
RDMkit, a Research Data Management Toolkit.  Built by the Community for the ...RDMkit, a Research Data Management Toolkit.  Built by the Community for the ...
RDMkit, a Research Data Management Toolkit. Built by the Community for the ...
Carole Goble
 
Federated Cloud Computing
Federated Cloud ComputingFederated Cloud Computing
Federated Cloud Computing
David Wallom
 
The Ascent of Open Science and the European Open Science Cloud
The Ascent of Open Science and the European Open Science CloudThe Ascent of Open Science and the European Open Science Cloud
The Ascent of Open Science and the European Open Science Cloud
Tiziana Ferrari
 
EGI Cloud Container Compute Service
EGI Cloud Container Compute ServiceEGI Cloud Container Compute Service
EGI Cloud Container Compute Service
Björn Backeberg
 
Technical integration of data repositories status and challenges
Technical integration of data repositories status and challengesTechnical integration of data repositories status and challenges
Technical integration of data repositories status and challenges
vty
 

Similar to Cloud Computing Needs for Earth Observation Data Analysis: EGI and EOSC-hub (20)

WEBINAR: "How to manage your data to make them open and fair"
WEBINAR:  "How to manage your data to make them open and fair"  WEBINAR:  "How to manage your data to make them open and fair"
WEBINAR: "How to manage your data to make them open and fair"
 
EGI Engage: Impact & Results
EGI Engage: Impact & ResultsEGI Engage: Impact & Results
EGI Engage: Impact & Results
 
Gergely Sipos (EGI): Exploiting scientific data in the international context ...
Gergely Sipos (EGI): Exploiting scientific data in the international context ...Gergely Sipos (EGI): Exploiting scientific data in the international context ...
Gergely Sipos (EGI): Exploiting scientific data in the international context ...
 
EOSC-hub in EOSC context
EOSC-hub in EOSC contextEOSC-hub in EOSC context
EOSC-hub in EOSC context
 
EGI - Open Data Platform
EGI - Open Data PlatformEGI - Open Data Platform
EGI - Open Data Platform
 
Integrating and managing services for the European Open Science Cloud
Integrating and managing services for the European Open Science CloudIntegrating and managing services for the European Open Science Cloud
Integrating and managing services for the European Open Science Cloud
 
Gergely Sipos: Leading e-infra project communities into EOSC
Gergely Sipos: Leading e-infra project communities into EOSCGergely Sipos: Leading e-infra project communities into EOSC
Gergely Sipos: Leading e-infra project communities into EOSC
 
EGI: a spark to transform science, business and society
EGI: a spark to transform science, business and societyEGI: a spark to transform science, business and society
EGI: a spark to transform science, business and society
 
Open Data analysis with EOSC-hub services
Open Data analysis with EOSC-hub servicesOpen Data analysis with EOSC-hub services
Open Data analysis with EOSC-hub services
 
Using a Widely Distributed Federated Cloud System to Support Multiple Dispara...
Using a Widely Distributed Federated Cloud System to Support Multiple Dispara...Using a Widely Distributed Federated Cloud System to Support Multiple Dispara...
Using a Widely Distributed Federated Cloud System to Support Multiple Dispara...
 
Using the EGI Fed-Cloud for Data Analysis - EUDAT Summer School (Giuseppe La ...
Using the EGI Fed-Cloud for Data Analysis - EUDAT Summer School (Giuseppe La ...Using the EGI Fed-Cloud for Data Analysis - EUDAT Summer School (Giuseppe La ...
Using the EGI Fed-Cloud for Data Analysis - EUDAT Summer School (Giuseppe La ...
 
Gergely Sipos, Claudio Cacciari: Welcome and mapping the landscape: EOSC-hub ...
Gergely Sipos, Claudio Cacciari: Welcome and mapping the landscape: EOSC-hub ...Gergely Sipos, Claudio Cacciari: Welcome and mapping the landscape: EOSC-hub ...
Gergely Sipos, Claudio Cacciari: Welcome and mapping the landscape: EOSC-hub ...
 
