SlideShare une entreprise Scribd logo
1  sur  28
Télécharger pour lire hors ligne
Future of the
Higher Education
Estate
David Ross
ICL Partner Operations Manager at IES
Gillian Brown,
Energy Manager at the University of Glasgow
Impact of COVID-19 and Net-Zero Targets
Creating Updated Conditions for learning
• Healthy, Safe & comfortable environments
• Redesigning multi-disciplinary spaces
• IT, academic and estates teams working together
Zero-Carbon targets
• Big campus re-development plans
• Student engagement and feedback
• Sustainability/Technology Leadership aspirations
Decision making
• How do you scenario plan about something you’ve never
seen before?
• Needs to be agile, with regular reviews
• Must involve all levels of management
• Detailed analysis to really understand investment case
www.iesve.com
Challenges facing Higher Education
www.iesve.com
Applications of Digital
Twin Technology
www.iesve.com
www.iesve.com
Digital Twin: Valuable Asset for improving
performance across the whole lifecycle
Digital Twins: Net Zero Pathway
Create a Digital Twin using real building data – the baseline now behaves and responds like the physical asset
Digital Twins: Net Zero Pathway
Investigate data to identify where energy is being wasted, these are typically low cost, quick wins
Digital Twins: Net Zero Pathway
Simulate the impact of retrofit measures with confidence in the accuracy of your results prior to implementation
Digital Twins: Net Zero Pathway
Consider how to meet energy demands using shared energy networks and energy trading solutions
Digital Twins: Net Zero Pathway
Evaluate the impact of different renewable energy generators to achieve operational zero carbon
Technology Partner
ACADEMICS /
STUDENTS
ESTATES
DEPARTMENT + +
Living Laboratory
www.iesve.com
Living Lab: IES
As a Technology Partner, IES provides:
• Licenses/access to our Digital Twin Technology for:
• Academics
• Estates Department
• Students (Personal)
• Key Stakeholders
• Training and support to Lecturers and Estates
• Course content / programme support
• Initial Digital Twin of the campus
www.iesve.com
Living Lab: Academics/Students
Undergraduate Courses
Students build up the Campus Digital Twin with basic information from
individual buildings.
Final Year/Masters
Advance the Campus Digital Twin with more detailed information on each
of the individual buildings.
Masters/PhD
• Create calibrated Digital Twins and simulate improvement measures
• Collect live metered data and use dashboards for data management,
fault detection and alerts
• Create decarbonisation road-map for the campus
www.iesve.com
Living Lab: Estates Department
Using the Digital Twins
• Access and interrogate the Digital Twin(s) via web-based platform
• Utilise Digital Twin Technologies to run simulations
Applications
• Energy management tool
• Decarbonisation road-mapping
• Assessing sustainability goals
• Reducing operational costs
• Investigate renovation strategies
• Testing post-COVID occupancy scenarios
www.iesve.com
Living Lab: Benefits
Academics
• Up-to-date course content
• Enhanced educational tools
Students
• Applied Learning: real-world experiences and interactions
• Employability skills
Estates Department
• Improved decision-making
• Digital asset for entire lifecycle
• Access to academic funding routes through collaboration
www.iesve.com
Students + Staff
40,000
Buildings on
Campus
Over 200
Total Area
250 hectares
Green Mark
buildings
57
Built-up space
10 million sq.ft
Residents
15,000
NTU
Singapore
Vision
To be the greenest campus in the world
Goal
To reduce energy, water and waste footprints by
35% by 2020 based on the 2011 baseline.
Process: Ci2 (Collect, Investigate, Compare, Invest)
Ci2 process to be used to identify energy savings.
www.iesve.com
NTU Singapore – Initial Masterplan Analysis (iCD)
www.iesve.com
NTU Singapore – Campus Information Model (iCIM)
Energy Reduction (%) 2011 - 2015
www.iesve.com
10%
8.2kt
S$3.9M
Campus Energy
Consumption reduced
Carbon Savings
Financial Savings
(Singapore Dollars)
Phase 1
Results
www.iesve.com
NTU Singapore – Collect and Investigate data phases of Ci2
Collect Operational Data:
 Utility Bills
 Automated Meter Readings (AMR)
 BMS Data
 Operational information
Investigate (using iSCAN):
 Interrogate time series data
 Set alerts and alarms to help to rapidly interrogate
multiple channels
 Discovered hidden energy savings
www.iesve.com
NTU Singapore – Detailed Digital Twins of 21 buildings created (using VE)
Compare: Virtual BMS information assigned to each Digital Twin
www.iesve.com
23
NTU Singapore – Compare & Invest (VE, iSCAN and Calibration)
VE Building Digital Twin
Assign time-
series data
from iSCAN
Hybrid Model
M&V
calibration
test
Hybrid Calibrated Model
Identify best option
Invest: Monitor savings
Simulate 5 options
Compare
scenarios
www.iesve.com
Scenario Models
31%
9.6kt
S$5M
Campus Energy
Consumption reduced
Carbon Savings
Financial Savings
(Singapore Dollars)
Phase 2
Results
www.iesve.com
NTU Singapore – Multi-building cooling system (iVN)
Buildings
considered
for cooling
system
www.iesve.com
www.iesve.com
NTU Singapore – Carbon emissions savings
The digital twin IES produced for
the NTU EcoCampus in Singapore is
“one of the best examples” currently
available of “digital twins delivering
measurable environmental and cost
improvements on large scale.”
www.iesve.com
James Scott
Lead Researcher at the Massachusetts Institute
of Technology Real Estate Innovation Lab
www.iesve.com
Thank you for
your attention
www.iesve.com/icl
David.Ross@iesve.com
Gillian.Brown.2@glasgow.ac.uk

