SlideShare a Scribd company logo
1 of 12
Download to read offline
20 MAY 2021 CENTRE FOR DIGITAL TWINS
DIGITAL TWINS
HUGO DANIEL MACEDO
CYBER-PHYSICAL SYSTEMS GROUP
ECE DEPARTMENT AARHUS UNIVERSITY
20 MAY 2021 CENTRE FOR DIGITAL TWINS
When computation interacts with the physical
processes!
The 5Cs proposal for unified guidelines to implement
CPS by Lee et al [2015]
CYBER-PHYSICAL SYSTEMS
20 MAY 2021 CENTRE FOR DIGITAL TWINS
ELEMENTS OF A CPS
Controller Plant
Actuators
Environment
Sensors
20 MAY 2021 CENTRE FOR DIGITAL TWINS
DIGITAL MODEL OF A CPS
Controller
Model
Plant
Model
Actuators
Environment Model
Sensors
Images courtesy of AVK Group
20 MAY 2021 CENTRE FOR DIGITAL TWINS
DIGITAL TWIN
CM PM
EnvironmentM
C P
Environment
DIGITAL MODEL
PHYSICAL ASSET
20 MAY 2021 CENTRE FOR DIGITAL TWINS
DIGITAL TWIN
MATHEMATICALLY
• Given two transition systems for the Physical Asset and the Digital Model:
• TP = (SP x SP0 x ➜P )
• TM= (SM x SM0x ➜M)
• Define:
• the Abstraction relation V : TP ➝ TM (Simple and Surjective)
• the Representation relation R : TM ➝ TP (Entire and Injective)
• (A): If TM ~ V(TP) then we have a digital shadow
• (B): If TP ~ R(TM) then we have a digital specification
• If (A) and (B) then the Physical Asset and the Digital Model constitute a DIGITAL TWIN
20 MAY 2021 CENTRE FOR DIGITAL TWINS
DIGITAL TWIN
ADVANTAGES
• Improve products design and maintenance
• (Mobiles/Agriculture/Aeronautics)
• Operations (Water/Railways/… Any RTC/SCADA…)
• Training (VR/AR)
• In WATER 4.0 it allows deeper
connection with users and the state of
the less digital system parts…
• (E.g. Residential water metering)
20 MAY 2021 CENTRE FOR DIGITAL TWINS
DIGITAL TWINS IN AARHUS
“[..] development of ROBOTTI is […] model-based
development, where we see some of the very inspiring
new possibilities coming with digital twins”
Ole Green CEO of Agrointelli
https://youtu.be/Gqc4r1XoeMw
20 MAY 2021 CENTRE FOR DIGITAL TWINS
DIGITAL TWIN: THE AGRICULTURE CASE
To appear in IEEE COMPSAC 2021 Proceedings
20 MAY 2021 CENTRE FOR DIGITAL TWINS
DIGITAL TWIN LIMITS
• High maintenance/Resource intensive
• Abstraction is required, yet nature is concrete!
• Calibration/Drift
• Connectivity
• Heterogeneous system components
• Cybersecurity
20 MAY 2021 CENTRE FOR DIGITAL TWINS
CONCLUDING REMARKS
• Digital twins: Engineers embrace your second nature – In the near future digital twins will
be a reference to all company and society decisions.
• They fit the 3rd level in the 5C architecture of CPS
• In WATER 4.0 they bring better connection with the system and its users
• Water Valley!
• Digital Twins are limited and also pose threats!
AARHUS
UNIVERSITY

More Related Content

What's hot

Tsoc Feb09 Bannink V41
Tsoc Feb09 Bannink V41Tsoc Feb09 Bannink V41
Tsoc Feb09 Bannink V41Chris Bannink
 
What we've done so far with mago3D, an open source based 'Digital Twin' platf...
What we've done so far with mago3D, an open source based 'Digital Twin' platf...What we've done so far with mago3D, an open source based 'Digital Twin' platf...
What we've done so far with mago3D, an open source based 'Digital Twin' platf...SANGHEE SHIN
 
Show&Tell Fast Forward Talk: Bill Wilkins
Show&Tell Fast Forward Talk: Bill WilkinsShow&Tell Fast Forward Talk: Bill Wilkins
Show&Tell Fast Forward Talk: Bill WilkinsSandbox ATL
 
GIS Ireland 2014 - Dynamic GIS - Ciaran Kirk
GIS Ireland 2014 - Dynamic GIS - Ciaran KirkGIS Ireland 2014 - Dynamic GIS - Ciaran Kirk
GIS Ireland 2014 - Dynamic GIS - Ciaran KirkIMGS
 
스마트시티 공간정보 서비스 지원을 위한 BIM-GIS 객체 맵핑 표준
스마트시티 공간정보 서비스 지원을 위한 BIM-GIS 객체 맵핑 표준스마트시티 공간정보 서비스 지원을 위한 BIM-GIS 객체 맵핑 표준
스마트시티 공간정보 서비스 지원을 위한 BIM-GIS 객체 맵핑 표준Tae wook kang
 
Building Information Modelling
Building Information ModellingBuilding Information Modelling
Building Information ModellingRakesh kumar
 
Key Note – The Tier 1 Contractor – the End is Nigh? #COMIT2017
Key Note – The Tier 1 Contractor – the End is Nigh? #COMIT2017Key Note – The Tier 1 Contractor – the End is Nigh? #COMIT2017
Key Note – The Tier 1 Contractor – the End is Nigh? #COMIT2017Comit Projects Ltd
 
Envie project 3_d_city_models_urban_micro_climate
Envie project 3_d_city_models_urban_micro_climateEnvie project 3_d_city_models_urban_micro_climate
Envie project 3_d_city_models_urban_micro_climateStephane Meteodyn
 
