SlideShare a Scribd company logo
1 of 25
Contact Tying the knot with AI
How to create every-day value in district heating using artificial intelligence
2019-10-03 ©2019 VITO / NODA Intelligent Systems 2
• HQ in Karlshamn, Sweden. Offices in Malmö
and London. Partners in Belgium, Germany
and Poland
• Grid operators, building owners and
automation companies as customers in
Sweden, Poland, Benelux, UK and Germany
• Innovation focus on artificial intelligence and
data science for energy system applications
• Founded in 2005
NODA – company info
VITO – company info
• VITO, part of EnergyVille, is an applied,
independent research institute, offering,
amongst others, technology for the
transition to the next generation of district
heating and cooling networks
• The innovation focus includes energy
conversion technologies, thermal networks
and thermal storage
• EnergyVille includes VITO, KU Leuven, IMEC
and Hasselt University
©2019 VITO / NODA Intelligent Systems 4
• The drivers of digitalization
• Digitalisation in energy
• Digitalisation in district heating and cooling (DHC)
• Smart thermal networks in practice
Agenda
©2019 VITO / NODA Intelligent Systems 5
The drivers of digitalisation
©2019 VITO / NODA Intelligent Systems 6
The drivers of digitalisation
©2019 VITO / NODA Intelligent Systems 7
The drivers of digitalisation
©2019 VITO / NODA Intelligent Systems 8
The drivers of digitalisation
©2019 VITO / NODA Intelligent Systems 9
The drivers of digitalisation
©2019 VITO / NODA Intelligent Systems 10
Digitalisation in energy - present
©2019 VITO / NODA Intelligent Systems 11
Digitalisation in energy - future
©2019 VITO / NODA Intelligent Systems 12
Digitalisation in DHC
what makes a heat network a digital heat network?
No univocal definition yet…
…but some criteria:
• Large number of sensors present in the network
• Automated recording, transfer and storage of data
• Automated analyses of data
• The analyses are used:
• Not only automated billing
• But to optimize the network operation
©2019 VITO / NODA Intelligent Systems 13
Digitalisation in DHC
what makes a heat network a digital heat network?
No univocal definition yet…
…but some criteria:
• Large number of sensors present in the network
• Automated recording, transfer and storage of data
• Automated analyses of data
• The analyses are used:
• Not only automated billing
• But to optimize the network operation
Source: Lund H. Werner S. et al. 4th Generation District Heating (4GDH) Integrating smart thermal
grids into future sustainable energy systems. Energy 68 (2014) 1-11
©2019 VITO / NODA Intelligent Systems 14
Foundation for innovation
STORM – https://www.storm-dhc.eu/ TEMPO – http://tempo-dhc.eu/
©2019 VITO / NODA Intelligent Systems 15
System overview
©2019 VITO / NODA Intelligent Systems 16
Forecaster
Creates forecasts of heat
demand and available
thermal flexibility
Planner
Creates control plans based on
current forecasts and system
constraints
Tracker
Distribute control actions among
the connected buildings
Building
Software agent for each individual
building or other flexibility source
within the Smart Heat Grid
NODA API
Secure access to data and
functionality, e.g. for SCADA’s,
mobile apps or customised system
components´
NODA Access
Processes and tools to integrate
buildings and other external
resources
EnergyView
Web-based user interface for the
Smart Heat Grid
System overview
©2019 VITO / NODA Intelligent Systems 17
©2019 VITO / NODA Intelligent Systems 18
©2019 VITO / NODA Intelligent Systems 19
©2019 VITO / NODA Intelligent Systems 20
©2019 VITO / NODA Intelligent Systems 21
©2019 VITO / NODA Intelligent Systems 22
Information
Data
Knowledge
©2019 VITO / NODA Intelligent Systems 23
©2019 VITO / NODA Intelligent Systems 24
District heating and cooling is the backbone of the smart city and a cornerstone of the
future sustainable energy system
ContactIntelligent energy services
Dr. Christian Johansson, CTO
• scrabble.jpg
dirk.vanhoudt@vito.be christian.johansson@noda.se

More Related Content

What's hot

Electric vehicle grid integration policies to benefit consumers
Electric vehicle grid integration policies to benefit consumersElectric vehicle grid integration policies to benefit consumers
Electric vehicle grid integration policies to benefit consumersLeonardo ENERGY
 
New business models for distribution grid stakeholders under high penetration...
New business models for distribution grid stakeholders under high penetration...New business models for distribution grid stakeholders under high penetration...
New business models for distribution grid stakeholders under high penetration...Leonardo ENERGY
 
Presentation the future of bioenergy in urban energy systems
Presentation the future of bioenergy in urban energy systemsPresentation the future of bioenergy in urban energy systems
Presentation the future of bioenergy in urban energy systemsLeonardo ENERGY
 
Using human-centred design to improve energy efficiency programs
Using human-centred design to improve energy efficiency programsUsing human-centred design to improve energy efficiency programs
Using human-centred design to improve energy efficiency programsLeonardo ENERGY
 