Contenu connexe

Tendances

One Click LCA & IESVE Integration
One Click LCA & IESVE IntegrationOne Click LCA & IESVE Integration
One Click LCA & IESVE IntegrationIES VE
 
Building A Zero Carbon Internet
Building A Zero Carbon InternetBuilding A Zero Carbon Internet
Building A Zero Carbon InternetBill St. Arnaud
 
A User's Perspective on IES Modeling
A User's Perspective on IES ModelingA User's Perspective on IES Modeling
A User's Perspective on IES Modelingenergytrustor
 
Modelling Natural Ventilation in IES-VE: Case studies & Research Outlook
Modelling Natural Ventilation in IES-VE: Case studies & Research OutlookModelling Natural Ventilation in IES-VE: Case studies & Research Outlook
Modelling Natural Ventilation in IES-VE: Case studies & Research OutlookIES VE
 
Gonçal Costa, ARC Engineering and Architecture La Salle, Barcelona, Spain.
Gonçal Costa, ARC Engineering and Architecture La Salle, Barcelona, Spain.Gonçal Costa, ARC Engineering and Architecture La Salle, Barcelona, Spain.
Gonçal Costa, ARC Engineering and Architecture La Salle, Barcelona, Spain.ARC research group
 
Leandro Madrazo, ARC Engineering and Architecture La Salle, Barcelona, Spain.
Leandro Madrazo, ARC Engineering and Architecture La Salle, Barcelona, Spain.Leandro Madrazo, ARC Engineering and Architecture La Salle, Barcelona, Spain.
Leandro Madrazo, ARC Engineering and Architecture La Salle, Barcelona, Spain.ARC research group
 
David Weatherall, Head of Policy at the Energy Saving Trust, UK.
David Weatherall, Head of Policy at the Energy Saving Trust, UK.David Weatherall, Head of Policy at the Energy Saving Trust, UK.
David Weatherall, Head of Policy at the Energy Saving Trust, UK.ARC research group
 
BIFM Event: Intelligent Big Data in Building Facilities & Services
BIFM Event: Intelligent Big Data in Building Facilities & ServicesBIFM Event: Intelligent Big Data in Building Facilities & Services
BIFM Event: Intelligent Big Data in Building Facilities & ServicesIES VE
 
IES Faculty - IESVE as a Design Application & Part L Clinic
IES Faculty - IESVE as a Design Application & Part L ClinicIES Faculty - IESVE as a Design Application & Part L Clinic
IES Faculty - IESVE as a Design Application & Part L ClinicIES VE
 
Leandro Madrazo, ARC Engineering and Architecture La Salle, Barcelona, Spain.
Leandro Madrazo, ARC Engineering and Architecture La Salle, Barcelona, Spain.Leandro Madrazo, ARC Engineering and Architecture La Salle, Barcelona, Spain.
Leandro Madrazo, ARC Engineering and Architecture La Salle, Barcelona, Spain.ARC research group
 
Álvaro Sicilia, ARC Engineering and Architecture La Salle, Barcelona, Spain.
Álvaro Sicilia, ARC Engineering and Architecture La Salle, Barcelona, Spain.Álvaro Sicilia, ARC Engineering and Architecture La Salle, Barcelona, Spain.
Álvaro Sicilia, ARC Engineering and Architecture La Salle, Barcelona, Spain.ARC research group
 
IES Faculty - Big Data in Building Services
IES Faculty - Big Data in Building ServicesIES Faculty - Big Data in Building Services
IES Faculty - Big Data in Building ServicesIES VE
 
04.15.15 energy design assistance program tracker 2
04.15.15 energy design assistance program tracker 204.15.15 energy design assistance program tracker 2
04.15.15 energy design assistance program tracker 2melanie_bissonnette
 
Lluís Morer, Catalan Institute for Energy (ICAEN), Barcelona, Spain.
Lluís Morer, Catalan Institute for Energy (ICAEN), Barcelona, Spain.Lluís Morer, Catalan Institute for Energy (ICAEN), Barcelona, Spain.
Lluís Morer, Catalan Institute for Energy (ICAEN), Barcelona, Spain.ARC research group
 
Synthesis and Refinement of Artificial HVAC Sensor Data Intended for Supervis...
Synthesis and Refinement of Artificial HVAC Sensor Data Intended for Supervis...Synthesis and Refinement of Artificial HVAC Sensor Data Intended for Supervis...
Synthesis and Refinement of Artificial HVAC Sensor Data Intended for Supervis...IES VE
 
Delivering Sustainability Digitally - Research and standards to underpin BIM
Delivering Sustainability Digitally - Research and standards to underpin BIMDelivering Sustainability Digitally - Research and standards to underpin BIM
Delivering Sustainability Digitally - Research and standards to underpin BIMconstructingexcellence
 
Boris Sučić, Jožef Stefan Institute, Ljubljana, Slovenia.
Boris Sučić, Jožef Stefan Institute, Ljubljana, Slovenia.Boris Sučić, Jožef Stefan Institute, Ljubljana, Slovenia.
Boris Sučić, Jožef Stefan Institute, Ljubljana, Slovenia.ARC research group
 
