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Vienna, Austria
12-13 June, 2023
#FIWARESummit
From Data
to Value
OPEN SOURCE
OPEN STANDARDS
OPEN COMMUNITY
Smart Buildings Analysis with
Digital Twins
Flavio BONO
Giovanni VAGLICA
Graziano RENALDI
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
The EC Joint Research Centre, Ispra (Italy)
▪ The Joint Research Centre, Ispra (Italy) is
the third biggest European Commission site
after Brussels and Luxembourg.
▪ One of Europe's leading research campuses
with many laboratories and unique research
infrastructures.
▪ Scientific Activities:
• Sustainable Resources and Transport
• Space
• Security
• Migration
• Health and Consumer Protection
• Energy Efficiency and Climate Change
• Growth & Innovation
• Nuclear research:
• Nuclear safeguards
• Non-proliferation and Nuclear security
Image from https://visitors-centre.jrc.ec.europa.eu/en/media/photos/joint-research-centre-ispra-italy
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
BUILT ENVIRONMENT
Channels: >400
Type: vibrations, displacements,
environmental parameters, load, position
Acquisition Rates: up to 64Hz
VEHICLE
Channels: 35
Type: vibrations, inertial parameters, GNNS
Acquisition Rates: >1KHz
JRC Active IoT and
Wireless Sensors
Vertical Applications
Low Power Urban
Wireless Nodes
Environmental Monitoring
(noise, pollution)
Vehicles and
Infrastructures
Smart Buildings
Smart
Infrastructures
Smart Cities
Systems Integration
Image from https://visitors-centre.jrc.ec.europa.eu/en/media/photos/joint-research-centre-ispra-italy
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Objectives
Photo by Aleksejs Bergmanis, Aerial Photography of Concrete Bridge, www.pexels.com
CHALLENGES
 Management of Big Data flows from
heterogeneous sensors
 Multi-level Urban IT systems
 Data Analysis
 Real-time and Historical Data
OBJECTIVES
 Integration of Smart Buildings
and Infrastructures into Smart
Cities
 BIM integration
 Digital Twins
 Context Information
 Data Analysis and ML-based
predictive maintenance
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
The EUROPA Science Experience test case
• Smart Buildings integration into Smart
Cities
• Energy performance monitoring
• >300 Sensors
• Big Data management for Machine
Learning
• 3D models from BIM for the Digital
Platform
• Development of Digital Twins
• EC JRC real-world test cases
• Collaboration with JRC Infrastructures
Real-time and historical sensor monitoring
More than 300 signals
Digital Twin and online dashboard
3D models integration in the Smart City platform
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
A Digital Twin Solution for the new JRC Building
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
The EUROPA Science Experience Digital Twin
First Floor + Cube
Environment
Second Floor
• Conference Room
• Offices
• Kitchenette
• Break Area
• Techical Room
• Exhibition Hall (cube)
• Reception
• Office
• Relax Area
• Audiovisuals Control Room
• Exhibiti Area
• Technical Rooms
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Digital Twin EUROPA Science Experience Building
First floor and Cube Environment
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
A Digital Twin Solution for the new JRC Building
Incorporating Machine Learning
and Neural Networks into
FIWARE's Smart
City Architecture
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
External Temperature
Internal Temperature
REAL Power
Consumption
Predicted Power
Consumption
ANOMALIES
DETECTION
March 2023 Temperature Data (°C)
Heating System Power Use (kWh)
Machine Learning for building management optimization
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Conclusions
▪ Smart Buildings will be stategic
component of Smart Cities
▪ Need for convergence of
data standards to simplify
the Smart Buildings integration
▪ ML and Digital Twins are
crucial technologies towards
buildings energy optimization
and management
JRC Bibliometric analysis of
keywords from scientific
publications citation network
www.fiware.org
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
All the content by the European Commission with
the exception of the Fiware Global Summit
template, diagram icons by draw.io, neural
network icon from nicepng.com, Smartcity image,
from pngitem.com, building and feather icon from
Flaticon.com. All trademarks, logos and brand
names are the property of their respective
owners.
Vienna, Austria
12-13 June, 2023
#FIWARESummit
Thanks!

