Innovation, equity and energy system transformation: implications for CCS - Presentation from Dr Karen Bickerstaff (University of Exeter) at the UKCCSRC's CCS: Issues in governance and ethics workshop in Edinburgh, 23 September 2014
Innovation, equity and energy system transformation: implications for CCS - Presentation from Dr Karen Bickerstaff (University of Exeter) at the UKCCSRC's CCS: Issues in governance and ethics workshop in Edinburgh, 23 September 2014
By Paul Reynolds. The 2015 ISG Advisor Relations Benchmark investigates how service providers fund and allocate their Advisor Relations budgets and how teams are changing in each region to engage with third-party advisors. Join this session and leave with the information you need to benchmark your own Advisor Relations program.
The ISG Index™ provides a quarterly review of the latest sourcing industry data and trends for clients, service providers, analysts and the media. For more than a decade, it has been the authoritative source for marketplace intelligence related to outsourcing transaction structures and terms, industry adoption, geographic prevalence and service provider performance.
At the ISG Sourcing Industry Conference in the Americas, Stanton Jones and Paul Schmidt discussed how the enterprise demand for SaaS is surging and what the implications will be.
Top-performing organizations increasingly recognize that effective program and project management is essential to today’s complex operational environments. This ISG white paper examines common issues around project management, and discusses steps that organizations can take to design and implement an effective Program/Project Management Office (PMO) to address these issues and ensure consistent oversight of critical operational projects.
Xtreme Fat Loss Diet by Joel Marion
- Waht is the Xtreme Fat Loss Diet and How does it work so fast?
- Am I just going to lose a lot of wight only to gain it right back?
- Can I use the Xtreme Fat Loss Diet more than once?
- Will this program still work for someone considerably older?
- Is this program suited for a complete beginner?
- Does this program work just a quickly for women as it does for men?
- What if it doesn't work for me?
For more information, Please visit http://xtreme-weight-loss-diet.blogspot.com/
By Richard Fogel and Stanton Jones. The outsourcing industry has embraced service standardization, sourcing decisions have become increasingly fact-based, and the RFP process is less relevant than ever before. How do these trends in sourcing impact commercial contracting? This breakfast session will explore how market participants are moving away from yesterday’s cumbersome practices and are bringing new efficiency to client relationships.
WESCML: A Data Standard for Exchanging Water and Energy Supply and Consumptio...Jonathan Yu
Slides from a talk given at the International Hydroinformatics Conference Incheon, South Korea 22 Aug '16 on the Water and Energy Supply and Consumption markup language data standard (WESCML) and its supporting tools.
http://wescml.org
Paper here: http://dx.doi.org/10.1016/j.proeng.2016.07.451
By Paul Reynolds. The 2015 ISG Advisor Relations Benchmark investigates how service providers fund and allocate their Advisor Relations budgets and how teams are changing in each region to engage with third-party advisors. Join this session and leave with the information you need to benchmark your own Advisor Relations program.
The ISG Index™ provides a quarterly review of the latest sourcing industry data and trends for clients, service providers, analysts and the media. For more than a decade, it has been the authoritative source for marketplace intelligence related to outsourcing transaction structures and terms, industry adoption, geographic prevalence and service provider performance.
At the ISG Sourcing Industry Conference in the Americas, Stanton Jones and Paul Schmidt discussed how the enterprise demand for SaaS is surging and what the implications will be.
Top-performing organizations increasingly recognize that effective program and project management is essential to today’s complex operational environments. This ISG white paper examines common issues around project management, and discusses steps that organizations can take to design and implement an effective Program/Project Management Office (PMO) to address these issues and ensure consistent oversight of critical operational projects.
Xtreme Fat Loss Diet by Joel Marion
- Waht is the Xtreme Fat Loss Diet and How does it work so fast?
- Am I just going to lose a lot of wight only to gain it right back?
- Can I use the Xtreme Fat Loss Diet more than once?
- Will this program still work for someone considerably older?
- Is this program suited for a complete beginner?
- Does this program work just a quickly for women as it does for men?
- What if it doesn't work for me?