Semanco workshop Theme2 - E4R
Semanco workshop Theme2 - E4RSemanco workshop Theme2 - E4R
Semanco workshop Theme2 - E4RARCSalle
 

Tendances (20)

One Click LCA & IESVE Integration
One Click LCA & IESVE IntegrationOne Click LCA & IESVE Integration
One Click LCA & IESVE Integration
 
Building A Zero Carbon Internet
Building A Zero Carbon InternetBuilding A Zero Carbon Internet
Building A Zero Carbon Internet
 
A User's Perspective on IES Modeling
A User's Perspective on IES ModelingA User's Perspective on IES Modeling
A User's Perspective on IES Modeling
 
Modelling Natural Ventilation in IES-VE: Case studies & Research Outlook
Modelling Natural Ventilation in IES-VE: Case studies & Research OutlookModelling Natural Ventilation in IES-VE: Case studies & Research Outlook
Modelling Natural Ventilation in IES-VE: Case studies & Research Outlook
 
Gonçal Costa, ARC Engineering and Architecture La Salle, Barcelona, Spain.
Gonçal Costa, ARC Engineering and Architecture La Salle, Barcelona, Spain.Gonçal Costa, ARC Engineering and Architecture La Salle, Barcelona, Spain.
Gonçal Costa, ARC Engineering and Architecture La Salle, Barcelona, Spain.
 
Leandro Madrazo, ARC Engineering and Architecture La Salle, Barcelona, Spain.
Leandro Madrazo, ARC Engineering and Architecture La Salle, Barcelona, Spain.Leandro Madrazo, ARC Engineering and Architecture La Salle, Barcelona, Spain.
Leandro Madrazo, ARC Engineering and Architecture La Salle, Barcelona, Spain.
 
David Weatherall, Head of Policy at the Energy Saving Trust, UK.
David Weatherall, Head of Policy at the Energy Saving Trust, UK.David Weatherall, Head of Policy at the Energy Saving Trust, UK.
David Weatherall, Head of Policy at the Energy Saving Trust, UK.
 
BIFM Event: Intelligent Big Data in Building Facilities & Services
BIFM Event: Intelligent Big Data in Building Facilities & ServicesBIFM Event: Intelligent Big Data in Building Facilities & Services
BIFM Event: Intelligent Big Data in Building Facilities & Services
 
IES Faculty - IESVE as a Design Application & Part L Clinic
IES Faculty - IESVE as a Design Application & Part L ClinicIES Faculty - IESVE as a Design Application & Part L Clinic
IES Faculty - IESVE as a Design Application & Part L Clinic
 
Leandro Madrazo, ARC Engineering and Architecture La Salle, Barcelona, Spain.
Leandro Madrazo, ARC Engineering and Architecture La Salle, Barcelona, Spain.Leandro Madrazo, ARC Engineering and Architecture La Salle, Barcelona, Spain.
Leandro Madrazo, ARC Engineering and Architecture La Salle, Barcelona, Spain.
 
Sutherland final presentation
Sutherland final presentationSutherland final presentation
Sutherland final presentation
 
Álvaro Sicilia, ARC Engineering and Architecture La Salle, Barcelona, Spain.
Álvaro Sicilia, ARC Engineering and Architecture La Salle, Barcelona, Spain.Álvaro Sicilia, ARC Engineering and Architecture La Salle, Barcelona, Spain.
Álvaro Sicilia, ARC Engineering and Architecture La Salle, Barcelona, Spain.
 
IES Faculty - Big Data in Building Services
IES Faculty - Big Data in Building ServicesIES Faculty - Big Data in Building Services
IES Faculty - Big Data in Building Services
 
Energy simulation & analysis
Energy simulation & analysisEnergy simulation & analysis
Energy simulation & analysis
 
04.15.15 energy design assistance program tracker 2
04.15.15 energy design assistance program tracker 204.15.15 energy design assistance program tracker 2
04.15.15 energy design assistance program tracker 2
 
Lluís Morer, Catalan Institute for Energy (ICAEN), Barcelona, Spain.
Lluís Morer, Catalan Institute for Energy (ICAEN), Barcelona, Spain.Lluís Morer, Catalan Institute for Energy (ICAEN), Barcelona, Spain.
Lluís Morer, Catalan Institute for Energy (ICAEN), Barcelona, Spain.
 
Synthesis and Refinement of Artificial HVAC Sensor Data Intended for Supervis...
Synthesis and Refinement of Artificial HVAC Sensor Data Intended for Supervis...Synthesis and Refinement of Artificial HVAC Sensor Data Intended for Supervis...
Synthesis and Refinement of Artificial HVAC Sensor Data Intended for Supervis...
 
Delivering Sustainability Digitally - Research and standards to underpin BIM
Delivering Sustainability Digitally - Research and standards to underpin BIMDelivering Sustainability Digitally - Research and standards to underpin BIM
Delivering Sustainability Digitally - Research and standards to underpin BIM
 
Boris Sučić, Jožef Stefan Institute, Ljubljana, Slovenia.
Boris Sučić, Jožef Stefan Institute, Ljubljana, Slovenia.Boris Sučić, Jožef Stefan Institute, Ljubljana, Slovenia.
Boris Sučić, Jožef Stefan Institute, Ljubljana, Slovenia.
 
