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Vienna, Austria
12-13 June, 2023
#FIWARESummit
From Data
to Value
OPEN SOURCE
OPEN STANDARDS
OPEN COMMUNITY
From raw data to smart mobility
services for citizens
Carmen Perea, Eviden an Atos business
Benoit Couraud, Université Côte d’Azur
Miguel Aguilar, Eviden an Atos business
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Agenda
▪ GreenMov in a nutshell
▪ Benefits for mobility and environment civil servants
▪ Benefits for Citizens
Maria
Clement
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Mobility Challenges
Traffic
management
Decarbonization
Hetereogenous
transportation
Road status
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
GreenMov Card
▪ ACRONYM: GreenMov
▪ TITLE: Green Mobility data models and services for smart ecosystems
▪ FUNDING BODY: European Commission
▪ FUNDING PROGRAM: CEF-TC-2020-2
▪ AGREEMENT NUMBER: NEA/CEF/ICT/A2020/2373380
▪ TOTAL BUDGET: 1,3 M €
▪ TOTAL FUNDING: 993 K €
▪ DURATION: 24 months
▪ DATES: 1 Sep 2021 – 31 August 2023
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
GreenMov Mission
▪ Definition and development of harmonized data models for green mobility
▪ Development of digital services for calculation and forecasting of noise, air quality
bikes availability and traffic related data
▪ Architecture of federated context data to tackle high demand scenarios in mobility
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
GreenMov Pilots
Esta foto de Autor desconocido está bajo licencia CC BY-SA
Esta foto de Autor desconocido está bajo
licencia CC BY
Nice
Murcia
Molina de Segura
Flanders
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
GreenMov outcomes: Smart Data Models
▪ Adopted data models
• AirQualityMonitoring
• GTFSStopTime
• WeatherObserved
• WeatherForecast
▪ Extended data models
• AirQualityObserved
• NoiseLevelObserved
• TrafficFlowObserved
▪ New data models
• AirQualityForecast
• NoisePollution
• NoisePollutionForecast
• TrafficEnvironmentImpactForecast
• TrafficEnvironmentImpact
• BicycleParkingStationForecast
• BicycleParkingStation
• ResourceReportForecast
• ResourceReport
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
GreenMov outcomes: Mobility Services
• Air quality forecasting - hourly based pollutants estimation
• Air quality index calculation - binary classification of air quality based on pollutants estimation.
• Traffic forecasting - traffic flow indicators estimation
• Traffic environmental impact calculation - binary classification based on traffic flow indicators.
• Traffic recommendation- recommendations regarding traffic environmental impact.
• Bikes availability forecasting - bike docks availability estimation.
• Noise annoyance forecasting - noise pollutants estimation.
• Noise annoyance calculation - binary classification of noise annoyance quality based on noise pollutants
estimations
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
GreenMov outcomes
▪ Reference architecture for mobility scenarios
▪ 3 extended Smart Data Models and 9 new Smart Data Models
▪ Some OSLO vocabularies and app profiles contextualized for mobility
▪ 8 mobility services for noise, air quality and traffic calculation and forecasting
▪ A new building block for solving federated queries across multiple Context
Brokers
▪ Whitepaper with lessons learnt about the deployment of these models and
services in the 3 pilots (Nice, Flanders, Murcia) In progress.
9
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Impact
▪ For FIWARE:
• Contribution to Smart Data Models
• Components for Context Brokers Federation
▪ For cities:
• Reusability of mobility services
• Increase efficiency and reduce infra’s costs
• Avoiding data silos and vendor locking
10
• For IT companies:
• Easier development of added value
services for mobility
• Facilitate access to open mobility data
• For citizens:
• More efficient mobility services
• Living in more sustainable cities
Clement
Maria
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Agenda
▪ GreenMov in a nutshell
▪ Benefits for mobility and environment civil servants
▪ Benefits for Citizens
Maria
Clement
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Needs for Green Mobility : A Civil Servant Perspective
How to use them to improve Citizens’ efforts & Quality of life
• Many Sensors installed in local area
How to coordinate their offer and give them access to data
• Many Mobility Services available
Maria
Spanish Civil Servant
How to help citizens use green mobility solutions ?