한국 건설 기술 전망과 건설 테크 스타트업 소개
한국 건설 기술 전망과 건설 테크 스타트업 소개한국 건설 기술 전망과 건설 테크 스타트업 소개
한국 건설 기술 전망과 건설 테크 스타트업 소개Tae wook kang
 
A governance model for a smart city
A governance model for a smart cityA governance model for a smart city
A governance model for a smart cityPasquale Capezzuto
 
도시건축설계와 오픈소스 기반 GIS
도시건축설계와 오픈소스 기반 GIS도시건축설계와 오픈소스 기반 GIS
도시건축설계와 오픈소스 기반 GISmac999
 
Smart Waste Disposal System by Russ Earl Malangen
Smart Waste Disposal System by Russ Earl MalangenSmart Waste Disposal System by Russ Earl Malangen
Smart Waste Disposal System by Russ Earl MalangenDEVCON
 
BIMstorm Overview - 31 Slides
BIMstorm Overview - 31 SlidesBIMstorm Overview - 31 Slides
BIMstorm Overview - 31 SlidesMike Bordenaro
 
Smart data & smart energy
Smart data & smart energySmart data & smart energy
Smart data & smart energyMichel de Goede
 
10 Innovations That Have Revolutionised Construction
10 Innovations That Have Revolutionised Construction10 Innovations That Have Revolutionised Construction
10 Innovations That Have Revolutionised ConstructionThomas Warner
 
"Challenges and Approaches for Extracting Meaning from Satellite Imagery," a ...
"Challenges and Approaches for Extracting Meaning from Satellite Imagery," a ..."Challenges and Approaches for Extracting Meaning from Satellite Imagery," a ...
"Challenges and Approaches for Extracting Meaning from Satellite Imagery," a ...Edge AI and Vision Alliance
 

What's hot (20)

Tsoc Feb09 Bannink V41
Tsoc Feb09 Bannink V41Tsoc Feb09 Bannink V41
Tsoc Feb09 Bannink V41
 
Making Infrastructure Work: BIM Meets Geospatial (Rollo Home, Ordnance Survey)
Making Infrastructure Work: BIM Meets Geospatial (Rollo Home, Ordnance Survey)Making Infrastructure Work: BIM Meets Geospatial (Rollo Home, Ordnance Survey)
Making Infrastructure Work: BIM Meets Geospatial (Rollo Home, Ordnance Survey)
 
What we've done so far with mago3D, an open source based 'Digital Twin' platf...
What we've done so far with mago3D, an open source based 'Digital Twin' platf...What we've done so far with mago3D, an open source based 'Digital Twin' platf...
What we've done so far with mago3D, an open source based 'Digital Twin' platf...
 
Show&Tell Fast Forward Talk: Bill Wilkins
Show&Tell Fast Forward Talk: Bill WilkinsShow&Tell Fast Forward Talk: Bill Wilkins
Show&Tell Fast Forward Talk: Bill Wilkins
 
GIS Ireland 2014 - Dynamic GIS - Ciaran Kirk
GIS Ireland 2014 - Dynamic GIS - Ciaran KirkGIS Ireland 2014 - Dynamic GIS - Ciaran Kirk
GIS Ireland 2014 - Dynamic GIS - Ciaran Kirk
 
스마트시티 공간정보 서비스 지원을 위한 BIM-GIS 객체 맵핑 표준
스마트시티 공간정보 서비스 지원을 위한 BIM-GIS 객체 맵핑 표준스마트시티 공간정보 서비스 지원을 위한 BIM-GIS 객체 맵핑 표준
스마트시티 공간정보 서비스 지원을 위한 BIM-GIS 객체 맵핑 표준
 
Building Information Modelling
Building Information ModellingBuilding Information Modelling
Building Information Modelling
 
Key Note – The Tier 1 Contractor – the End is Nigh? #COMIT2017
Key Note – The Tier 1 Contractor – the End is Nigh? #COMIT2017Key Note – The Tier 1 Contractor – the End is Nigh? #COMIT2017
Key Note – The Tier 1 Contractor – the End is Nigh? #COMIT2017
 
The New Era: BIM for High Speed Rail
The New Era: BIM for High Speed RailThe New Era: BIM for High Speed Rail
The New Era: BIM for High Speed Rail
 
DII p3
DII p3DII p3
DII p3
 
Envie project 3_d_city_models_urban_micro_climate
Envie project 3_d_city_models_urban_micro_climateEnvie project 3_d_city_models_urban_micro_climate
Envie project 3_d_city_models_urban_micro_climate
 
한국 건설 기술 전망과 건설 테크 스타트업 소개
한국 건설 기술 전망과 건설 테크 스타트업 소개한국 건설 기술 전망과 건설 테크 스타트업 소개
한국 건설 기술 전망과 건설 테크 스타트업 소개
 
A governance model for a smart city
A governance model for a smart cityA governance model for a smart city
A governance model for a smart city
 
도시건축설계와 오픈소스 기반 GIS
도시건축설계와 오픈소스 기반 GIS도시건축설계와 오픈소스 기반 GIS
도시건축설계와 오픈소스 기반 GIS
 
Smart Waste Disposal System by Russ Earl Malangen
Smart Waste Disposal System by Russ Earl MalangenSmart Waste Disposal System by Russ Earl Malangen
Smart Waste Disposal System by Russ Earl Malangen
 
BIMstorm Overview - 31 Slides
BIMstorm Overview - 31 SlidesBIMstorm Overview - 31 Slides
BIMstorm Overview - 31 Slides
 
The New Era: BIM for High Speed Rail
The New Era: BIM for High Speed RailThe New Era: BIM for High Speed Rail
The New Era: BIM for High Speed Rail
 
Smart data & smart energy
Smart data & smart energySmart data & smart energy
Smart data & smart energy
 
10 Innovations That Have Revolutionised Construction
10 Innovations That Have Revolutionised Construction10 Innovations That Have Revolutionised Construction
10 Innovations That Have Revolutionised Construction
 
"Challenges and Approaches for Extracting Meaning from Satellite Imagery," a ...
"Challenges and Approaches for Extracting Meaning from Satellite Imagery," a ..."Challenges and Approaches for Extracting Meaning from Satellite Imagery," a ...
"Challenges and Approaches for Extracting Meaning from Satellite Imagery," a ...
 