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Flavio Bono - Smart Buildings Analysis with Digital Twins.pptx

  • 1. Vienna, Austria 12-13 June, 2023 #FIWARESummit From Data to Value OPEN SOURCE OPEN STANDARDS OPEN COMMUNITY Smart Buildings Analysis with Digital Twins Flavio BONO Giovanni VAGLICA Graziano RENALDI
  • 2. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org The EC Joint Research Centre, Ispra (Italy) ▪ The Joint Research Centre, Ispra (Italy) is the third biggest European Commission site after Brussels and Luxembourg. ▪ One of Europe's leading research campuses with many laboratories and unique research infrastructures. ▪ Scientific Activities: • Sustainable Resources and Transport • Space • Security • Migration • Health and Consumer Protection • Energy Efficiency and Climate Change • Growth & Innovation • Nuclear research: • Nuclear safeguards • Non-proliferation and Nuclear security Image from https://visitors-centre.jrc.ec.europa.eu/en/media/photos/joint-research-centre-ispra-italy
  • 3. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org BUILT ENVIRONMENT Channels: >400 Type: vibrations, displacements, environmental parameters, load, position Acquisition Rates: up to 64Hz VEHICLE Channels: 35 Type: vibrations, inertial parameters, GNNS Acquisition Rates: >1KHz JRC Active IoT and Wireless Sensors Vertical Applications Low Power Urban Wireless Nodes Environmental Monitoring (noise, pollution) Vehicles and Infrastructures Smart Buildings Smart Infrastructures Smart Cities Systems Integration Image from https://visitors-centre.jrc.ec.europa.eu/en/media/photos/joint-research-centre-ispra-italy
  • 4. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Objectives Photo by Aleksejs Bergmanis, Aerial Photography of Concrete Bridge, www.pexels.com CHALLENGES  Management of Big Data flows from heterogeneous sensors  Multi-level Urban IT systems  Data Analysis  Real-time and Historical Data OBJECTIVES  Integration of Smart Buildings and Infrastructures into Smart Cities  BIM integration  Digital Twins  Context Information  Data Analysis and ML-based predictive maintenance
  • 5. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
  • 6. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org The EUROPA Science Experience test case • Smart Buildings integration into Smart Cities • Energy performance monitoring • >300 Sensors • Big Data management for Machine Learning • 3D models from BIM for the Digital Platform • Development of Digital Twins • EC JRC real-world test cases • Collaboration with JRC Infrastructures Real-time and historical sensor monitoring More than 300 signals Digital Twin and online dashboard 3D models integration in the Smart City platform
  • 7. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org A Digital Twin Solution for the new JRC Building
  • 8. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
  • 9. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org The EUROPA Science Experience Digital Twin First Floor + Cube Environment Second Floor • Conference Room • Offices • Kitchenette • Break Area • Techical Room • Exhibition Hall (cube) • Reception • Office • Relax Area • Audiovisuals Control Room • Exhibiti Area • Technical Rooms
  • 10. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Digital Twin EUROPA Science Experience Building First floor and Cube Environment
  • 11. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org A Digital Twin Solution for the new JRC Building Incorporating Machine Learning and Neural Networks into FIWARE's Smart City Architecture
  • 12. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org External Temperature Internal Temperature REAL Power Consumption Predicted Power Consumption ANOMALIES DETECTION March 2023 Temperature Data (°C) Heating System Power Use (kWh) Machine Learning for building management optimization
  • 13. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Conclusions ▪ Smart Buildings will be stategic component of Smart Cities ▪ Need for convergence of data standards to simplify the Smart Buildings integration ▪ ML and Digital Twins are crucial technologies towards buildings energy optimization and management JRC Bibliometric analysis of keywords from scientific publications citation network www.fiware.org
  • 14. 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 All the content by the European Commission with the exception of the Fiware Global Summit template, diagram icons by draw.io, neural network icon from nicepng.com, Smartcity image, from pngitem.com, building and feather icon from Flaticon.com. All trademarks, logos and brand names are the property of their respective owners.
  • 15. Vienna, Austria 12-13 June, 2023 #FIWARESummit Thanks!

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