• Mobility, Society and Climate change
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
GreenMov Solution Proposition
Traffic density
Weather
Noise
Air
Quality
Bikes
Public
Transport
Maria
Data collection - Storage
Interoperable Services
Traffic recommendations
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
GreenMov General Architecture
Traffic density
Weather
Noise
Air Quality
Bikes
Public
Transport
Interoperable
Data Storage
Interoperable AI
based services
Added Value
Services
Multiple sensors
sources
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
GreenMov Detailed Architecture
Interoperable
Data Storage
Interoperable AI
based services
Added Value
Services
Multiple sensors
sources
Traffic
observation
Weather
Noise
Pollution
adaptor
NGSI-LD
adaptor
NGSI-LD
adaptor
NGSI-LD
Context
Broker
+
Storage
NGSI - LD
Interface
LDES
Interface
Blue Bikes
adaptor
NGSI-LD
Public transport
adaptor
NGSI-LD
adaptor
NGSI-LD
LDES
Existing
Extended
Novel
NGSI-LD
Smart Data
models
Traffic Environmental
Impact Forecasting
Noise annoyance
Forecasting
Shared Bikes
availability
Forecasting
Air Quality
Forecasting
Recommendations
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
GreenMov Novelty – Smart Data Models
Extended 3
Data models
Proposed 9 Novel
data models
Published 5
open data sets
Use of 4 existing
Data models
+1
+1
+1
+1
+1
Will publish 3 AI based
services in FIWARE
Marketplace
+1
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Agenda
▪ GreenMov in a nutshell
▪ Benefits for mobility and environment civil servants
▪ Benefits for Citizens
Maria
Clement
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Introduction
Clement
Antwerpen
Use case
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Introduction
Clement
Is there any chance
that bikes will be
available at 14:30?
Use case - Options
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Artificial Intelligence
Machine Learning
Now
Forecasting
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Artificial Intelligence
Services
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Artificial Intelligence
Architecture
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Artificial Intelligence
MLFlow
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Front-end
Is there any chance
that bikes will be
available at 14:30?
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Frontend
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Conclusion
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Thank you !
To know more:
Carmen Perea
Head of Transport Systems & Urban Mobility Unit in
Eviden an Atos business
carmen.perea@atos.net
Miguel Aguilar
Researcher in Eviden an Atos business
miguel.Aguilar@atos.net
Benoit Couraud
Research Associate
benoit.couraud@univ-cotedazur.fr
Université Côte d’Azur
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Hosting Partner Keystone Sponsors
Media Partners
Find Us On Stay up to date Be certified and featured
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Vienna, Austria
12-13 June, 2023
#FIWARESummit
Thanks!

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Presentation GreenMov_FinalvF - v3.pptx

  • 1. Vienna, Austria 12-13 June, 2023 #FIWARESummit From Data to Value OPEN SOURCE OPEN STANDARDS OPEN COMMUNITY From raw data to smart mobility services for citizens Carmen Perea, Eviden an Atos business Benoit Couraud, Université Côte d’Azur Miguel Aguilar, Eviden an Atos business
  • 2. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Agenda ▪ GreenMov in a nutshell ▪ Benefits for mobility and environment civil servants ▪ Benefits for Citizens Maria Clement
  • 3. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Mobility Challenges Traffic management Decarbonization Hetereogenous transportation Road status
  • 4. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org GreenMov Card ▪ ACRONYM: GreenMov ▪ TITLE: Green Mobility data models and services for smart ecosystems ▪ FUNDING BODY: European Commission ▪ FUNDING PROGRAM: CEF-TC-2020-2 ▪ AGREEMENT NUMBER: NEA/CEF/ICT/A2020/2373380 ▪ TOTAL BUDGET: 1,3 M € ▪ TOTAL FUNDING: 993 K € ▪ DURATION: 24 months ▪ DATES: 1 Sep 2021 – 31 August 2023
  • 5. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org GreenMov Mission ▪ Definition and development of harmonized data models for green mobility ▪ Development of digital services for calculation and forecasting of noise, air quality bikes availability and traffic related data ▪ Architecture of federated context data to tackle high demand scenarios in mobility
  • 6. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org GreenMov Pilots Esta foto de Autor desconocido está bajo licencia CC BY-SA Esta foto de Autor desconocido está bajo licencia CC BY Nice Murcia Molina de Segura Flanders
  • 7. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org GreenMov outcomes: Smart Data Models ▪ Adopted data models • AirQualityMonitoring • GTFSStopTime • WeatherObserved • WeatherForecast ▪ Extended data models • AirQualityObserved • NoiseLevelObserved • TrafficFlowObserved ▪ New data models • AirQualityForecast • NoisePollution • NoisePollutionForecast • TrafficEnvironmentImpactForecast • TrafficEnvironmentImpact • BicycleParkingStationForecast • BicycleParkingStation • ResourceReportForecast • ResourceReport