Power to the people: shifting control over electricity to citizens and consumers
Power to the people: shifting control over electricity to citizens and consumersPower to the people: shifting control over electricity to citizens and consumers
Power to the people: shifting control over electricity to citizens and consumersLeonardo ENERGY
 
Heating without the hot air: Principles for smart heat electrification
Heating without the hot air: Principles for smart heat electrificationHeating without the hot air: Principles for smart heat electrification
Heating without the hot air: Principles for smart heat electrificationLeonardo ENERGY
 
Photovoltaic market and industry trends 2019
Photovoltaic market and industry trends 2019Photovoltaic market and industry trends 2019
Photovoltaic market and industry trends 2019Leonardo ENERGY
 
Smart4RES - Data science for renewable energy prediction
Smart4RES - Data science for renewable energy predictionSmart4RES - Data science for renewable energy prediction
Smart4RES - Data science for renewable energy predictionLeonardo ENERGY
 
The need to model coupled energy networks to transition to a decarbonized future
The need to model coupled energy networks to transition to a decarbonized futureThe need to model coupled energy networks to transition to a decarbonized future
The need to model coupled energy networks to transition to a decarbonized futureLeonardo ENERGY
 
Flexibility needs at system level and how RD&I projects are leveraging these ...
Flexibility needs at system level and how RD&I projects are leveraging these ...Flexibility needs at system level and how RD&I projects are leveraging these ...
Flexibility needs at system level and how RD&I projects are leveraging these ...Leonardo ENERGY
 
Overview of the FlexPlan project. Focus on EU regulatory analysis and TSO-DSO...
Overview of the FlexPlan project. Focus on EU regulatory analysis and TSO-DSO...Overview of the FlexPlan project. Focus on EU regulatory analysis and TSO-DSO...
Overview of the FlexPlan project. Focus on EU regulatory analysis and TSO-DSO...Leonardo ENERGY
 
Electric vehicles - DecarbEurope
Electric vehicles - DecarbEuropeElectric vehicles - DecarbEurope
Electric vehicles - DecarbEuropeLeonardo ENERGY
 
Quis custodiet ipsos custodes? The EU's energy efficiency policies scrutinise...
Quis custodiet ipsos custodes? The EU's energy efficiency policies scrutinise...Quis custodiet ipsos custodes? The EU's energy efficiency policies scrutinise...
Quis custodiet ipsos custodes? The EU's energy efficiency policies scrutinise...Leonardo ENERGY
 
Regulatory Innovation Zones for Smart Energy Networks
Regulatory Innovation Zones for Smart Energy NetworksRegulatory Innovation Zones for Smart Energy Networks
Regulatory Innovation Zones for Smart Energy NetworksLeonardo ENERGY
 
How demand for flexibility will develop in the German power system
How demand for flexibility will develop in the German power systemHow demand for flexibility will develop in the German power system
How demand for flexibility will develop in the German power systemLeonardo ENERGY
 
Ensuring solution performance in large-scale smart installations”, Showcase t...
Ensuring solution performance in large-scale smart installations”, Showcase t...Ensuring solution performance in large-scale smart installations”, Showcase t...
Ensuring solution performance in large-scale smart installations”, Showcase t...Landis+Gyr
 

What's hot (20)

Electric vehicle grid integration policies to benefit consumers
Electric vehicle grid integration policies to benefit consumersElectric vehicle grid integration policies to benefit consumers
Electric vehicle grid integration policies to benefit consumers
 
New business models for distribution grid stakeholders under high penetration...
New business models for distribution grid stakeholders under high penetration...New business models for distribution grid stakeholders under high penetration...
New business models for distribution grid stakeholders under high penetration...
 
Presentation the future of bioenergy in urban energy systems
Presentation the future of bioenergy in urban energy systemsPresentation the future of bioenergy in urban energy systems
Presentation the future of bioenergy in urban energy systems
 
Using human-centred design to improve energy efficiency programs
Using human-centred design to improve energy efficiency programsUsing human-centred design to improve energy efficiency programs
Using human-centred design to improve energy efficiency programs
 
Power to the people: shifting control over electricity to citizens and consumers
Power to the people: shifting control over electricity to citizens and consumersPower to the people: shifting control over electricity to citizens and consumers
Power to the people: shifting control over electricity to citizens and consumers
 
Heating without the hot air: Principles for smart heat electrification
Heating without the hot air: Principles for smart heat electrificationHeating without the hot air: Principles for smart heat electrification
Heating without the hot air: Principles for smart heat electrification
 
Photovoltaic market and industry trends 2019
Photovoltaic market and industry trends 2019Photovoltaic market and industry trends 2019
Photovoltaic market and industry trends 2019
 
Smart4RES - Data science for renewable energy prediction
Smart4RES - Data science for renewable energy predictionSmart4RES - Data science for renewable energy prediction
Smart4RES - Data science for renewable energy prediction
 
The need to model coupled energy networks to transition to a decarbonized future
The need to model coupled energy networks to transition to a decarbonized futureThe need to model coupled energy networks to transition to a decarbonized future
The need to model coupled energy networks to transition to a decarbonized future
 
Flexibility needs at system level and how RD&I projects are leveraging these ...
Flexibility needs at system level and how RD&I projects are leveraging these ...Flexibility needs at system level and how RD&I projects are leveraging these ...
Flexibility needs at system level and how RD&I projects are leveraging these ...
 