Similar to Digital twins

Engineering 4.0: Digitization through task automation and reuse
Engineering 4.0:  Digitization through task automation and reuseEngineering 4.0:  Digitization through task automation and reuse
Engineering 4.0: Digitization through task automation and reuseCARLOS III UNIVERSITY OF MADRID
 
apidays LIVE Paris 2021 - Scaphander hands on by Benoit Petit, Hubblo
apidays LIVE Paris 2021 - Scaphander hands on by Benoit Petit, Hubbloapidays LIVE Paris 2021 - Scaphander hands on by Benoit Petit, Hubblo
apidays LIVE Paris 2021 - Scaphander hands on by Benoit Petit, Hubbloapidays
 
Auto Metro Train to Shuttle Between Stations
Auto Metro Train to Shuttle Between StationsAuto Metro Train to Shuttle Between Stations
Auto Metro Train to Shuttle Between StationsMadhav Reddy Chintapalli
 
Jfall 2019 - Driving the energy transition with java
Jfall 2019 - Driving the energy transition with javaJfall 2019 - Driving the energy transition with java
Jfall 2019 - Driving the energy transition with javaCaspar Derksen
 
Smart Cities and Intelligent Buildings.pptx
Smart Cities and Intelligent Buildings.pptxSmart Cities and Intelligent Buildings.pptx
Smart Cities and Intelligent Buildings.pptxReetaDutta1
 
Presentation-Smart-Cities-International-Virtual-Symposium-2021.pptx
Presentation-Smart-Cities-International-Virtual-Symposium-2021.pptxPresentation-Smart-Cities-International-Virtual-Symposium-2021.pptx
Presentation-Smart-Cities-International-Virtual-Symposium-2021.pptxSharanabasappaDegoan
 
IWSM2014 MEGSUS14 - GQM on energy for SaaS - CETIC
IWSM2014   MEGSUS14 - GQM on energy for SaaS - CETICIWSM2014   MEGSUS14 - GQM on energy for SaaS - CETIC
IWSM2014 MEGSUS14 - GQM on energy for SaaS - CETICNesma
 
Sailing the V: Engineering digitalization through task automation and reuse i...
Sailing the V: Engineering digitalization through task automation and reuse i...Sailing the V: Engineering digitalization through task automation and reuse i...
Sailing the V: Engineering digitalization through task automation and reuse i...CARLOS III UNIVERSITY OF MADRID
 
Digital twin for ports and terminals schuett slideshare
Digital twin for ports and terminals schuett slideshareDigital twin for ports and terminals schuett slideshare
Digital twin for ports and terminals schuett slideshareHolger Schuett
 
AVEVA World Conference NA - Rashaad Sader, SNC Lavalin
AVEVA World Conference NA - Rashaad Sader, SNC LavalinAVEVA World Conference NA - Rashaad Sader, SNC Lavalin
AVEVA World Conference NA - Rashaad Sader, SNC LavalinAVEVA-Americas
 
Standard geodata models for Energy Performance of Buildings: experiences from...
Standard geodata models for Energy Performance of Buildings: experiences from...Standard geodata models for Energy Performance of Buildings: experiences from...
Standard geodata models for Energy Performance of Buildings: experiences from...Piergiorgio Cipriano
 
jguijarro_Dc4cities_DCDC_Abril15
jguijarro_Dc4cities_DCDC_Abril15jguijarro_Dc4cities_DCDC_Abril15
jguijarro_Dc4cities_DCDC_Abril15Jordi Guijarro
 
SUNSHINE short overview of the project and its objectives
SUNSHINE short overview of the project and its objectives SUNSHINE short overview of the project and its objectives
SUNSHINE short overview of the project and its objectives Raffaele de Amicis
 
Future of the Higher Education Estate - Impact of COVID-19 and Net-Zero Targe...
Future of the Higher Education Estate - Impact of COVID-19 and Net-Zero Targe...Future of the Higher Education Estate - Impact of COVID-19 and Net-Zero Targe...
Future of the Higher Education Estate - Impact of COVID-19 and Net-Zero Targe...IES VE
 
DEVNET-1116 IDEALondon - Energy management
DEVNET-1116	IDEALondon - Energy managementDEVNET-1116	IDEALondon - Energy management
DEVNET-1116 IDEALondon - Energy managementCisco DevNet
 
Atos digital transformation for the Olympic Winter Games PyeongChang 2018 and...
Atos digital transformation for the Olympic Winter Games PyeongChang 2018 and...Atos digital transformation for the Olympic Winter Games PyeongChang 2018 and...
Atos digital transformation for the Olympic Winter Games PyeongChang 2018 and...Atos Benelux and the Nordics
 

Similar to Digital twins (20)

Engineering 4.0: Digitization through task automation and reuse
Engineering 4.0:  Digitization through task automation and reuseEngineering 4.0:  Digitization through task automation and reuse
Engineering 4.0: Digitization through task automation and reuse
 
apidays LIVE Paris 2021 - Scaphander hands on by Benoit Petit, Hubblo
apidays LIVE Paris 2021 - Scaphander hands on by Benoit Petit, Hubbloapidays LIVE Paris 2021 - Scaphander hands on by Benoit Petit, Hubblo
apidays LIVE Paris 2021 - Scaphander hands on by Benoit Petit, Hubblo
 
DC4Cities: an innovative approach for efficient and environmentally sustainab...
DC4Cities: an innovative approach for efficient and environmentally sustainab...DC4Cities: an innovative approach for efficient and environmentally sustainab...
DC4Cities: an innovative approach for efficient and environmentally sustainab...
 