  • 8. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org GreenMov outcomes: Mobility Services • Air quality forecasting - hourly based pollutants estimation • Air quality index calculation - binary classification of air quality based on pollutants estimation. • Traffic forecasting - traffic flow indicators estimation • Traffic environmental impact calculation - binary classification based on traffic flow indicators. • Traffic recommendation- recommendations regarding traffic environmental impact. • Bikes availability forecasting - bike docks availability estimation. • Noise annoyance forecasting - noise pollutants estimation. • Noise annoyance calculation - binary classification of noise annoyance quality based on noise pollutants estimations
  • 9. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org GreenMov outcomes ▪ Reference architecture for mobility scenarios ▪ 3 extended Smart Data Models and 9 new Smart Data Models ▪ Some OSLO vocabularies and app profiles contextualized for mobility ▪ 8 mobility services for noise, air quality and traffic calculation and forecasting ▪ A new building block for solving federated queries across multiple Context Brokers ▪ Whitepaper with lessons learnt about the deployment of these models and services in the 3 pilots (Nice, Flanders, Murcia) In progress. 9
  • 10. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Impact ▪ For FIWARE: • Contribution to Smart Data Models • Components for Context Brokers Federation ▪ For cities: • Reusability of mobility services • Increase efficiency and reduce infra’s costs • Avoiding data silos and vendor locking 10 • For IT companies: • Easier development of added value services for mobility • Facilitate access to open mobility data • For citizens: • More efficient mobility services • Living in more sustainable cities Clement Maria
  • 11. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Agenda ▪ GreenMov in a nutshell ▪ Benefits for mobility and environment civil servants ▪ Benefits for Citizens Maria Clement
  • 12. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Needs for Green Mobility : A Civil Servant Perspective How to use them to improve Citizens’ efforts & Quality of life • Many Sensors installed in local area How to coordinate their offer and give them access to data • Many Mobility Services available Maria Spanish Civil Servant How to help citizens use green mobility solutions ? • Mobility, Society and Climate change
  • 13. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org GreenMov Solution Proposition Traffic density Weather Noise Air Quality Bikes Public Transport Maria Data collection - Storage Interoperable Services Traffic recommendations
  • 14. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org GreenMov General Architecture Traffic density Weather Noise Air Quality Bikes Public Transport Interoperable Data Storage Interoperable AI based services Added Value Services Multiple sensors sources
  • 15. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org GreenMov Detailed Architecture Interoperable Data Storage Interoperable AI based services Added Value Services Multiple sensors sources Traffic observation Weather Noise Pollution adaptor NGSI-LD adaptor NGSI-LD adaptor NGSI-LD Context Broker + Storage NGSI - LD Interface LDES Interface Blue Bikes adaptor NGSI-LD Public transport adaptor NGSI-LD adaptor NGSI-LD LDES Existing Extended Novel NGSI-LD Smart Data models Traffic Environmental Impact Forecasting Noise annoyance Forecasting Shared Bikes availability Forecasting Air Quality Forecasting Recommendations
  • 16. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org GreenMov Novelty – Smart Data Models Extended 3 Data models Proposed 9 Novel data models Published 5 open data sets Use of 4 existing Data models +1 +1 +1 +1 +1 Will publish 3 AI based services in FIWARE Marketplace +1
  • 17. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Agenda ▪ GreenMov in a nutshell ▪ Benefits for mobility and environment civil servants ▪ Benefits for Citizens Maria Clement
  • 18. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Introduction Clement Antwerpen Use case
  • 19. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Introduction Clement Is there any chance that bikes will be available at 14:30? Use case - Options
  • 20. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Artificial Intelligence Machine Learning Now Forecasting
  • 21. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Artificial Intelligence Services
  • 22. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Artificial Intelligence Architecture
  • 23. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Artificial Intelligence MLFlow
  • 24. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Front-end Is there any chance that bikes will be available at 14:30?
  • 25. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Frontend
  • 26. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Conclusion
  • 27. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Thank you ! To know more: Carmen Perea Head of Transport Systems & Urban Mobility Unit in Eviden an Atos business carmen.perea@atos.net Miguel Aguilar Researcher in Eviden an Atos business miguel.Aguilar@atos.net Benoit Couraud Research Associate benoit.couraud@univ-cotedazur.fr Université Côte d’Azur
  • 28. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Hosting Partner Keystone Sponsors Media Partners Find Us On Stay up to date Be certified and featured JOIN OUR NEWSLETTER
  • 29. Vienna, Austria 12-13 June, 2023 #FIWARESummit Thanks!