OGC Interfaces in Thematic Exploitation Platforms
OGC Interfaces in Thematic Exploitation PlatformsOGC Interfaces in Thematic Exploitation Platforms
OGC Interfaces in Thematic Exploitation Platforms
 
EOSC-hub and the NGIs
EOSC-hub and the NGIsEOSC-hub and the NGIs
EOSC-hub and the NGIs
 
EGI-EUDAT interoperability| www.eudat.eu |
EGI-EUDAT interoperability| www.eudat.eu | EGI-EUDAT interoperability| www.eudat.eu |
EGI-EUDAT interoperability| www.eudat.eu |
 
RDMkit, a Research Data Management Toolkit. Built by the Community for the ...
RDMkit, a Research Data Management Toolkit.  Built by the Community for the ...RDMkit, a Research Data Management Toolkit.  Built by the Community for the ...
RDMkit, a Research Data Management Toolkit. Built by the Community for the ...
 
Federated Cloud Computing
Federated Cloud ComputingFederated Cloud Computing
Federated Cloud Computing
 
The Ascent of Open Science and the European Open Science Cloud
The Ascent of Open Science and the European Open Science CloudThe Ascent of Open Science and the European Open Science Cloud
The Ascent of Open Science and the European Open Science Cloud
 
EGI Cloud Container Compute Service
EGI Cloud Container Compute ServiceEGI Cloud Container Compute Service
EGI Cloud Container Compute Service
 
Technical integration of data repositories status and challenges
Technical integration of data repositories status and challengesTechnical integration of data repositories status and challenges
Technical integration of data repositories status and challenges
 

Recently uploaded

Learn SQL from basic queries to Advance queries
Learn SQL from basic queries to Advance queriesLearn SQL from basic queries to Advance queries
Learn SQL from basic queries to Advance queries
manishkhaire30
 
The Building Blocks of QuestDB, a Time Series Database
The Building Blocks of QuestDB, a Time Series DatabaseThe Building Blocks of QuestDB, a Time Series Database
The Building Blocks of QuestDB, a Time Series Database
javier ramirez
 
一比一原版(UniSA毕业证书)南澳大学毕业证如何办理
一比一原版(UniSA毕业证书)南澳大学毕业证如何办理一比一原版(UniSA毕业证书)南澳大学毕业证如何办理
一比一原版(UniSA毕业证书)南澳大学毕业证如何办理
slg6lamcq
 
一比一原版(Deakin毕业证书)迪肯大学毕业证如何办理
一比一原版(Deakin毕业证书)迪肯大学毕业证如何办理一比一原版(Deakin毕业证书)迪肯大学毕业证如何办理
一比一原版(Deakin毕业证书)迪肯大学毕业证如何办理
oz8q3jxlp
 
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
Timothy Spann
 
Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...
Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...
Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...
John Andrews
 
一比一原版(Adelaide毕业证书)阿德莱德大学毕业证如何办理
一比一原版(Adelaide毕业证书)阿德莱德大学毕业证如何办理一比一原版(Adelaide毕业证书)阿德莱德大学毕业证如何办理
一比一原版(Adelaide毕业证书)阿德莱德大学毕业证如何办理
slg6lamcq
 
The affect of service quality and online reviews on customer loyalty in the E...
The affect of service quality and online reviews on customer loyalty in the E...The affect of service quality and online reviews on customer loyalty in the E...
The affect of service quality and online reviews on customer loyalty in the E...
jerlynmaetalle
 
原版制作(Deakin毕业证书)迪肯大学毕业证学位证一模一样
原版制作(Deakin毕业证书)迪肯大学毕业证学位证一模一样原版制作(Deakin毕业证书)迪肯大学毕业证学位证一模一样
原版制作(Deakin毕业证书)迪肯大学毕业证学位证一模一样
u86oixdj
 
原版制作(swinburne毕业证书)斯威本科技大学毕业证毕业完成信一模一样
原版制作(swinburne毕业证书)斯威本科技大学毕业证毕业完成信一模一样原版制作(swinburne毕业证书)斯威本科技大学毕业证毕业完成信一模一样
原版制作(swinburne毕业证书)斯威本科技大学毕业证毕业完成信一模一样
u86oixdj
 
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
74nqk8xf
 
Influence of Marketing Strategy and Market Competition on Business Plan
Influence of Marketing Strategy and Market Competition on Business PlanInfluence of Marketing Strategy and Market Competition on Business Plan
Influence of Marketing Strategy and Market Competition on Business Plan
jerlynmaetalle
 