Semanco workshop Theme2 - E4R
Semanco workshop Theme2 - E4RSemanco workshop Theme2 - E4R
Semanco workshop Theme2 - E4R
 

Similaire à Future of the Higher Education Estate - Impact of COVID-19 and Net-Zero Targets - David Ross

Empowering Net-Zero: Digital Insights and Funding Opportunities for Industria...
Empowering Net-Zero: Digital Insights and Funding Opportunities for Industria...Empowering Net-Zero: Digital Insights and Funding Opportunities for Industria...
Empowering Net-Zero: Digital Insights and Funding Opportunities for Industria...IES VE
 
How can Digital Twins support Manufacturers on the path to Net-Zero?
How can Digital Twins support Manufacturers on the path to Net-Zero?How can Digital Twins support Manufacturers on the path to Net-Zero?
How can Digital Twins support Manufacturers on the path to Net-Zero?IES VE
 
DEVNET-1116 IDEALondon - Energy management
DEVNET-1116	IDEALondon - Energy managementDEVNET-1116	IDEALondon - Energy management
DEVNET-1116 IDEALondon - Energy managementCisco DevNet
 
DIGITAL TWIN FOR ENHANCING ASSETS INTEGRITY VALUE
DIGITAL TWIN FOR ENHANCING ASSETS INTEGRITY VALUEDIGITAL TWIN FOR ENHANCING ASSETS INTEGRITY VALUE
DIGITAL TWIN FOR ENHANCING ASSETS INTEGRITY VALUEiQHub
 
Intelligent Net-Zero Carbon Investment Planning for Buildings and Portfolios
Intelligent Net-Zero Carbon Investment Planning for Buildings and PortfoliosIntelligent Net-Zero Carbon Investment Planning for Buildings and Portfolios
Intelligent Net-Zero Carbon Investment Planning for Buildings and PortfoliosIES VE
 
Smart buildings at Durham University
Smart buildings at Durham UniversitySmart buildings at Durham University
Smart buildings at Durham UniversityJisc
 
Green bond fund opportunities for NRENs and universities 2016
Green bond fund opportunities for NRENs and universities 2016Green bond fund opportunities for NRENs and universities 2016
Green bond fund opportunities for NRENs and universities 2016Bill St. Arnaud
 
Richmond upon Thames College Presentation Intelligent Campus Community Event ...
Richmond upon Thames College Presentation Intelligent Campus Community Event ...Richmond upon Thames College Presentation Intelligent Campus Community Event ...
Richmond upon Thames College Presentation Intelligent Campus Community Event ...James Clay
 
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
 
Final Charter
Final CharterFinal Charter
Final Charterlneut03
 
Lightning talks: digital strategy, next-generation learning environments and ...
Lightning talks: digital strategy, next-generation learning environments and ...Lightning talks: digital strategy, next-generation learning environments and ...
Lightning talks: digital strategy, next-generation learning environments and ...Jisc
 
Utilising Energy Modelling for LCSF and PSDS Funding Applications
Utilising Energy Modelling for LCSF and PSDS Funding ApplicationsUtilising Energy Modelling for LCSF and PSDS Funding Applications
Utilising Energy Modelling for LCSF and PSDS Funding ApplicationsIES VE
 
Digital Academy for Sustainable Built Environment
Digital Academy for Sustainable Built EnvironmentDigital Academy for Sustainable Built Environment
Digital Academy for Sustainable Built EnvironmentSeamus Hoyne
 
How Local Authorities can meet Net-Zero Carbon targets by 2030: Niall Gibson ...
How Local Authorities can meet Net-Zero Carbon targets by 2030: Niall Gibson ...How Local Authorities can meet Net-Zero Carbon targets by 2030: Niall Gibson ...
How Local Authorities can meet Net-Zero Carbon targets by 2030: Niall Gibson ...IES VE
 
Smart Campus at University of Glasgow
Smart Campus at University of GlasgowSmart Campus at University of Glasgow
Smart Campus at University of GlasgowJisc
 
Rob bristow e learning event 1-11-11
Rob bristow e learning event 1-11-11Rob bristow e learning event 1-11-11
Rob bristow e learning event 1-11-11Rob Bristow
 
Unlock Your Buildings Hidden Energy Data - Corenet Seattle
Unlock Your Buildings Hidden Energy Data - Corenet SeattleUnlock Your Buildings Hidden Energy Data - Corenet Seattle
Unlock Your Buildings Hidden Energy Data - Corenet SeattleJason Burt
 
JISC and Best Practice E-Learning by Rob Bristow, JISC
JISC and Best Practice E-Learning by Rob Bristow, JISCJISC and Best Practice E-Learning by Rob Bristow, JISC
JISC and Best Practice E-Learning by Rob Bristow, JISCGoodCampus
 
ICT-strategy for college students provided by Institution.pdf
ICT-strategy for college students provided by Institution.pdfICT-strategy for college students provided by Institution.pdf
ICT-strategy for college students provided by Institution.pdfAshokkumarSamikannu1
 
Horizon scanning and future trends
Horizon scanning and future trendsHorizon scanning and future trends
Horizon scanning and future trendsMartin Hamilton
 

Similaire à Future of the Higher Education Estate - Impact of COVID-19 and Net-Zero Targets - David Ross (20)

Empowering Net-Zero: Digital Insights and Funding Opportunities for Industria...
Empowering Net-Zero: Digital Insights and Funding Opportunities for Industria...Empowering Net-Zero: Digital Insights and Funding Opportunities for Industria...
Empowering Net-Zero: Digital Insights and Funding Opportunities for Industria...
 