Elena de Benavides _Energy transition and energy regulatory sandboxes_Funseam...
Elena de Benavides _Energy transition and energy regulatory sandboxes_Funseam...Elena de Benavides _Energy transition and energy regulatory sandboxes_Funseam...
Elena de Benavides _Energy transition and energy regulatory sandboxes_Funseam...
 
Overview of the FlexPlan project. Focus on EU regulatory analysis and TSO-DSO...
Overview of the FlexPlan project. Focus on EU regulatory analysis and TSO-DSO...Overview of the FlexPlan project. Focus on EU regulatory analysis and TSO-DSO...
Overview of the FlexPlan project. Focus on EU regulatory analysis and TSO-DSO...
 
Electric vehicles - DecarbEurope
Electric vehicles - DecarbEuropeElectric vehicles - DecarbEurope
Electric vehicles - DecarbEurope
 
Quis custodiet ipsos custodes? The EU's energy efficiency policies scrutinise...
Quis custodiet ipsos custodes? The EU's energy efficiency policies scrutinise...Quis custodiet ipsos custodes? The EU's energy efficiency policies scrutinise...
Quis custodiet ipsos custodes? The EU's energy efficiency policies scrutinise...
 
Rafael Sánchez _Energy Transition and Ennergy Regulatory Sandboxes_Funseam Se...
Rafael Sánchez _Energy Transition and Ennergy Regulatory Sandboxes_Funseam Se...Rafael Sánchez _Energy Transition and Ennergy Regulatory Sandboxes_Funseam Se...
Rafael Sánchez _Energy Transition and Ennergy Regulatory Sandboxes_Funseam Se...
 
Enrique Morgades _Energy Transition and Energy Rregulatory Sandboxes_Funseam ...
Enrique Morgades _Energy Transition and Energy Rregulatory Sandboxes_Funseam ...Enrique Morgades _Energy Transition and Energy Rregulatory Sandboxes_Funseam ...
Enrique Morgades _Energy Transition and Energy Rregulatory Sandboxes_Funseam ...
 
Regulatory Innovation Zones for Smart Energy Networks
Regulatory Innovation Zones for Smart Energy NetworksRegulatory Innovation Zones for Smart Energy Networks
Regulatory Innovation Zones for Smart Energy Networks
 
Manuel Villa _Energy Transition and Energy Regulatory Sandboxes_Funseam Semin...
Manuel Villa _Energy Transition and Energy Regulatory Sandboxes_Funseam Semin...Manuel Villa _Energy Transition and Energy Regulatory Sandboxes_Funseam Semin...
Manuel Villa _Energy Transition and Energy Regulatory Sandboxes_Funseam Semin...
 
How demand for flexibility will develop in the German power system
How demand for flexibility will develop in the German power systemHow demand for flexibility will develop in the German power system
How demand for flexibility will develop in the German power system
 
Ensuring solution performance in large-scale smart installations”, Showcase t...
Ensuring solution performance in large-scale smart installations”, Showcase t...Ensuring solution performance in large-scale smart installations”, Showcase t...
Ensuring solution performance in large-scale smart installations”, Showcase t...
 

Similar to Can artificial intelligence (AI) create every-day value in district heating and cooling networks?

Apresentação Webinar sobre soluções IoT para o Mercado de Energia!
Apresentação Webinar sobre soluções IoT para o Mercado de Energia!Apresentação Webinar sobre soluções IoT para o Mercado de Energia!
Apresentação Webinar sobre soluções IoT para o Mercado de Energia!Rodrigo Mordenti Tutilo
 
IoT business models for Utilities? Here they are!
IoT business models for Utilities? Here they are!IoT business models for Utilities? Here they are!
IoT business models for Utilities? Here they are!Lemonbeat GmbH
 
FIWARE Global Summit - The View of the European Commission
FIWARE Global Summit - The View of the European CommissionFIWARE Global Summit - The View of the European Commission
FIWARE Global Summit - The View of the European CommissionFIWARE
 
Landis+gyr in Finland excels as smart metering front runner
Landis+gyr in Finland excels as smart metering front runnerLandis+gyr in Finland excels as smart metering front runner
Landis+gyr in Finland excels as smart metering front runnerLandis+Gyr
 
Ukdctrends2016
Ukdctrends2016Ukdctrends2016
Ukdctrends2016KMBreed
 
Industry 4.0 meets the industrial internet
Industry 4.0 meets the industrial internetIndustry 4.0 meets the industrial internet
Industry 4.0 meets the industrial internetRalf Neubert
 