My burning issue is homelessness K.C.M.O.
My burning issue is homelessness K.C.M.O.My burning issue is homelessness K.C.M.O.
My burning issue is homelessness K.C.M.O.
rwarrenll
 
做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样
做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样
做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样
axoqas
 
Malana- Gimlet Market Analysis (Portfolio 2)
Malana- Gimlet Market Analysis (Portfolio 2)Malana- Gimlet Market Analysis (Portfolio 2)
Malana- Gimlet Market Analysis (Portfolio 2)
TravisMalana
 
Unleashing the Power of Data_ Choosing a Trusted Analytics Platform.pdf
Unleashing the Power of Data_ Choosing a Trusted Analytics Platform.pdfUnleashing the Power of Data_ Choosing a Trusted Analytics Platform.pdf
Unleashing the Power of Data_ Choosing a Trusted Analytics Platform.pdf
Enterprise Wired
 
Global Situational Awareness of A.I. and where its headed
Global Situational Awareness of A.I. and where its headedGlobal Situational Awareness of A.I. and where its headed
Global Situational Awareness of A.I. and where its headed
vikram sood
 
一比一原版(Dalhousie毕业证书)达尔豪斯大学毕业证如何办理
一比一原版(Dalhousie毕业证书)达尔豪斯大学毕业证如何办理一比一原版(Dalhousie毕业证书)达尔豪斯大学毕业证如何办理
一比一原版(Dalhousie毕业证书)达尔豪斯大学毕业证如何办理
mzpolocfi
 
Analysis insight about a Flyball dog competition team's performance
Analysis insight about a Flyball dog competition team's performanceAnalysis insight about a Flyball dog competition team's performance
Analysis insight about a Flyball dog competition team's performance
roli9797
 
Nanandann Nilekani's ppt On India's .pdf
Nanandann Nilekani's ppt On India's .pdfNanandann Nilekani's ppt On India's .pdf
Nanandann Nilekani's ppt On India's .pdf
eddie19851
 

Recently uploaded (20)

Learn SQL from basic queries to Advance queries
Learn SQL from basic queries to Advance queriesLearn SQL from basic queries to Advance queries
Learn SQL from basic queries to Advance queries
 
The Building Blocks of QuestDB, a Time Series Database
The Building Blocks of QuestDB, a Time Series DatabaseThe Building Blocks of QuestDB, a Time Series Database
The Building Blocks of QuestDB, a Time Series Database
 
一比一原版(UniSA毕业证书)南澳大学毕业证如何办理
一比一原版(UniSA毕业证书)南澳大学毕业证如何办理一比一原版(UniSA毕业证书)南澳大学毕业证如何办理
一比一原版(UniSA毕业证书)南澳大学毕业证如何办理
 
一比一原版(Deakin毕业证书)迪肯大学毕业证如何办理
一比一原版(Deakin毕业证书)迪肯大学毕业证如何办理一比一原版(Deakin毕业证书)迪肯大学毕业证如何办理
一比一原版(Deakin毕业证书)迪肯大学毕业证如何办理
 
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
 
Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...
Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...
Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...
 
一比一原版(Adelaide毕业证书)阿德莱德大学毕业证如何办理
一比一原版(Adelaide毕业证书)阿德莱德大学毕业证如何办理一比一原版(Adelaide毕业证书)阿德莱德大学毕业证如何办理
一比一原版(Adelaide毕业证书)阿德莱德大学毕业证如何办理
 
The affect of service quality and online reviews on customer loyalty in the E...
The affect of service quality and online reviews on customer loyalty in the E...The affect of service quality and online reviews on customer loyalty in the E...
The affect of service quality and online reviews on customer loyalty in the E...
 