For more information, Please visit http://xtreme-weight-loss-diet.blogspot.com/
By Richard Fogel and Stanton Jones. The outsourcing industry has embraced service standardization, sourcing decisions have become increasingly fact-based, and the RFP process is less relevant than ever before. How do these trends in sourcing impact commercial contracting? This breakfast session will explore how market participants are moving away from yesterday’s cumbersome practices and are bringing new efficiency to client relationships.
WESCML: A Data Standard for Exchanging Water and Energy Supply and Consumptio...Jonathan Yu
Slides from a talk given at the International Hydroinformatics Conference Incheon, South Korea 22 Aug '16 on the Water and Energy Supply and Consumption markup language data standard (WESCML) and its supporting tools.
http://wescml.org
Paper here: http://dx.doi.org/10.1016/j.proeng.2016.07.451
Australia's Environmental Predictive CapabilityTERN Australia
Federating world-leading research, data and technical capabilities to create Australia’s National Environmental Prediction System (NEPS).
Community consultation presentation.
3-12 February 2020
Dr Michelle Barker (Facilitator)
(Presentation v5)
Event: International Green Building Conference (IGBC) 2014
Speaker: Stephen Selkowitz, Group Leader, Windows and Building Envelope Materials Group & Senior Advisor, Building Technologies and Urban Systems Department, Lawrence Berkeley National Laboratory
Synopsis:
Enhancing building performance is a central feature of Singapore’s quest for a green building future and this need is echoed across the planet. Global climate change, resource challenges and environmental quality are urgent motivations for transforming the patterns and practices of energy use in the building sector.
This is reinforced with the growing interest in enhancing the indoor environment of buildings to enhance health, comfort and performance, and in tying the operation and performance of buildings more intimately to the electric grid that supplies them. A plausible set of questions to ask in terms of building performance is “What performance goals should we achieve?” and “How are we going to get there?” We explore the answers to these questions through the perspective of recent experience in the U.S. and try to understand the similarities and differences in experience between Europe, Asia and the U.S. Two key perspectives are explored: 1) the degree to which new technologies, integrated systems and human-centered design practice allows us to approach the vision of Zero Energy Buildings and 2) the gap that remains between what has been achieved as proof-of-concept and by innovative teams vs. what has proven feasible to rapidly scale.
Data Facilities Workshop - Panel on Current Concepts in Data Sharing & Intero...EarthCube
This series of presentations was given at the EarthCube Data Facilities End-User Workshop held January 15-17, 2014 in Washington, DC. This workshop provided a forum to discuss the unique requirements and challenges associated with developing the communication, collaboration, interoperability, and governance structures that will be required to build EarthCube in conjunction with existing and emerging NSF/GEO facilities.
This panel and discussion, specifically, outlined and explained several current concepts in data sharing and interoperability, featuring presentations by:
Paul Morin (UMN): Polar Cyberinfrastructure
Don Middleton (UCAR): Atmospheric/Climate
Kerstin Lehnert (LDEO): Domain Repositories & Physical Samples
David Schindel (CBOL, GRBio): Biological Perspective & Collections
Hank Leoscher (NEON): Observation Networks
Daniel Fuka (Virginia Tech) and Ruth Duerr (NSIDC): Brokering
Ilya Zaslavsky (UCSD): Cross-Domain Interoperability
An overview of the new ESRC Transformative research project given by Andy Newing to MRS Census and Geodemographic Group (CGG) hosted by GFK NOP, 19th November 2013 at Ludgate House, London
AI BASED PPT FOR PROJCTS USEFUL FOR EDITINGLokesh147875
Creating a comprehensive discussion on artificial intelligence (AI) that spans 3000 words would cover a vast array of topics, including its history, development, applications, ethical implications, and future prospects. To give you an idea of what such an extensive essay might entail, here's an outline highlighting key points that could be explored in each section:
1. **Introduction to Artificial Intelligence (500 words)**
- Definition of AI.
- Brief history and evolution of AI.
- Key milestones in AI development.
2. **Fundamental Concepts and Technologies in AI (500 words)**
- Machine Learning and Deep Learning.
- Neural Networks.
- Natural Language Processing (NLP).
- Computer Vision.
- Robotics and Automation.