How can Digital Twins support Manufacturers on the path to Net-Zero?
How can Digital Twins support Manufacturers on the path to Net-Zero?How can Digital Twins support Manufacturers on the path to Net-Zero?
How can Digital Twins support Manufacturers on the path to Net-Zero?
 
DEVNET-1116 IDEALondon - Energy management
DEVNET-1116	IDEALondon - Energy managementDEVNET-1116	IDEALondon - Energy management
DEVNET-1116 IDEALondon - Energy management
 
DIGITAL TWIN FOR ENHANCING ASSETS INTEGRITY VALUE
DIGITAL TWIN FOR ENHANCING ASSETS INTEGRITY VALUEDIGITAL TWIN FOR ENHANCING ASSETS INTEGRITY VALUE
DIGITAL TWIN FOR ENHANCING ASSETS INTEGRITY VALUE
 
Intelligent Net-Zero Carbon Investment Planning for Buildings and Portfolios
Intelligent Net-Zero Carbon Investment Planning for Buildings and PortfoliosIntelligent Net-Zero Carbon Investment Planning for Buildings and Portfolios
Intelligent Net-Zero Carbon Investment Planning for Buildings and Portfolios
 
Smart buildings at Durham University
Smart buildings at Durham UniversitySmart buildings at Durham University
Smart buildings at Durham University
 
Green bond fund opportunities for NRENs and universities 2016
Green bond fund opportunities for NRENs and universities 2016Green bond fund opportunities for NRENs and universities 2016
Green bond fund opportunities for NRENs and universities 2016
 
Richmond upon Thames College Presentation Intelligent Campus Community Event ...
Richmond upon Thames College Presentation Intelligent Campus Community Event ...Richmond upon Thames College Presentation Intelligent Campus Community Event ...
Richmond upon Thames College Presentation Intelligent Campus Community Event ...
 
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...
 
Final Charter
Final CharterFinal Charter
Final Charter
 
Lightning talks: digital strategy, next-generation learning environments and ...
Lightning talks: digital strategy, next-generation learning environments and ...Lightning talks: digital strategy, next-generation learning environments and ...
Lightning talks: digital strategy, next-generation learning environments and ...
 
Utilising Energy Modelling for LCSF and PSDS Funding Applications
Utilising Energy Modelling for LCSF and PSDS Funding ApplicationsUtilising Energy Modelling for LCSF and PSDS Funding Applications
Utilising Energy Modelling for LCSF and PSDS Funding Applications
 
Digital Academy for Sustainable Built Environment
Digital Academy for Sustainable Built EnvironmentDigital Academy for Sustainable Built Environment
Digital Academy for Sustainable Built Environment
 
How Local Authorities can meet Net-Zero Carbon targets by 2030: Niall Gibson ...
How Local Authorities can meet Net-Zero Carbon targets by 2030: Niall Gibson ...How Local Authorities can meet Net-Zero Carbon targets by 2030: Niall Gibson ...
How Local Authorities can meet Net-Zero Carbon targets by 2030: Niall Gibson ...
 
Smart Campus at University of Glasgow
Smart Campus at University of GlasgowSmart Campus at University of Glasgow
Smart Campus at University of Glasgow
 
Rob bristow e learning event 1-11-11
Rob bristow e learning event 1-11-11Rob bristow e learning event 1-11-11
Rob bristow e learning event 1-11-11
 
Unlock Your Buildings Hidden Energy Data - Corenet Seattle
Unlock Your Buildings Hidden Energy Data - Corenet SeattleUnlock Your Buildings Hidden Energy Data - Corenet Seattle
Unlock Your Buildings Hidden Energy Data - Corenet Seattle
 
JISC and Best Practice E-Learning by Rob Bristow, JISC
JISC and Best Practice E-Learning by Rob Bristow, JISCJISC and Best Practice E-Learning by Rob Bristow, JISC
JISC and Best Practice E-Learning by Rob Bristow, JISC
 
ICT-strategy for college students provided by Institution.pdf
ICT-strategy for college students provided by Institution.pdfICT-strategy for college students provided by Institution.pdf
ICT-strategy for college students provided by Institution.pdf
 
Horizon scanning and future trends
Horizon scanning and future trendsHorizon scanning and future trends
Horizon scanning and future trends
 

Plus de IES VE

Decarbonising Commercial Real Estate: The Role of Operational Performance
Decarbonising Commercial Real Estate: The Role of Operational PerformanceDecarbonising Commercial Real Estate: The Role of Operational Performance
Decarbonising Commercial Real Estate: The Role of Operational PerformanceIES VE
 
Decarbonising Buildings: Making a net-zero built environment a reality
Decarbonising Buildings: Making a net-zero built environment a realityDecarbonising Buildings: Making a net-zero built environment a reality
Decarbonising Buildings: Making a net-zero built environment a realityIES VE
 
Retrofitting for the Built Environment - IES
Retrofitting for the Built Environment - IESRetrofitting for the Built Environment - IES
Retrofitting for the Built Environment - IESIES VE
 