原版制作(Deakin毕业证书)迪肯大学毕业证学位证一模一样
原版制作(Deakin毕业证书)迪肯大学毕业证学位证一模一样原版制作(Deakin毕业证书)迪肯大学毕业证学位证一模一样
原版制作(Deakin毕业证书)迪肯大学毕业证学位证一模一样
 
原版制作(swinburne毕业证书)斯威本科技大学毕业证毕业完成信一模一样
原版制作(swinburne毕业证书)斯威本科技大学毕业证毕业完成信一模一样原版制作(swinburne毕业证书)斯威本科技大学毕业证毕业完成信一模一样
原版制作(swinburne毕业证书)斯威本科技大学毕业证毕业完成信一模一样
 
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
一比一原版(Coventry毕业证书)考文垂大学毕业证如何办理
 
Influence of Marketing Strategy and Market Competition on Business Plan
Influence of Marketing Strategy and Market Competition on Business PlanInfluence of Marketing Strategy and Market Competition on Business Plan
Influence of Marketing Strategy and Market Competition on Business Plan
 
My burning issue is homelessness K.C.M.O.
My burning issue is homelessness K.C.M.O.My burning issue is homelessness K.C.M.O.
My burning issue is homelessness K.C.M.O.
 
做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样
做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样
做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样
 
Malana- Gimlet Market Analysis (Portfolio 2)
Malana- Gimlet Market Analysis (Portfolio 2)Malana- Gimlet Market Analysis (Portfolio 2)
Malana- Gimlet Market Analysis (Portfolio 2)
 
Unleashing the Power of Data_ Choosing a Trusted Analytics Platform.pdf
Unleashing the Power of Data_ Choosing a Trusted Analytics Platform.pdfUnleashing the Power of Data_ Choosing a Trusted Analytics Platform.pdf
Unleashing the Power of Data_ Choosing a Trusted Analytics Platform.pdf
 
Global Situational Awareness of A.I. and where its headed
Global Situational Awareness of A.I. and where its headedGlobal Situational Awareness of A.I. and where its headed
Global Situational Awareness of A.I. and where its headed
 
一比一原版(Dalhousie毕业证书)达尔豪斯大学毕业证如何办理
一比一原版(Dalhousie毕业证书)达尔豪斯大学毕业证如何办理一比一原版(Dalhousie毕业证书)达尔豪斯大学毕业证如何办理
一比一原版(Dalhousie毕业证书)达尔豪斯大学毕业证如何办理
 
Analysis insight about a Flyball dog competition team's performance
Analysis insight about a Flyball dog competition team's performanceAnalysis insight about a Flyball dog competition team's performance
Analysis insight about a Flyball dog competition team's performance
 
Nanandann Nilekani's ppt On India's .pdf
Nanandann Nilekani's ppt On India's .pdfNanandann Nilekani's ppt On India's .pdf
Nanandann Nilekani's ppt On India's .pdf
 