Auto Metro Train to Shuttle Between Stations
Auto Metro Train to Shuttle Between StationsAuto Metro Train to Shuttle Between Stations
Auto Metro Train to Shuttle Between Stations
 
Kubernetes + Jenkins X: a Cloud Native Approach
Kubernetes + Jenkins X: a Cloud Native ApproachKubernetes + Jenkins X: a Cloud Native Approach
Kubernetes + Jenkins X: a Cloud Native Approach
 
Jfall 2019 - Driving the energy transition with java
Jfall 2019 - Driving the energy transition with javaJfall 2019 - Driving the energy transition with java
Jfall 2019 - Driving the energy transition with java
 
Smart Cities and Intelligent Buildings.pptx
Smart Cities and Intelligent Buildings.pptxSmart Cities and Intelligent Buildings.pptx
Smart Cities and Intelligent Buildings.pptx
 
Presentation-Smart-Cities-International-Virtual-Symposium-2021.pptx
Presentation-Smart-Cities-International-Virtual-Symposium-2021.pptxPresentation-Smart-Cities-International-Virtual-Symposium-2021.pptx
Presentation-Smart-Cities-International-Virtual-Symposium-2021.pptx
 
An Environmentally Sustainable Data Centre for Smart Cities
An Environmentally Sustainable Data Centre for Smart CitiesAn Environmentally Sustainable Data Centre for Smart Cities
An Environmentally Sustainable Data Centre for Smart Cities
 
IWSM2014 MEGSUS14 - GQM on energy for SaaS - CETIC
IWSM2014   MEGSUS14 - GQM on energy for SaaS - CETICIWSM2014   MEGSUS14 - GQM on energy for SaaS - CETIC
IWSM2014 MEGSUS14 - GQM on energy for SaaS - CETIC
 
Sailing the V: Engineering digitalization through task automation and reuse i...
Sailing the V: Engineering digitalization through task automation and reuse i...Sailing the V: Engineering digitalization through task automation and reuse i...
Sailing the V: Engineering digitalization through task automation and reuse i...
 
Digital twin for ports and terminals schuett slideshare
Digital twin for ports and terminals schuett slideshareDigital twin for ports and terminals schuett slideshare
Digital twin for ports and terminals schuett slideshare
 
AVEVA World Conference NA - Rashaad Sader, SNC Lavalin
AVEVA World Conference NA - Rashaad Sader, SNC LavalinAVEVA World Conference NA - Rashaad Sader, SNC Lavalin
AVEVA World Conference NA - Rashaad Sader, SNC Lavalin
 
Standard geodata models for Energy Performance of Buildings: experiences from...
Standard geodata models for Energy Performance of Buildings: experiences from...Standard geodata models for Energy Performance of Buildings: experiences from...
Standard geodata models for Energy Performance of Buildings: experiences from...
 
jguijarro_Dc4cities_DCDC_Abril15
jguijarro_Dc4cities_DCDC_Abril15jguijarro_Dc4cities_DCDC_Abril15
jguijarro_Dc4cities_DCDC_Abril15
 
resume-general(1)
resume-general(1)resume-general(1)
resume-general(1)
 
SUNSHINE short overview of the project and its objectives
SUNSHINE short overview of the project and its objectives SUNSHINE short overview of the project and its objectives
SUNSHINE short overview of the project and its objectives
 
Future of the Higher Education Estate - Impact of COVID-19 and Net-Zero Targe...
Future of the Higher Education Estate - Impact of COVID-19 and Net-Zero Targe...Future of the Higher Education Estate - Impact of COVID-19 and Net-Zero Targe...
Future of the Higher Education Estate - Impact of COVID-19 and Net-Zero Targe...
 
DEVNET-1116 IDEALondon - Energy management
DEVNET-1116	IDEALondon - Energy managementDEVNET-1116	IDEALondon - Energy management
DEVNET-1116 IDEALondon - Energy management
 
Atos digital transformation for the Olympic Winter Games PyeongChang 2018 and...
Atos digital transformation for the Olympic Winter Games PyeongChang 2018 and...Atos digital transformation for the Olympic Winter Games PyeongChang 2018 and...
Atos digital transformation for the Olympic Winter Games PyeongChang 2018 and...
 

More from EVAnetDenmark

Separat-det-er-klart.pdf
Separat-det-er-klart.pdfSeparat-det-er-klart.pdf
Separat-det-er-klart.pdfEVAnetDenmark
 
Forsyningernes-nye-udfordringer.pdf
Forsyningernes-nye-udfordringer.pdfForsyningernes-nye-udfordringer.pdf
Forsyningernes-nye-udfordringer.pdfEVAnetDenmark
 
Er-separering-vejen-frem.pdf
Er-separering-vejen-frem.pdfEr-separering-vejen-frem.pdf
Er-separering-vejen-frem.pdfEVAnetDenmark
 
Tingbjerg-med-fokus-på-strategi.pdf
Tingbjerg-med-fokus-på-strategi.pdfTingbjerg-med-fokus-på-strategi.pdf
Tingbjerg-med-fokus-på-strategi.pdfEVAnetDenmark
 