CyberVille® DHC System - May 12th, 2015
CyberVille® DHC System - May 12th, 2015CyberVille® DHC System - May 12th, 2015
CyberVille® DHC System - May 12th, 2015Ville Mickelsson
 
Intelligence Artificielle et performances énergétiques | Axis Parc (LLN) - 27...
Intelligence Artificielle et performances énergétiques | Axis Parc (LLN) - 27...Intelligence Artificielle et performances énergétiques | Axis Parc (LLN) - 27...
Intelligence Artificielle et performances énergétiques | Axis Parc (LLN) - 27...Cluster TWEED
 
The Internet of Things: Impact on Business and Tech-Forward Concepts
The Internet of Things: Impact on Business and Tech-Forward Concepts The Internet of Things: Impact on Business and Tech-Forward Concepts
The Internet of Things: Impact on Business and Tech-Forward Concepts Klika Tech, Inc
 
European Utility Week 2015: OMNETRIC Group Overview
European Utility Week 2015: OMNETRIC Group Overview European Utility Week 2015: OMNETRIC Group Overview
European Utility Week 2015: OMNETRIC Group Overview OMNETRIC
 
HP Iot platform and solution plans
HP Iot platform and solution plansHP Iot platform and solution plans
HP Iot platform and solution plansJeff Edlund
 
2016 IDC Pan-European Utilities Summit: Open for Business
2016 IDC Pan-European Utilities Summit: Open for Business2016 IDC Pan-European Utilities Summit: Open for Business
2016 IDC Pan-European Utilities Summit: Open for BusinessOMNETRIC
 
IDTechEx Research: Internet of Things - After the Hype: So Who's Buying IoT?
IDTechEx Research: Internet of Things - After the Hype: So Who's Buying IoT?IDTechEx Research: Internet of Things - After the Hype: So Who's Buying IoT?
IDTechEx Research: Internet of Things - After the Hype: So Who's Buying IoT?IDTechEx
 
Effective IIoT Implementation combining different data sources
Effective IIoT Implementation combining different data sourcesEffective IIoT Implementation combining different data sources
Effective IIoT Implementation combining different data sourcesM2M Alliance e.V.
 
End-to-end solution demonstration: From concept to delivery-Intel/IBM
End-to-end solution demonstration: From concept to delivery-Intel/IBMEnd-to-end solution demonstration: From concept to delivery-Intel/IBM
End-to-end solution demonstration: From concept to delivery-Intel/IBMIBM_Info_Management
 
Singapore_IEEE_power_self-supply_based_on_an_io_t_driven_ platform
Singapore_IEEE_power_self-supply_based_on_an_io_t_driven_ platformSingapore_IEEE_power_self-supply_based_on_an_io_t_driven_ platform
Singapore_IEEE_power_self-supply_based_on_an_io_t_driven_ platformFrank Alexander Reusch
 
Photonics market data on sensors, date centers, detectors, lighting (LED and ...
Photonics market data on sensors, date centers, detectors, lighting (LED and ...Photonics market data on sensors, date centers, detectors, lighting (LED and ...
Photonics market data on sensors, date centers, detectors, lighting (LED and ...Carlos Lee
 
Elitia_IoT_capabilities
Elitia_IoT_capabilitiesElitia_IoT_capabilities
Elitia_IoT_capabilitiessisanche
 

Similar to Can artificial intelligence (AI) create every-day value in district heating and cooling networks? (20)

Apresentação Webinar sobre soluções IoT para o Mercado de Energia!
Apresentação Webinar sobre soluções IoT para o Mercado de Energia!Apresentação Webinar sobre soluções IoT para o Mercado de Energia!
Apresentação Webinar sobre soluções IoT para o Mercado de Energia!
 
IoT business models for Utilities? Here they are!
IoT business models for Utilities? Here they are!IoT business models for Utilities? Here they are!
IoT business models for Utilities? Here they are!
 
FIWARE Global Summit - The View of the European Commission
FIWARE Global Summit - The View of the European CommissionFIWARE Global Summit - The View of the European Commission
FIWARE Global Summit - The View of the European Commission
 
Landis+gyr in Finland excels as smart metering front runner
Landis+gyr in Finland excels as smart metering front runnerLandis+gyr in Finland excels as smart metering front runner
Landis+gyr in Finland excels as smart metering front runner
 
Ukdctrends2016
Ukdctrends2016Ukdctrends2016
Ukdctrends2016
 
Industry 4.0 meets the industrial internet
Industry 4.0 meets the industrial internetIndustry 4.0 meets the industrial internet
Industry 4.0 meets the industrial internet
 
Smart Grids IAPP
Smart Grids IAPPSmart Grids IAPP
Smart Grids IAPP
 
CyberVille® DHC System - May 12th, 2015
CyberVille® DHC System - May 12th, 2015CyberVille® DHC System - May 12th, 2015
CyberVille® DHC System - May 12th, 2015
 
Intelligence Artificielle et performances énergétiques | Axis Parc (LLN) - 27...
Intelligence Artificielle et performances énergétiques | Axis Parc (LLN) - 27...Intelligence Artificielle et performances énergétiques | Axis Parc (LLN) - 27...
Intelligence Artificielle et performances énergétiques | Axis Parc (LLN) - 27...
 