IESVE Software for Florida Code Compliance Using ASHRAE 90.1-2019
IESVE Software for Florida Code Compliance Using ASHRAE 90.1-2019IESVE Software for Florida Code Compliance Using ASHRAE 90.1-2019
IESVE Software for Florida Code Compliance Using ASHRAE 90.1-2019IES VE
 
Using IESVE for Loads, Sizing and Heat Pump Modeling to Achieve Decarbonization
Using IESVE for Loads, Sizing and Heat Pump Modeling to Achieve DecarbonizationUsing IESVE for Loads, Sizing and Heat Pump Modeling to Achieve Decarbonization
Using IESVE for Loads, Sizing and Heat Pump Modeling to Achieve DecarbonizationIES VE
 
How Accurate are Carbon Emissions Projections?
How Accurate are Carbon Emissions Projections?How Accurate are Carbon Emissions Projections?
How Accurate are Carbon Emissions Projections?IES VE
 
Keep Your Finger on the Pulse of Your Building's Performance with IES Live
Keep Your Finger on the Pulse of Your Building's Performance with IES LiveKeep Your Finger on the Pulse of Your Building's Performance with IES Live
Keep Your Finger on the Pulse of Your Building's Performance with IES LiveIES VE
 
The Importance of Indoor Air Quality (French)
The Importance of Indoor Air Quality (French)The Importance of Indoor Air Quality (French)
The Importance of Indoor Air Quality (French)IES VE
 
The Importance of Indoor Air Quality (English)
The Importance of Indoor Air Quality (English)The Importance of Indoor Air Quality (English)
The Importance of Indoor Air Quality (English)IES VE
 
Achieving Excellence IESVE for HVAC Simulation.pdf
Achieving Excellence IESVE for HVAC Simulation.pdfAchieving Excellence IESVE for HVAC Simulation.pdf
Achieving Excellence IESVE for HVAC Simulation.pdfIES VE
 
M&V for Building Performance
M&V for Building PerformanceM&V for Building Performance
M&V for Building PerformanceIES VE
 
Keep Your Cool with the Building Regulations Part O
Keep Your Cool with the Building Regulations Part OKeep Your Cool with the Building Regulations Part O
Keep Your Cool with the Building Regulations Part OIES VE
 
The Power of Heat Decarbonisation Plans in the Built Environment
The Power of Heat Decarbonisation Plans in the Built EnvironmentThe Power of Heat Decarbonisation Plans in the Built Environment
The Power of Heat Decarbonisation Plans in the Built EnvironmentIES VE
 
Common ANZ daylight / sunlight modelling approaches using IESVE.
Common ANZ daylight / sunlight modelling approaches using IESVE.Common ANZ daylight / sunlight modelling approaches using IESVE.
Common ANZ daylight / sunlight modelling approaches using IESVE.IES VE
 
Making Sustainability Affordable with Digital Twins
Making Sustainability Affordable with Digital TwinsMaking Sustainability Affordable with Digital Twins
Making Sustainability Affordable with Digital TwinsIES VE
 
Getting Multiple Buildings to Net-Zero
Getting Multiple Buildings to Net-ZeroGetting Multiple Buildings to Net-Zero
Getting Multiple Buildings to Net-ZeroIES VE
 
Digital Energy Services for Healthcare.pdf
Digital Energy Services for Healthcare.pdfDigital Energy Services for Healthcare.pdf
Digital Energy Services for Healthcare.pdfIES VE
 
Heating & Cooling Loads Calculations and HVAC Equipment Sizing
Heating & Cooling Loads Calculations  and HVAC Equipment SizingHeating & Cooling Loads Calculations  and HVAC Equipment Sizing
Heating & Cooling Loads Calculations and HVAC Equipment SizingIES VE
 
Section 6 2022 and Part O 2021
Section 6 2022 and Part O 2021Section 6 2022 and Part O 2021
Section 6 2022 and Part O 2021IES VE
 
Heating & Cooling Loads and HVAC Equipment Sizing Slides
Heating & Cooling Loads and HVAC Equipment Sizing SlidesHeating & Cooling Loads and HVAC Equipment Sizing Slides
Heating & Cooling Loads and HVAC Equipment Sizing SlidesIES VE
 

Plus de IES VE (20)

Decarbonising Commercial Real Estate: The Role of Operational Performance
Decarbonising Commercial Real Estate: The Role of Operational PerformanceDecarbonising Commercial Real Estate: The Role of Operational Performance
Decarbonising Commercial Real Estate: The Role of Operational Performance
 
Decarbonising Buildings: Making a net-zero built environment a reality
Decarbonising Buildings: Making a net-zero built environment a realityDecarbonising Buildings: Making a net-zero built environment a reality
Decarbonising Buildings: Making a net-zero built environment a reality
 
Retrofitting for the Built Environment - IES
Retrofitting for the Built Environment - IESRetrofitting for the Built Environment - IES
Retrofitting for the Built Environment - IES
 
IESVE Software for Florida Code Compliance Using ASHRAE 90.1-2019
IESVE Software for Florida Code Compliance Using ASHRAE 90.1-2019IESVE Software for Florida Code Compliance Using ASHRAE 90.1-2019
IESVE Software for Florida Code Compliance Using ASHRAE 90.1-2019
 
Using IESVE for Loads, Sizing and Heat Pump Modeling to Achieve Decarbonization
Using IESVE for Loads, Sizing and Heat Pump Modeling to Achieve DecarbonizationUsing IESVE for Loads, Sizing and Heat Pump Modeling to Achieve Decarbonization
Using IESVE for Loads, Sizing and Heat Pump Modeling to Achieve Decarbonization
 
How Accurate are Carbon Emissions Projections?
How Accurate are Carbon Emissions Projections?How Accurate are Carbon Emissions Projections?
How Accurate are Carbon Emissions Projections?
 