En-forsynings-perspektiv.pdf
En-forsynings-perspektiv.pdfEn-forsynings-perspektiv.pdf
En-forsynings-perspektiv.pdfEVAnetDenmark
 
Klimatilpasning-paa-forkant.pdf
Klimatilpasning-paa-forkant.pdfKlimatilpasning-paa-forkant.pdf
Klimatilpasning-paa-forkant.pdfEVAnetDenmark
 
Synergiprojekter-tvaerfaglig-samskabelse.pdf
Synergiprojekter-tvaerfaglig-samskabelse.pdfSynergiprojekter-tvaerfaglig-samskabelse.pdf
Synergiprojekter-tvaerfaglig-samskabelse.pdfEVAnetDenmark
 
Potentialer-og-udfordringer-i-skybrudsprojekter.pdf
Potentialer-og-udfordringer-i-skybrudsprojekter.pdfPotentialer-og-udfordringer-i-skybrudsprojekter.pdf
Potentialer-og-udfordringer-i-skybrudsprojekter.pdfEVAnetDenmark
 
Behov-for-langsigtet-og-helhedsorienteret-vandplanlægning.pdf
Behov-for-langsigtet-og-helhedsorienteret-vandplanlægning.pdfBehov-for-langsigtet-og-helhedsorienteret-vandplanlægning.pdf
Behov-for-langsigtet-og-helhedsorienteret-vandplanlægning.pdfEVAnetDenmark
 
Om-brug-og-misbrug-af-oekonomisk-analyse.pdf
Om-brug-og-misbrug-af-oekonomisk-analyse.pdfOm-brug-og-misbrug-af-oekonomisk-analyse.pdf
Om-brug-og-misbrug-af-oekonomisk-analyse.pdfEVAnetDenmark
 
Retlige-muligheder-og-udfordringer-i-klimatilpasning.pdf
Retlige-muligheder-og-udfordringer-i-klimatilpasning.pdfRetlige-muligheder-og-udfordringer-i-klimatilpasning.pdf
Retlige-muligheder-og-udfordringer-i-klimatilpasning.pdfEVAnetDenmark
 
Robust-klimatilpasning.pdf
Robust-klimatilpasning.pdfRobust-klimatilpasning.pdf
Robust-klimatilpasning.pdfEVAnetDenmark
 
Klimatilpasnings i-jyllinge-nordmark
Klimatilpasnings i-jyllinge-nordmarkKlimatilpasnings i-jyllinge-nordmark
Klimatilpasnings i-jyllinge-nordmarkEVAnetDenmark
 

More from EVAnetDenmark (20)

Separat-det-er-klart.pdf
Separat-det-er-klart.pdfSeparat-det-er-klart.pdf
Separat-det-er-klart.pdf
 
Forsyningernes-nye-udfordringer.pdf
Forsyningernes-nye-udfordringer.pdfForsyningernes-nye-udfordringer.pdf
Forsyningernes-nye-udfordringer.pdf
 
Er-separering-vejen-frem.pdf
Er-separering-vejen-frem.pdfEr-separering-vejen-frem.pdf
Er-separering-vejen-frem.pdf
 
Tingbjerg-med-fokus-på-strategi.pdf
Tingbjerg-med-fokus-på-strategi.pdfTingbjerg-med-fokus-på-strategi.pdf
Tingbjerg-med-fokus-på-strategi.pdf
 
En-forsynings-perspektiv.pdf
En-forsynings-perspektiv.pdfEn-forsynings-perspektiv.pdf
En-forsynings-perspektiv.pdf
 
Klimatilpasning-paa-forkant.pdf
Klimatilpasning-paa-forkant.pdfKlimatilpasning-paa-forkant.pdf
Klimatilpasning-paa-forkant.pdf
 
Synergiprojekter-tvaerfaglig-samskabelse.pdf
Synergiprojekter-tvaerfaglig-samskabelse.pdfSynergiprojekter-tvaerfaglig-samskabelse.pdf
Synergiprojekter-tvaerfaglig-samskabelse.pdf
 
Potentialer-og-udfordringer-i-skybrudsprojekter.pdf
Potentialer-og-udfordringer-i-skybrudsprojekter.pdfPotentialer-og-udfordringer-i-skybrudsprojekter.pdf
Potentialer-og-udfordringer-i-skybrudsprojekter.pdf
 
Behov-for-langsigtet-og-helhedsorienteret-vandplanlægning.pdf
Behov-for-langsigtet-og-helhedsorienteret-vandplanlægning.pdfBehov-for-langsigtet-og-helhedsorienteret-vandplanlægning.pdf
Behov-for-langsigtet-og-helhedsorienteret-vandplanlægning.pdf
 
Harrestrup.pdf
Harrestrup.pdfHarrestrup.pdf
Harrestrup.pdf
 
Om-brug-og-misbrug-af-oekonomisk-analyse.pdf
Om-brug-og-misbrug-af-oekonomisk-analyse.pdfOm-brug-og-misbrug-af-oekonomisk-analyse.pdf
Om-brug-og-misbrug-af-oekonomisk-analyse.pdf
 
Retlige-muligheder-og-udfordringer-i-klimatilpasning.pdf
Retlige-muligheder-og-udfordringer-i-klimatilpasning.pdfRetlige-muligheder-og-udfordringer-i-klimatilpasning.pdf
Retlige-muligheder-og-udfordringer-i-klimatilpasning.pdf
 