The Internet of Things: Impact on Business and Tech-Forward Concepts
The Internet of Things: Impact on Business and Tech-Forward Concepts The Internet of Things: Impact on Business and Tech-Forward Concepts
The Internet of Things: Impact on Business and Tech-Forward Concepts
 
European Utility Week 2015: OMNETRIC Group Overview
European Utility Week 2015: OMNETRIC Group Overview European Utility Week 2015: OMNETRIC Group Overview
European Utility Week 2015: OMNETRIC Group Overview
 
HP Iot platform and solution plans
HP Iot platform and solution plansHP Iot platform and solution plans
HP Iot platform and solution plans
 
2016 IDC Pan-European Utilities Summit: Open for Business
2016 IDC Pan-European Utilities Summit: Open for Business2016 IDC Pan-European Utilities Summit: Open for Business
2016 IDC Pan-European Utilities Summit: Open for Business
 
IDTechEx Research: Internet of Things - After the Hype: So Who's Buying IoT?
IDTechEx Research: Internet of Things - After the Hype: So Who's Buying IoT?IDTechEx Research: Internet of Things - After the Hype: So Who's Buying IoT?
IDTechEx Research: Internet of Things - After the Hype: So Who's Buying IoT?
 
Effective IIoT Implementation combining different data sources
Effective IIoT Implementation combining different data sourcesEffective IIoT Implementation combining different data sources
Effective IIoT Implementation combining different data sources
 
End-to-end solution demonstration: From concept to delivery-Intel/IBM
End-to-end solution demonstration: From concept to delivery-Intel/IBMEnd-to-end solution demonstration: From concept to delivery-Intel/IBM
End-to-end solution demonstration: From concept to delivery-Intel/IBM
 
Singapore_IEEE_power_self-supply_based_on_an_io_t_driven_ platform
Singapore_IEEE_power_self-supply_based_on_an_io_t_driven_ platformSingapore_IEEE_power_self-supply_based_on_an_io_t_driven_ platform
Singapore_IEEE_power_self-supply_based_on_an_io_t_driven_ platform
 
Photonics market data on sensors, date centers, detectors, lighting (LED and ...
Photonics market data on sensors, date centers, detectors, lighting (LED and ...Photonics market data on sensors, date centers, detectors, lighting (LED and ...
Photonics market data on sensors, date centers, detectors, lighting (LED and ...
 
Elitia_IoT_capabilities
Elitia_IoT_capabilitiesElitia_IoT_capabilities
Elitia_IoT_capabilities
 
Sgcp14beart1
Sgcp14beart1Sgcp14beart1
Sgcp14beart1
 

More from Leonardo ENERGY

A new generation of instruments and tools to monitor buildings performance
A new generation of instruments and tools to monitor buildings performanceA new generation of instruments and tools to monitor buildings performance
A new generation of instruments and tools to monitor buildings performanceLeonardo ENERGY
 
Addressing the Energy Efficiency First Principle in a National Energy and Cli...
Addressing the Energy Efficiency First Principle in a National Energy and Cli...Addressing the Energy Efficiency First Principle in a National Energy and Cli...
Addressing the Energy Efficiency First Principle in a National Energy and Cli...Leonardo ENERGY
 
Auctions for energy efficiency and the experience of renewables
 Auctions for energy efficiency and the experience of renewables Auctions for energy efficiency and the experience of renewables
Auctions for energy efficiency and the experience of renewablesLeonardo ENERGY
 
Energy efficiency first – retrofitting the building stock final
Energy efficiency first – retrofitting the building stock finalEnergy efficiency first – retrofitting the building stock final
Energy efficiency first – retrofitting the building stock finalLeonardo ENERGY
 
How auction design affects the financing of renewable energy projects
How auction design affects the financing of renewable energy projects How auction design affects the financing of renewable energy projects
How auction design affects the financing of renewable energy projects Leonardo ENERGY
 
Energy Efficiency Funds in Europe (updated)
Energy Efficiency Funds in Europe (updated)Energy Efficiency Funds in Europe (updated)
Energy Efficiency Funds in Europe (updated)Leonardo ENERGY
 
Energy Efficiency Funds in Europe
Energy Efficiency Funds in EuropeEnergy Efficiency Funds in Europe
Energy Efficiency Funds in EuropeLeonardo ENERGY
 
Five actions fit for 55: streamlining energy savings calculations
Five actions fit for 55: streamlining energy savings calculationsFive actions fit for 55: streamlining energy savings calculations
Five actions fit for 55: streamlining energy savings calculationsLeonardo ENERGY
 
Recent energy efficiency trends in the EU
Recent energy efficiency trends in the EURecent energy efficiency trends in the EU
Recent energy efficiency trends in the EULeonardo ENERGY
 