Cloud Computing Needs for Earth Observation Data Analysis: EGI and EOSC-hub

  • 1. Björn Backeberg Senior User Community Support Officer EGI Founda?on – advanced compu?ng for research bjorn.backeberg@egi.eu Japan Geoscience Union 2019, Chiba, Japan Cloud Computing Needs for Earth Observation Data Analysis: EGI and EOSC-hub
  • 2. 2 European Open Science Cloud European Cloud Initiative by the European Commission (April 2016) Problem Statement 1. How to maximise the incentives for sharing data and to increase the capacity to exploit them? 2. How to ensure that data can be used as widely as possible, across scientific disciplines and between the public and the private sector? 3. How better to interconnect the existing and the new data infrastructures across Europe? 4. How best to coordinate the support available to European data infrastructures as they move towards exascale computing? “…a trusted, open environment for the scientific community for storing, sharing and re- using scientific data and results…by 2020…”
  • 3. 3 H2020 projects: 1. eInfraCentral (2017-19) 2. EOSCpilot (2017-19) 3. EOSC-hub (2018-2020) 4. OpenAIRE-Advanced (2018-2020) 5. FREYA (2018-2020) 6. ESFRI Clusters (2019-2021) 7. INFRAEOSC-* (2019-2020/21) What happened since then… European Commission activities: • EOSC summits (2017, 2018) • 2nd EOSC HLEG (draft report) è 4 Policy; 4 Governance; 7 implementation recommendations • EOSC implementation Roadmap (April 2018) è 6 action lines (Archi., Data, Services, Access & Interf., Rules, Governance) • EOSC Portal launch (Nov 2018) • EOSC Executive Board (Nov 2018. Members)
  • 4. Vision 100 partners 36 months 33 million Euro Researchers from all disciplines have easy, integrated and open access to the advanced digital services, scien6fic instruments, data, knowledge and exper6se they need to collaborate to achieve excellence in science, research and innova6on
  • 5. Mission EGI Federation EUDAT INDIGO- DataCloud Research Infrastruct ures The EOSC-hub project mobilises providers of European relevance offering services, software and data for advanced data-driven research and innovation. These resources are offered via the Hub – the integration and management system of the European Open Science Cloud, acting as a European-level entry point for all stakeholders.
  • 6. 6 The project established ‘The Hub’ • Data • Applications & tools • Baseline services (storage, compute, connectivity)… • Training, consultants • Marketplace • AAI • Accounting • Monitoring • … Usage according to Rules of Participation From the consortium AND from external contributors • Lightweight certification of providers • SLA negotiation • Customer Relationship Management • … Based on FitSM • Security regula?ons, • Compliance to standards, • Terms of use, • FAIR implementa?on guidelines • … • A system with: Federation & collaboration services; Processes & policies; Business models & procurement experience; Strategy & Technical Service Roadmap, etc. • Simplify access to a broad portfolio of products, resources and service provided by the major pan-European and international organizations through an open and integrated service catalogue 11 Feb 2019 https://marketplace.eosc-portal.eu
  • 7. 7 Generic services: Support to the Research Data Lifecycle Processing & Analysis Data Management, Curation & Preservation Access, DeposiZon & Sharing Federation Services ● B2FIND (data) ● Marketplace (Services) ● Applications on Demand ● Federated HTC & Cloud Compute IaaS & PaaS ● Processing of sensitive data ● Jupyter Notebook ● Application DB (software & VM) ● B2DROP (data) ● B2Note (data) ● B2SHARE (data) ● DataHub ● Federated AAI. monitoring, accounting ● SLA and order Management ● Security incident response and policies ● Technical support & Training ● B2HANDLE ● B2SAFE ● European Certified Trusted Repository ● Thematic data analytics ● Scientific Workflow Management, Orchestration (DIRAC, PaaS Orchestrator) 1 2 3 4 Discover & Reuse 11 Feb 2019
  • 8. 8 Browse & access services: https://eosc-portal.eu
  • 9. 9 The Compute Platform: EGI EGI is a federation of over 200 computing and data centres spread across Europe and the rest of the world. 47 Countries 12 Integrated e-Infrastructures 61,000 users 31 large-scale research collaborations 1,700 Open Access Publications in 2018 EGI delivers services for computing and data-intensive science for EOSC-hub.
  • 10. 10 The EGI Federation (as of May 2019) 4.4 Billion CPU core hours (2018) > 1 Million computing cores in 2019 > 740 PB disk & tape 2,915 service end-points
  • 11. 11 2014: EGI Federated Cloud is launched in Helsinki Multi-cloud IaaS with Single Sign-On Federation features: • Common VM image catalogue • Discovery, accounting, SLO monitoring • Unified GUI dashboard Cloud Compute Cloud Container Compute BETA Training Infrastructure Online Storage Applications on Demand BETA Notebooks BETA EGI Services powered by the Cloud Federation https://marketplace.egi.eu
  • 12. IaaS providers Federation Services Orchestration Platforms Check-in : Common AuthN and AuthZ across all layers Research Platforms Operators Research Communities Research Communities The EGI Federated Cloud today 12
  • 13. 13 Services for federating distributed resources Services available to the EGI Federation members facilitating collaboration