GRAVA.pdf
GRAVA.pdfGRAVA.pdf
GRAVA.pdf
 
Kagsaaparken.pdf
Kagsaaparken.pdfKagsaaparken.pdf
Kagsaaparken.pdf
 
Vandloeb.pdf
Vandloeb.pdfVandloeb.pdf
Vandloeb.pdf
 
HIP-GEUS.pdf
HIP-GEUS.pdfHIP-GEUS.pdf
HIP-GEUS.pdf
 
Kolding_Aa.pdf
Kolding_Aa.pdfKolding_Aa.pdf
Kolding_Aa.pdf
 
Robust-klimatilpasning.pdf
Robust-klimatilpasning.pdfRobust-klimatilpasning.pdf
Robust-klimatilpasning.pdf
 
Kongeaaen.pdf
Kongeaaen.pdfKongeaaen.pdf
Kongeaaen.pdf
 
Klimatilpasnings i-jyllinge-nordmark
Klimatilpasnings i-jyllinge-nordmarkKlimatilpasnings i-jyllinge-nordmark
Klimatilpasnings i-jyllinge-nordmark
 

Recently uploaded

High Profile Escort in Abu Dhabi 0524076003 Abu Dhabi Escorts
High Profile Escort in Abu Dhabi 0524076003 Abu Dhabi EscortsHigh Profile Escort in Abu Dhabi 0524076003 Abu Dhabi Escorts
High Profile Escort in Abu Dhabi 0524076003 Abu Dhabi EscortsMonica Sydney
 
Sensual Call Girls in Surajpur { 9332606886 } VVIP NISHA Call Girls Near 5 St...
Sensual Call Girls in Surajpur { 9332606886 } VVIP NISHA Call Girls Near 5 St...Sensual Call Girls in Surajpur { 9332606886 } VVIP NISHA Call Girls Near 5 St...
Sensual Call Girls in Surajpur { 9332606886 } VVIP NISHA Call Girls Near 5 St...kumargunjan9515
 
Environmental Topic : Soil Pollution by Afzalul Hoda.pptx
Environmental Topic : Soil Pollution by Afzalul Hoda.pptxEnvironmental Topic : Soil Pollution by Afzalul Hoda.pptx
Environmental Topic : Soil Pollution by Afzalul Hoda.pptxafzalulhoda98
 
Faridabad Call Girl ₹7.5k Pick Up & Drop With Cash Payment 8168257667 Badarpu...
Faridabad Call Girl ₹7.5k Pick Up & Drop With Cash Payment 8168257667 Badarpu...Faridabad Call Girl ₹7.5k Pick Up & Drop With Cash Payment 8168257667 Badarpu...
Faridabad Call Girl ₹7.5k Pick Up & Drop With Cash Payment 8168257667 Badarpu...Hyderabad Escorts Agency
 
Russian Call girls in Dubai 0508644382 Dubai Call girls
Russian Call girls in Dubai 0508644382 Dubai Call girlsRussian Call girls in Dubai 0508644382 Dubai Call girls
Russian Call girls in Dubai 0508644382 Dubai Call girlsMonica Sydney
 
Yil Me Hu Summer 2023 Edition - Nisqually Salmon Recovery Newsletter
Yil Me Hu Summer 2023 Edition - Nisqually Salmon Recovery NewsletterYil Me Hu Summer 2023 Edition - Nisqually Salmon Recovery Newsletter
Yil Me Hu Summer 2023 Edition - Nisqually Salmon Recovery NewsletterNisqually River Council
 
Introduction to heat waves and Heatwaves in Bangladesh.pptx
Introduction to heat waves and Heatwaves in Bangladesh.pptxIntroduction to heat waves and Heatwaves in Bangladesh.pptx
Introduction to heat waves and Heatwaves in Bangladesh.pptxNazmusSakibNS
 
一比一原版(UMiami毕业证书)迈阿密大学毕业证如何办理
一比一原版(UMiami毕业证书)迈阿密大学毕业证如何办理一比一原版(UMiami毕业证书)迈阿密大学毕业证如何办理
一比一原版(UMiami毕业证书)迈阿密大学毕业证如何办理zubnm
 
Hook Up Call Girls Rajgir 9332606886 High Profile Call Girls You Can Get T...
Hook Up Call Girls Rajgir   9332606886  High Profile Call Girls You Can Get T...Hook Up Call Girls Rajgir   9332606886  High Profile Call Girls You Can Get T...
Hook Up Call Girls Rajgir 9332606886 High Profile Call Girls You Can Get T...Sareena Khatun
 
Presentation: Farmer-led climate adaptation - Project launch and overview by ...
Presentation: Farmer-led climate adaptation - Project launch and overview by ...Presentation: Farmer-led climate adaptation - Project launch and overview by ...
Presentation: Farmer-led climate adaptation - Project launch and overview by ...AICCRA
 
Call girl in Sharjah 0503464457 Sharjah Call girl
Call girl in Sharjah 0503464457 Sharjah Call girlCall girl in Sharjah 0503464457 Sharjah Call girl
Call girl in Sharjah 0503464457 Sharjah Call girlMonica Sydney
 
case-study-marcopper-disaster in the philippines.pdf
case-study-marcopper-disaster in the philippines.pdfcase-study-marcopper-disaster in the philippines.pdf
case-study-marcopper-disaster in the philippines.pdfgarthraymundo123
 
Russian Escort Dubai 0503464457 Dubai Escorts
Russian Escort Dubai 0503464457 Dubai EscortsRussian Escort Dubai 0503464457 Dubai Escorts
Russian Escort Dubai 0503464457 Dubai EscortsMonica Sydney
 
Yil Me Hu Spring 2024 - Nisqually Salmon Recovery Newsletter
Yil Me Hu Spring 2024 - Nisqually Salmon Recovery NewsletterYil Me Hu Spring 2024 - Nisqually Salmon Recovery Newsletter
Yil Me Hu Spring 2024 - Nisqually Salmon Recovery NewsletterNisqually River Council
 
How to Reduce Health Risks from Asbestos Dust Not Just limited to Constructio...
How to Reduce Health Risks from Asbestos Dust Not Just limited to Constructio...How to Reduce Health Risks from Asbestos Dust Not Just limited to Constructio...
How to Reduce Health Risks from Asbestos Dust Not Just limited to Constructio...Envirotac Inc.
 