Energy and mobility poverty: Will the Social Climate Fund be enough to delive...
Energy and mobility poverty: Will the Social Climate Fund be enough to delive...Energy and mobility poverty: Will the Social Climate Fund be enough to delive...
Energy and mobility poverty: Will the Social Climate Fund be enough to delive...Leonardo ENERGY
 
Does the EU Emission Trading Scheme ETS Promote Energy Efficiency?
Does the EU Emission Trading Scheme ETS Promote Energy Efficiency?Does the EU Emission Trading Scheme ETS Promote Energy Efficiency?
Does the EU Emission Trading Scheme ETS Promote Energy Efficiency?Leonardo ENERGY
 
Energy efficiency, structural change and energy savings in the manufacturing ...
Energy efficiency, structural change and energy savings in the manufacturing ...Energy efficiency, structural change and energy savings in the manufacturing ...
Energy efficiency, structural change and energy savings in the manufacturing ...Leonardo ENERGY
 
Energy Sufficiency Indicators and Policies (Lea Gynther, Motiva)
Energy Sufficiency Indicators and Policies (Lea Gynther, Motiva)Energy Sufficiency Indicators and Policies (Lea Gynther, Motiva)
Energy Sufficiency Indicators and Policies (Lea Gynther, Motiva)Leonardo ENERGY
 
The Super-efficient Equipment and Appliance Deployment (SEAD) Initiative Prod...
The Super-efficient Equipment and Appliance Deployment (SEAD) Initiative Prod...The Super-efficient Equipment and Appliance Deployment (SEAD) Initiative Prod...
The Super-efficient Equipment and Appliance Deployment (SEAD) Initiative Prod...Leonardo ENERGY
 
Modelling and optimisation of electric motors with hairpin windings
Modelling and optimisation of electric motors with hairpin windingsModelling and optimisation of electric motors with hairpin windings
Modelling and optimisation of electric motors with hairpin windingsLeonardo ENERGY
 
Casting zero porosity rotors
Casting zero porosity rotorsCasting zero porosity rotors
Casting zero porosity rotorsLeonardo ENERGY
 
Direct coil cooling through hollow wire
Direct coil cooling through hollow wireDirect coil cooling through hollow wire
Direct coil cooling through hollow wireLeonardo ENERGY
 
Motor renovation - Potential savings and views from various EU Member States
Motor renovation - Potential savings and views from various EU Member StatesMotor renovation - Potential savings and views from various EU Member States
Motor renovation - Potential savings and views from various EU Member StatesLeonardo ENERGY
 
The need for an updated European Motor Study - key findings from the 2021 US...
The need for  an updated European Motor Study - key findings from the 2021 US...The need for  an updated European Motor Study - key findings from the 2021 US...
The need for an updated European Motor Study - key findings from the 2021 US...Leonardo ENERGY
 
Efficient motor systems for a Net Zero world, by Conrad U. Brunner - Impact E...
Efficient motor systems for a Net Zero world, by Conrad U. Brunner - Impact E...Efficient motor systems for a Net Zero world, by Conrad U. Brunner - Impact E...
Efficient motor systems for a Net Zero world, by Conrad U. Brunner - Impact E...Leonardo ENERGY
 

More from Leonardo ENERGY (20)

A new generation of instruments and tools to monitor buildings performance
A new generation of instruments and tools to monitor buildings performanceA new generation of instruments and tools to monitor buildings performance
A new generation of instruments and tools to monitor buildings performance
 
Addressing the Energy Efficiency First Principle in a National Energy and Cli...
Addressing the Energy Efficiency First Principle in a National Energy and Cli...Addressing the Energy Efficiency First Principle in a National Energy and Cli...
Addressing the Energy Efficiency First Principle in a National Energy and Cli...
 
Auctions for energy efficiency and the experience of renewables
 Auctions for energy efficiency and the experience of renewables Auctions for energy efficiency and the experience of renewables
Auctions for energy efficiency and the experience of renewables
 
Energy efficiency first – retrofitting the building stock final
Energy efficiency first – retrofitting the building stock finalEnergy efficiency first – retrofitting the building stock final
Energy efficiency first – retrofitting the building stock final
 
How auction design affects the financing of renewable energy projects
How auction design affects the financing of renewable energy projects How auction design affects the financing of renewable energy projects
How auction design affects the financing of renewable energy projects
 
Energy Efficiency Funds in Europe (updated)
Energy Efficiency Funds in Europe (updated)Energy Efficiency Funds in Europe (updated)
Energy Efficiency Funds in Europe (updated)
 
Energy Efficiency Funds in Europe
Energy Efficiency Funds in EuropeEnergy Efficiency Funds in Europe
Energy Efficiency Funds in Europe
 
Five actions fit for 55: streamlining energy savings calculations
Five actions fit for 55: streamlining energy savings calculationsFive actions fit for 55: streamlining energy savings calculations
Five actions fit for 55: streamlining energy savings calculations
 
Recent energy efficiency trends in the EU
Recent energy efficiency trends in the EURecent energy efficiency trends in the EU
Recent energy efficiency trends in the EU
 
Energy and mobility poverty: Will the Social Climate Fund be enough to delive...
Energy and mobility poverty: Will the Social Climate Fund be enough to delive...Energy and mobility poverty: Will the Social Climate Fund be enough to delive...
Energy and mobility poverty: Will the Social Climate Fund be enough to delive...
 