Keep Your Finger on the Pulse of Your Building's Performance with IES Live
Keep Your Finger on the Pulse of Your Building's Performance with IES LiveKeep Your Finger on the Pulse of Your Building's Performance with IES Live
Keep Your Finger on the Pulse of Your Building's Performance with IES Live
 
The Importance of Indoor Air Quality (French)
The Importance of Indoor Air Quality (French)The Importance of Indoor Air Quality (French)
The Importance of Indoor Air Quality (French)
 
The Importance of Indoor Air Quality (English)
The Importance of Indoor Air Quality (English)The Importance of Indoor Air Quality (English)
The Importance of Indoor Air Quality (English)
 
Achieving Excellence IESVE for HVAC Simulation.pdf
Achieving Excellence IESVE for HVAC Simulation.pdfAchieving Excellence IESVE for HVAC Simulation.pdf
Achieving Excellence IESVE for HVAC Simulation.pdf
 
M&V for Building Performance
M&V for Building PerformanceM&V for Building Performance
M&V for Building Performance
 
Keep Your Cool with the Building Regulations Part O
Keep Your Cool with the Building Regulations Part OKeep Your Cool with the Building Regulations Part O
Keep Your Cool with the Building Regulations Part O
 
The Power of Heat Decarbonisation Plans in the Built Environment
The Power of Heat Decarbonisation Plans in the Built EnvironmentThe Power of Heat Decarbonisation Plans in the Built Environment
The Power of Heat Decarbonisation Plans in the Built Environment
 
Common ANZ daylight / sunlight modelling approaches using IESVE.
Common ANZ daylight / sunlight modelling approaches using IESVE.Common ANZ daylight / sunlight modelling approaches using IESVE.
Common ANZ daylight / sunlight modelling approaches using IESVE.
 
Making Sustainability Affordable with Digital Twins
Making Sustainability Affordable with Digital TwinsMaking Sustainability Affordable with Digital Twins
Making Sustainability Affordable with Digital Twins
 
Getting Multiple Buildings to Net-Zero
Getting Multiple Buildings to Net-ZeroGetting Multiple Buildings to Net-Zero
Getting Multiple Buildings to Net-Zero
 
Digital Energy Services for Healthcare.pdf
Digital Energy Services for Healthcare.pdfDigital Energy Services for Healthcare.pdf
Digital Energy Services for Healthcare.pdf
 
Heating & Cooling Loads Calculations and HVAC Equipment Sizing
Heating & Cooling Loads Calculations  and HVAC Equipment SizingHeating & Cooling Loads Calculations  and HVAC Equipment Sizing
Heating & Cooling Loads Calculations and HVAC Equipment Sizing
 
Section 6 2022 and Part O 2021
Section 6 2022 and Part O 2021Section 6 2022 and Part O 2021
Section 6 2022 and Part O 2021
 
Heating & Cooling Loads and HVAC Equipment Sizing Slides
Heating & Cooling Loads and HVAC Equipment Sizing SlidesHeating & Cooling Loads and HVAC Equipment Sizing Slides
Heating & Cooling Loads and HVAC Equipment Sizing Slides
 

Dernier

Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonAnna Loughnan Colquhoun
 
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CVKhem
 
HTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation StrategiesHTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation StrategiesBoston Institute of Analytics
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationSafe Software
 
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProduct Anonymous
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Miguel Araújo
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘RTylerCroy
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024The Digital Insurer
 
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, AdobeApidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobeapidays
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsMaria Levchenko
 
Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024The Digital Insurer
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...Neo4j
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 
Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...apidays
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityPrincipled Technologies
 
Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024The Digital Insurer
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...Martijn de Jong
 
GenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdfGenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdflior mazor
 

Dernier (20)

Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt Robison
 
Real Time Object Detection Using Open CV
Real Time Object Detection Using Open CVReal Time Object Detection Using Open CV
Real Time Object Detection Using Open CV
 
HTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation StrategiesHTML Injection Attacks: Impact and Mitigation Strategies
HTML Injection Attacks: Impact and Mitigation Strategies
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
 
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024
 
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, AdobeApidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed texts
 
Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024Tata AIG General Insurance Company - Insurer Innovation Award 2024
Tata AIG General Insurance Company - Insurer Innovation Award 2024
 
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...Apidays New York 2024 - The value of a flexible API Management solution for O...
Apidays New York 2024 - The value of a flexible API Management solution for O...
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivity
 
Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
GenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdfGenAI Risks & Security Meetup 01052024.pdf
GenAI Risks & Security Meetup 01052024.pdf
 

Future of the Higher Education Estate - Impact of COVID-19 and Net-Zero Targets - David Ross