RATING SYSTEMS- IGBC, GRIHA, LEED--.pptx
RATING  SYSTEMS- IGBC, GRIHA, LEED--.pptxRATING  SYSTEMS- IGBC, GRIHA, LEED--.pptx
RATING SYSTEMS- IGBC, GRIHA, LEED--.pptxJIT KUMAR GUPTA
 
Clinico-mycological profile of isolates of superficial fungal infection: A st...
Clinico-mycological profile of isolates of superficial fungal infection: A st...Clinico-mycological profile of isolates of superficial fungal infection: A st...
Clinico-mycological profile of isolates of superficial fungal infection: A st...Open Access Research Paper
 
NO1 Google Kala Jadu Expert Specialist In Qatar Kala Jadu Expert Specialist I...
NO1 Google Kala Jadu Expert Specialist In Qatar Kala Jadu Expert Specialist I...NO1 Google Kala Jadu Expert Specialist In Qatar Kala Jadu Expert Specialist I...
NO1 Google Kala Jadu Expert Specialist In Qatar Kala Jadu Expert Specialist I...Amil baba
 

Recently uploaded (20)

High Profile Escort in Abu Dhabi 0524076003 Abu Dhabi Escorts
High Profile Escort in Abu Dhabi 0524076003 Abu Dhabi EscortsHigh Profile Escort in Abu Dhabi 0524076003 Abu Dhabi Escorts
High Profile Escort in Abu Dhabi 0524076003 Abu Dhabi Escorts
 
Sensual Call Girls in Surajpur { 9332606886 } VVIP NISHA Call Girls Near 5 St...
Sensual Call Girls in Surajpur { 9332606886 } VVIP NISHA Call Girls Near 5 St...Sensual Call Girls in Surajpur { 9332606886 } VVIP NISHA Call Girls Near 5 St...
Sensual Call Girls in Surajpur { 9332606886 } VVIP NISHA Call Girls Near 5 St...
 
Environmental Topic : Soil Pollution by Afzalul Hoda.pptx
Environmental Topic : Soil Pollution by Afzalul Hoda.pptxEnvironmental Topic : Soil Pollution by Afzalul Hoda.pptx
Environmental Topic : Soil Pollution by Afzalul Hoda.pptx
 
Faridabad Call Girl ₹7.5k Pick Up & Drop With Cash Payment 8168257667 Badarpu...
Faridabad Call Girl ₹7.5k Pick Up & Drop With Cash Payment 8168257667 Badarpu...Faridabad Call Girl ₹7.5k Pick Up & Drop With Cash Payment 8168257667 Badarpu...
Faridabad Call Girl ₹7.5k Pick Up & Drop With Cash Payment 8168257667 Badarpu...
 
Russian Call girls in Dubai 0508644382 Dubai Call girls
Russian Call girls in Dubai 0508644382 Dubai Call girlsRussian Call girls in Dubai 0508644382 Dubai Call girls
Russian Call girls in Dubai 0508644382 Dubai Call girls
 
Yil Me Hu Summer 2023 Edition - Nisqually Salmon Recovery Newsletter
Yil Me Hu Summer 2023 Edition - Nisqually Salmon Recovery NewsletterYil Me Hu Summer 2023 Edition - Nisqually Salmon Recovery Newsletter
Yil Me Hu Summer 2023 Edition - Nisqually Salmon Recovery Newsletter
 
Introduction to heat waves and Heatwaves in Bangladesh.pptx
Introduction to heat waves and Heatwaves in Bangladesh.pptxIntroduction to heat waves and Heatwaves in Bangladesh.pptx
Introduction to heat waves and Heatwaves in Bangladesh.pptx
 
Water Pollution
Water Pollution Water Pollution
Water Pollution
 
一比一原版(UMiami毕业证书)迈阿密大学毕业证如何办理
一比一原版(UMiami毕业证书)迈阿密大学毕业证如何办理一比一原版(UMiami毕业证书)迈阿密大学毕业证如何办理
一比一原版(UMiami毕业证书)迈阿密大学毕业证如何办理
 
Hook Up Call Girls Rajgir 9332606886 High Profile Call Girls You Can Get T...
Hook Up Call Girls Rajgir   9332606886  High Profile Call Girls You Can Get T...Hook Up Call Girls Rajgir   9332606886  High Profile Call Girls You Can Get T...
Hook Up Call Girls Rajgir 9332606886 High Profile Call Girls You Can Get T...
 
Presentation: Farmer-led climate adaptation - Project launch and overview by ...
Presentation: Farmer-led climate adaptation - Project launch and overview by ...Presentation: Farmer-led climate adaptation - Project launch and overview by ...
Presentation: Farmer-led climate adaptation - Project launch and overview by ...
 