Does the EU Emission Trading Scheme ETS Promote Energy Efficiency?
Does the EU Emission Trading Scheme ETS Promote Energy Efficiency?Does the EU Emission Trading Scheme ETS Promote Energy Efficiency?
Does the EU Emission Trading Scheme ETS Promote Energy Efficiency?
 
Energy efficiency, structural change and energy savings in the manufacturing ...
Energy efficiency, structural change and energy savings in the manufacturing ...Energy efficiency, structural change and energy savings in the manufacturing ...
Energy efficiency, structural change and energy savings in the manufacturing ...
 
Energy Sufficiency Indicators and Policies (Lea Gynther, Motiva)
Energy Sufficiency Indicators and Policies (Lea Gynther, Motiva)Energy Sufficiency Indicators and Policies (Lea Gynther, Motiva)
Energy Sufficiency Indicators and Policies (Lea Gynther, Motiva)
 
The Super-efficient Equipment and Appliance Deployment (SEAD) Initiative Prod...
The Super-efficient Equipment and Appliance Deployment (SEAD) Initiative Prod...The Super-efficient Equipment and Appliance Deployment (SEAD) Initiative Prod...
The Super-efficient Equipment and Appliance Deployment (SEAD) Initiative Prod...
 
Modelling and optimisation of electric motors with hairpin windings
Modelling and optimisation of electric motors with hairpin windingsModelling and optimisation of electric motors with hairpin windings
Modelling and optimisation of electric motors with hairpin windings
 
Casting zero porosity rotors
Casting zero porosity rotorsCasting zero porosity rotors
Casting zero porosity rotors
 
Direct coil cooling through hollow wire
Direct coil cooling through hollow wireDirect coil cooling through hollow wire
Direct coil cooling through hollow wire
 
Motor renovation - Potential savings and views from various EU Member States
Motor renovation - Potential savings and views from various EU Member StatesMotor renovation - Potential savings and views from various EU Member States
Motor renovation - Potential savings and views from various EU Member States
 
The need for an updated European Motor Study - key findings from the 2021 US...
The need for  an updated European Motor Study - key findings from the 2021 US...The need for  an updated European Motor Study - key findings from the 2021 US...
The need for an updated European Motor Study - key findings from the 2021 US...
 
Efficient motor systems for a Net Zero world, by Conrad U. Brunner - Impact E...
Efficient motor systems for a Net Zero world, by Conrad U. Brunner - Impact E...Efficient motor systems for a Net Zero world, by Conrad U. Brunner - Impact E...
Efficient motor systems for a Net Zero world, by Conrad U. Brunner - Impact E...
 

Recently uploaded

Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Patryk Bandurski
 
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...Neo4j
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking MenDelhi Call girls
 
Pigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food ManufacturingPigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food ManufacturingPigging Solutions
 
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure serviceWhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure servicePooja Nehwal
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountPuma Security, LLC
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxMalak Abu Hammad
 
SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024Scott Keck-Warren
 
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Alan Dix
 
How to Remove Document Management Hurdles with X-Docs?
How to Remove Document Management Hurdles with X-Docs?How to Remove Document Management Hurdles with X-Docs?
How to Remove Document Management Hurdles with X-Docs?XfilesPro
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking MenDelhi Call girls
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking MenDelhi Call girls
 
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | DelhiFULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhisoniya singh
 
Azure Monitor & Application Insight to monitor Infrastructure & Application
Azure Monitor & Application Insight to monitor Infrastructure & ApplicationAzure Monitor & Application Insight to monitor Infrastructure & Application
Azure Monitor & Application Insight to monitor Infrastructure & ApplicationAndikSusilo4
 
Artificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning eraArtificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning eraDeakin University
 
Enhancing Worker Digital Experience: A Hands-on Workshop for Partners
Enhancing Worker Digital Experience: A Hands-on Workshop for PartnersEnhancing Worker Digital Experience: A Hands-on Workshop for Partners
Enhancing Worker Digital Experience: A Hands-on Workshop for PartnersThousandEyes
 
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Allon Mureinik
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesSinan KOZAK
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreternaman860154
 

Recently uploaded (20)

Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
 
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
 
The transition to renewables in India.pdf
The transition to renewables in India.pdfThe transition to renewables in India.pdf
The transition to renewables in India.pdf
 
Pigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food ManufacturingPigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food Manufacturing
 
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure serviceWhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path Mount
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptx
 
SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024
 
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
 
How to Remove Document Management Hurdles with X-Docs?
How to Remove Document Management Hurdles with X-Docs?How to Remove Document Management Hurdles with X-Docs?
How to Remove Document Management Hurdles with X-Docs?
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men
 
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | DelhiFULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
 