  • 15. JupyterHub hosted in the EGI Cloud • Offers Jupyter notebooks ‘as Service’ • One-click solution: login and start using Extra EGI Features: • Login with the EGI AAI Check-In service • Persistent storage for notebooks • Bring your own environments/kernels • Use EGI computing and storage resources from your notebooks 15 EGI Notebooks as a Service
  • 16. 16 EGI Notebooks Target Scenario GitHub Your repository EGI Notebooks & Binder services Zenodo Your laptop Download ipynb file Create repository Upload ipynb file Add requirements.txt Specify GitHub repo Generate DOI Execute Data repository Re-execute Obtain GitHub project reference Provide GitHub project reference Discover Notebook (use DOI) Fellow researchers Journal paper DOI Distributed big data DataHub B2DROP ++ GenerateDOI
  • 17. 17 EGI assets for the implementation of EOSC Interoperability guidelines, standards Policies, processes tools for federated service management Competence Centres Training Compute and storage facilities (national and European infrastructures) Validated Middleware for federation-level interoperability Centrally managed services (AAI, workload orchestration, data management, marketplace) Thematic services (Data analytics and scientific Gateways) Federating services, activities, know-how Technical infrastructure
  • 18. EOSC-hub support for Earth Observation R&D • Bring together services and research products towards implementing Open Innovation and Open Science • Harmonize services for accessing information and knowledge derived from Earth Observations • Support informed decision making for sustainable development and policy making • Provide the large computing and storage capabilities to support Big Data Analytics • Host the online Sentinel Long-Term Archive (in discussion with European Commission) EOSC Mission for Earth Observation Research 18
  • 19. EO Pillar Thematic Services IaaS, EO Finder, Data Collections Catalogue, EO Browser JupyterHub for global Copernicus data & Data Catalogue Service Data Cube Data Exploitation Platform Earthquake Response and Landslides Analysis 19 EOSC-hub Thematic Services Thematic Services are scientific services (incl. data) that provide discipline-specific capabilities for researchers. Examples include: • Browse and download data and apps, • Develop workflows • Execute workflows, • Online analytics, • Visualise results, • Share results and publications. https://marketplace.eosc-portal.eu/
  • 20. A Hybrid Cloud to support exploitation of EO data End-user access point EOSC OpenStack API powered by libcloud OpenStack API powered by libcloud .EC2 Powered by jclouds PaaS Terradue Ellip PaaS PaaS layer Develop workflows interactively Design scalable processing chains Deploy on processing chains Connect to custom Geobrowser Hybrid IaaS layer >18,000 Data Products generated/month
  • 21. • The European Open Science Cloud will provide capacity and capabilities, fostering the exploitation of research data • The EGI federated cloud IaaS delivers the compute platform for EOSC • Generic and (science discipline) thematic services are made discoverable and accessible through the EOSC Marketplace • EOSC supports multi-disciplinary science and Earth Observation is one of the major use cases • Early Adopter Programme (15 June - deadline) and Webinar (29 May) http://bit.ly/EOSC-hub_EAP_webinar 21 Conclusions
  • 22. Acknowledgements • Co-authors & collaborators: - Yin Chen (EGI/EOSC-hub) - Tiziana Ferrari (EGI/EOSC-hub) - Diego Scardaci (EGI/EOSC-hub) - Gergely Sipos (EGI/EOSC-hub) - Pedro Gonçalves (Terradue) - Paolo Mazzeq (CNR-IIA) - Anabela Oliveira (LNEC) • EOSC-hub for providing travel support 22 Thank you for your attention!
  • 23. EOSC-hub receives funding from the European Union’s Horizon 2020 research and innovation programme under grant agreement No. 777536. eosc-hub.eu @EOSC_eu 23 Back-up slides
  • 24. 24 EGI in numbers NumberofinstalledCPUs/year From 300,000 installed CPUs in 2011 to over 1 million in 2019 The EGI Federation offers online storage (disk) and archive storage (tape) to meet requirements for Data Sharing - the capacity in 2019 is 696 Petabytes
  • 25. EGI FedCloud Architecture 25 EGI Federation services: Accounting, Monitoring, Configuration Database, Information Discovery, VM Marketplace EGI Check-in IaaS Federated Access Tools Community PlatformsAppDB VMOps Cloud Management Framework IaaS API Cloud Management Framework IaaS API The EGI Federated Cloud is not just AppDB Providers have their APIs that can be used with EGI Check-in accounts, opening the door to automation of cloud-native applications. IaaS Federated Access Tools layer helps users of the cloud to deal with the heterogeneity in the IaaS API and EGI Federation services EGI Federated Cloud no longer mandates a single API for every provider. OCCI still widely supported but sites are moving to native APIs (mainly OpenStack!)
  • 26. 26 EGI FedCloud in action Since 2015 1.9 million Virtual Machines consumed over 10,000 years of compute time
  • 27. 27 EGI Notebooks Technology Stack Kubernetes cluster powered by EGI Cloud Compute EGI CheckIn Kubernetes Ingress SSL Certificate NFS Persistent Storage https://notebooks.egi.eu
  • 28. On-demand operational coastal circulation forecast service 28 OPENCoastS Service Configure Forecast Systems Manage Forecast Systems Visualise outputs