Call girl in Sharjah 0503464457 Sharjah Call girl
Call girl in Sharjah 0503464457 Sharjah Call girlCall girl in Sharjah 0503464457 Sharjah Call girl
Call girl in Sharjah 0503464457 Sharjah Call girl
 
IFLA ENSULIB Webinar Series #12: Sustainability - Bringing Nature and Communi...
IFLA ENSULIB Webinar Series #12: Sustainability - Bringing Nature and Communi...IFLA ENSULIB Webinar Series #12: Sustainability - Bringing Nature and Communi...
IFLA ENSULIB Webinar Series #12: Sustainability - Bringing Nature and Communi...
 
case-study-marcopper-disaster in the philippines.pdf
case-study-marcopper-disaster in the philippines.pdfcase-study-marcopper-disaster in the philippines.pdf
case-study-marcopper-disaster in the philippines.pdf
 
Russian Escort Dubai 0503464457 Dubai Escorts
Russian Escort Dubai 0503464457 Dubai EscortsRussian Escort Dubai 0503464457 Dubai Escorts
Russian Escort Dubai 0503464457 Dubai Escorts
 
Yil Me Hu Spring 2024 - Nisqually Salmon Recovery Newsletter
Yil Me Hu Spring 2024 - Nisqually Salmon Recovery NewsletterYil Me Hu Spring 2024 - Nisqually Salmon Recovery Newsletter
Yil Me Hu Spring 2024 - Nisqually Salmon Recovery Newsletter
 
How to Reduce Health Risks from Asbestos Dust Not Just limited to Constructio...
How to Reduce Health Risks from Asbestos Dust Not Just limited to Constructio...How to Reduce Health Risks from Asbestos Dust Not Just limited to Constructio...
How to Reduce Health Risks from Asbestos Dust Not Just limited to Constructio...
 
RATING SYSTEMS- IGBC, GRIHA, LEED--.pptx
RATING  SYSTEMS- IGBC, GRIHA, LEED--.pptxRATING  SYSTEMS- IGBC, GRIHA, LEED--.pptx
RATING SYSTEMS- IGBC, GRIHA, LEED--.pptx
 
Clinico-mycological profile of isolates of superficial fungal infection: A st...
Clinico-mycological profile of isolates of superficial fungal infection: A st...Clinico-mycological profile of isolates of superficial fungal infection: A st...
Clinico-mycological profile of isolates of superficial fungal infection: A st...
 
NO1 Google Kala Jadu Expert Specialist In Qatar Kala Jadu Expert Specialist I...
NO1 Google Kala Jadu Expert Specialist In Qatar Kala Jadu Expert Specialist I...NO1 Google Kala Jadu Expert Specialist In Qatar Kala Jadu Expert Specialist I...
NO1 Google Kala Jadu Expert Specialist In Qatar Kala Jadu Expert Specialist I...
 

Digital twins

  • 1. 20 MAY 2021 CENTRE FOR DIGITAL TWINS DIGITAL TWINS HUGO DANIEL MACEDO CYBER-PHYSICAL SYSTEMS GROUP ECE DEPARTMENT AARHUS UNIVERSITY
  • 2. 20 MAY 2021 CENTRE FOR DIGITAL TWINS When computation interacts with the physical processes! The 5Cs proposal for unified guidelines to implement CPS by Lee et al [2015] CYBER-PHYSICAL SYSTEMS
  • 3. 20 MAY 2021 CENTRE FOR DIGITAL TWINS ELEMENTS OF A CPS Controller Plant Actuators Environment Sensors
  • 4. 20 MAY 2021 CENTRE FOR DIGITAL TWINS DIGITAL MODEL OF A CPS Controller Model Plant Model Actuators Environment Model Sensors Images courtesy of AVK Group
  • 5. 20 MAY 2021 CENTRE FOR DIGITAL TWINS DIGITAL TWIN CM PM EnvironmentM C P Environment DIGITAL MODEL PHYSICAL ASSET
  • 6. 20 MAY 2021 CENTRE FOR DIGITAL TWINS DIGITAL TWIN MATHEMATICALLY • Given two transition systems for the Physical Asset and the Digital Model: • TP = (SP x SP0 x ➜P ) • TM= (SM x SM0x ➜M) • Define: • the Abstraction relation V : TP ➝ TM (Simple and Surjective) • the Representation relation R : TM ➝ TP (Entire and Injective) • (A): If TM ~ V(TP) then we have a digital shadow • (B): If TP ~ R(TM) then we have a digital specification • If (A) and (B) then the Physical Asset and the Digital Model constitute a DIGITAL TWIN
  • 7. 20 MAY 2021 CENTRE FOR DIGITAL TWINS DIGITAL TWIN ADVANTAGES • Improve products design and maintenance • (Mobiles/Agriculture/Aeronautics) • Operations (Water/Railways/… Any RTC/SCADA…) • Training (VR/AR) • In WATER 4.0 it allows deeper connection with users and the state of the less digital system parts… • (E.g. Residential water metering)
  • 8. 20 MAY 2021 CENTRE FOR DIGITAL TWINS DIGITAL TWINS IN AARHUS “[..] development of ROBOTTI is […] model-based development, where we see some of the very inspiring new possibilities coming with digital twins” Ole Green CEO of Agrointelli https://youtu.be/Gqc4r1XoeMw
  • 9. 20 MAY 2021 CENTRE FOR DIGITAL TWINS DIGITAL TWIN: THE AGRICULTURE CASE To appear in IEEE COMPSAC 2021 Proceedings
  • 10. 20 MAY 2021 CENTRE FOR DIGITAL TWINS DIGITAL TWIN LIMITS • High maintenance/Resource intensive • Abstraction is required, yet nature is concrete! • Calibration/Drift • Connectivity • Heterogeneous system components • Cybersecurity
  • 11. 20 MAY 2021 CENTRE FOR DIGITAL TWINS CONCLUDING REMARKS • Digital twins: Engineers embrace your second nature – In the near future digital twins will be a reference to all company and society decisions. • They fit the 3rd level in the 5C architecture of CPS • In WATER 4.0 they bring better connection with the system and its users • Water Valley! • Digital Twins are limited and also pose threats!