Azure Monitor & Application Insight to monitor Infrastructure & Application
Azure Monitor & Application Insight to monitor Infrastructure & ApplicationAzure Monitor & Application Insight to monitor Infrastructure & Application
Azure Monitor & Application Insight to monitor Infrastructure & Application
 
Artificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning eraArtificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning era
 
Enhancing Worker Digital Experience: A Hands-on Workshop for Partners
Enhancing Worker Digital Experience: A Hands-on Workshop for PartnersEnhancing Worker Digital Experience: A Hands-on Workshop for Partners
Enhancing Worker Digital Experience: A Hands-on Workshop for Partners
 
Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)Injustice - Developers Among Us (SciFiDevCon 2024)
Injustice - Developers Among Us (SciFiDevCon 2024)
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen Frames
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreter
 

Can artificial intelligence (AI) create every-day value in district heating and cooling networks?

  • 1. Contact Tying the knot with AI How to create every-day value in district heating using artificial intelligence
  • 2. 2019-10-03 ©2019 VITO / NODA Intelligent Systems 2 • HQ in Karlshamn, Sweden. Offices in Malmö and London. Partners in Belgium, Germany and Poland • Grid operators, building owners and automation companies as customers in Sweden, Poland, Benelux, UK and Germany • Innovation focus on artificial intelligence and data science for energy system applications • Founded in 2005 NODA – company info
  • 3. VITO – company info • VITO, part of EnergyVille, is an applied, independent research institute, offering, amongst others, technology for the transition to the next generation of district heating and cooling networks • The innovation focus includes energy conversion technologies, thermal networks and thermal storage • EnergyVille includes VITO, KU Leuven, IMEC and Hasselt University
  • 4. ©2019 VITO / NODA Intelligent Systems 4 • The drivers of digitalization • Digitalisation in energy • Digitalisation in district heating and cooling (DHC) • Smart thermal networks in practice Agenda
  • 5. ©2019 VITO / NODA Intelligent Systems 5 The drivers of digitalisation
  • 6. ©2019 VITO / NODA Intelligent Systems 6 The drivers of digitalisation
  • 7. ©2019 VITO / NODA Intelligent Systems 7 The drivers of digitalisation
  • 8. ©2019 VITO / NODA Intelligent Systems 8 The drivers of digitalisation
  • 9. ©2019 VITO / NODA Intelligent Systems 9 The drivers of digitalisation
  • 10. ©2019 VITO / NODA Intelligent Systems 10 Digitalisation in energy - present
  • 11. ©2019 VITO / NODA Intelligent Systems 11 Digitalisation in energy - future
  • 12. ©2019 VITO / NODA Intelligent Systems 12 Digitalisation in DHC what makes a heat network a digital heat network? No univocal definition yet… …but some criteria: • Large number of sensors present in the network • Automated recording, transfer and storage of data • Automated analyses of data • The analyses are used: • Not only automated billing • But to optimize the network operation
  • 13. ©2019 VITO / NODA Intelligent Systems 13 Digitalisation in DHC what makes a heat network a digital heat network? No univocal definition yet… …but some criteria: • Large number of sensors present in the network • Automated recording, transfer and storage of data • Automated analyses of data • The analyses are used: • Not only automated billing • But to optimize the network operation Source: Lund H. Werner S. et al. 4th Generation District Heating (4GDH) Integrating smart thermal grids into future sustainable energy systems. Energy 68 (2014) 1-11
  • 14. ©2019 VITO / NODA Intelligent Systems 14 Foundation for innovation STORM – https://www.storm-dhc.eu/ TEMPO – http://tempo-dhc.eu/
  • 15. ©2019 VITO / NODA Intelligent Systems 15 System overview
  • 16. ©2019 VITO / NODA Intelligent Systems 16 Forecaster Creates forecasts of heat demand and available thermal flexibility Planner Creates control plans based on current forecasts and system constraints Tracker Distribute control actions among the connected buildings Building Software agent for each individual building or other flexibility source within the Smart Heat Grid NODA API Secure access to data and functionality, e.g. for SCADA’s, mobile apps or customised system components´ NODA Access Processes and tools to integrate buildings and other external resources EnergyView Web-based user interface for the Smart Heat Grid System overview
  • 17. ©2019 VITO / NODA Intelligent Systems 17
  • 18. ©2019 VITO / NODA Intelligent Systems 18
  • 19. ©2019 VITO / NODA Intelligent Systems 19
  • 20. ©2019 VITO / NODA Intelligent Systems 20
  • 21. ©2019 VITO / NODA Intelligent Systems 21
  • 22. ©2019 VITO / NODA Intelligent Systems 22 Information Data Knowledge
  • 23. ©2019 VITO / NODA Intelligent Systems 23
  • 24. ©2019 VITO / NODA Intelligent Systems 24 District heating and cooling is the backbone of the smart city and a cornerstone of the future sustainable energy system
  • 25. ContactIntelligent energy services Dr. Christian Johansson, CTO • scrabble.jpg dirk.vanhoudt@vito.be christian.johansson@noda.se