  • 1. Future of the Higher Education Estate David Ross ICL Partner Operations Manager at IES Gillian Brown, Energy Manager at the University of Glasgow Impact of COVID-19 and Net-Zero Targets
  • 2. Creating Updated Conditions for learning • Healthy, Safe & comfortable environments • Redesigning multi-disciplinary spaces • IT, academic and estates teams working together Zero-Carbon targets • Big campus re-development plans • Student engagement and feedback • Sustainability/Technology Leadership aspirations Decision making • How do you scenario plan about something you’ve never seen before? • Needs to be agile, with regular reviews • Must involve all levels of management • Detailed analysis to really understand investment case www.iesve.com Challenges facing Higher Education
  • 5. www.iesve.com Digital Twin: Valuable Asset for improving performance across the whole lifecycle
  • 6. Digital Twins: Net Zero Pathway Create a Digital Twin using real building data – the baseline now behaves and responds like the physical asset
  • 7. Digital Twins: Net Zero Pathway Investigate data to identify where energy is being wasted, these are typically low cost, quick wins
  • 8. Digital Twins: Net Zero Pathway Simulate the impact of retrofit measures with confidence in the accuracy of your results prior to implementation
  • 9. Digital Twins: Net Zero Pathway Consider how to meet energy demands using shared energy networks and energy trading solutions
  • 10. Digital Twins: Net Zero Pathway Evaluate the impact of different renewable energy generators to achieve operational zero carbon
  • 11. Technology Partner ACADEMICS / STUDENTS ESTATES DEPARTMENT + + Living Laboratory www.iesve.com
  • 12. Living Lab: IES As a Technology Partner, IES provides: • Licenses/access to our Digital Twin Technology for: • Academics • Estates Department • Students (Personal) • Key Stakeholders • Training and support to Lecturers and Estates • Course content / programme support • Initial Digital Twin of the campus www.iesve.com
  • 13. Living Lab: Academics/Students Undergraduate Courses Students build up the Campus Digital Twin with basic information from individual buildings. Final Year/Masters Advance the Campus Digital Twin with more detailed information on each of the individual buildings. Masters/PhD • Create calibrated Digital Twins and simulate improvement measures • Collect live metered data and use dashboards for data management, fault detection and alerts • Create decarbonisation road-map for the campus www.iesve.com
  • 14. Living Lab: Estates Department Using the Digital Twins • Access and interrogate the Digital Twin(s) via web-based platform • Utilise Digital Twin Technologies to run simulations Applications • Energy management tool • Decarbonisation road-mapping • Assessing sustainability goals • Reducing operational costs • Investigate renovation strategies • Testing post-COVID occupancy scenarios www.iesve.com
  • 15. Living Lab: Benefits Academics • Up-to-date course content • Enhanced educational tools Students • Applied Learning: real-world experiences and interactions • Employability skills Estates Department • Improved decision-making • Digital asset for entire lifecycle • Access to academic funding routes through collaboration www.iesve.com
  • 16.
  • 17. Students + Staff 40,000 Buildings on Campus Over 200 Total Area 250 hectares Green Mark buildings 57 Built-up space 10 million sq.ft Residents 15,000 NTU Singapore Vision To be the greenest campus in the world Goal To reduce energy, water and waste footprints by 35% by 2020 based on the 2011 baseline. Process: Ci2 (Collect, Investigate, Compare, Invest) Ci2 process to be used to identify energy savings. www.iesve.com
  • 18. NTU Singapore – Initial Masterplan Analysis (iCD) www.iesve.com
  • 19. NTU Singapore – Campus Information Model (iCIM) Energy Reduction (%) 2011 - 2015 www.iesve.com
  • 20. 10% 8.2kt S$3.9M Campus Energy Consumption reduced Carbon Savings Financial Savings (Singapore Dollars) Phase 1 Results www.iesve.com
  • 21. NTU Singapore – Collect and Investigate data phases of Ci2 Collect Operational Data:  Utility Bills  Automated Meter Readings (AMR)  BMS Data  Operational information Investigate (using iSCAN):  Interrogate time series data  Set alerts and alarms to help to rapidly interrogate multiple channels  Discovered hidden energy savings www.iesve.com
  • 22. NTU Singapore – Detailed Digital Twins of 21 buildings created (using VE) Compare: Virtual BMS information assigned to each Digital Twin www.iesve.com
  • 23. 23 NTU Singapore – Compare & Invest (VE, iSCAN and Calibration) VE Building Digital Twin Assign time- series data from iSCAN Hybrid Model M&V calibration test Hybrid Calibrated Model Identify best option Invest: Monitor savings Simulate 5 options Compare scenarios www.iesve.com Scenario Models
  • 24. 31% 9.6kt S$5M Campus Energy Consumption reduced Carbon Savings Financial Savings (Singapore Dollars) Phase 2 Results www.iesve.com
  • 25. NTU Singapore – Multi-building cooling system (iVN) Buildings considered for cooling system www.iesve.com
  • 26. www.iesve.com NTU Singapore – Carbon emissions savings
  • 27. The digital twin IES produced for the NTU EcoCampus in Singapore is “one of the best examples” currently available of “digital twins delivering measurable environmental and cost improvements on large scale.” www.iesve.com James Scott Lead Researcher at the Massachusetts Institute of Technology Real Estate Innovation Lab www.iesve.com
  • 28. Thank you for your attention www.iesve.com/icl David.Ross@iesve.com Gillian.Brown.2@glasgow.ac.uk