3. **Applications of AI Across Various Sectors (500 words)**
- AI in Healthcare: diagnostics, treatment planning, drug discovery.
- AI in Business: customer service, data analysis, automation.
- AI in Transportation: autonomous vehicles, traffic management.
- AI in Education: personalized learning, grading systems.
- AI in Entertainment: gaming, content creation.
4. **Ethical Considerations and Challenges in AI (500 words)**
- Bias and fairness in AI algorithms.
- Privacy concerns with AI technologies.
- AI and job displacement.
- Ethical AI development and use.
5. **AI's Global Impact and Policy Implications (500 words)**
- AI's impact on global economies.
- International regulations and policies on AI.
- AI in global governance and security.
6. **The Future of AI and Emerging Trends (500 words)**
- Advancements in AI technologies.
- Potential future applications and innovations.
- The role of AI in shaping future societies.
In a detailed essay, each of these sections would delve into specific examples, case studies, and theoretical frameworks, providing a comprehensive understanding of AI. The essay would not only inform about the current state of AI but also provoke thought about its future implications and how society might adapt to and shape these emerging technologies.Creating a comprehensive discussion on artificial intelligence (AI) that spans 3000 words would cover a vast array of topics, including its history, development, applications, ethical implications, and future prospects. To give you an idea of what such an extensive essay might entail, here's an outline highlighting key points that could be explored in each section:
1. **Introduction to Artificial Intelligence (500 words)**
- Definition of AI.
- Brief history and evolution of AI.
- Key milestones in AI development.
2. **Fundamental Concepts and Technologies in AI (500 words)**
- Machine Learning and Deep Learning.
- Neural Networks.
- Natural Language Processing (NLP).
Creating a comprehensive discussion on artificial intelligence (AI) that spans 3000 words would cover a vast array of topics, including its history, development, applications, ethical implications, and futUETR
Forecasting Residential Aged Care Demand in AustraliaHamish Robertson
A presentation at the Australian Association of Gerontology in 2012. This is about the application of spatial science to the problems associated with the disconnects between health and social care services. It also addresses how we might link demographic change and age-related health concerns through spatial science applications.
Optique - to provide semantic end-to-end connection between users and data sources; enable users to rapidly formulate intuitive queries using familiar vocabularies and conceptualisations and return timely answers from large scale and heterogeneous data sources.
Richard Skarbez presented a seminar titled "Cognitive Illusions in Virtual Reality: What do I mean? And why should you care?" as part of the SMART Seminar Series on the 4th March 2019.
More information:
https://news.eis.uow.edu.au/event/cognitive-illusions-in-virtual-reality-what-do-i-mean-and-why-should-you-care/
Keep updated with future events: http://www.uoweis.co/events/category/smart-infrastructure-facility
Dr Ricardo Peculis presented a seminar titled "Trusted Autonomous Systems as System of Systems" as part of the SMART Seminar Series on 19th February 2019.
More information:
https://news.eis.uow.edu.au/event/trusted-autonomous-systems-as-system-of-systems/
Keep updated with future events: http://www.uoweis.co/events/category/smart-infrastructure-facility"
David Kennewell presented a seminar titled " "The Evolution of the Metric System: From Precious Lumps of Metal to Constants of Nature" as part of the SMART Seminar Series on 1st November 2018.
More information:
https://news.eis.uow.edu.au/event/the-evolution-of-the-metric-system-from-precious-lumps-of-metal-to-constants-of-nature/
Keep updated with future events: http://www.uoweis.co/events/category/smart-infrastructure-facility"
Dr Ilya Budovsky presented a seminar titled "The Evolution of the Metric System: From Precious Lumps of Metal to Constants of Nature" as part of the SMART Seminar Series on 1st November 2018.
More information:
https://news.eis.uow.edu.au/event/the-evolution-of-the-metric-system-from-precious-lumps-of-metal-to-constants-of-nature/
Keep updated with future events: http://www.uoweis.co/events/category/smart-infrastructure-facility/
Dr Johan Barthelemy presented a seminar titled "Using AI and edge computing devices for traffic flow monitoring" as part of the SMART Seminar Series on 11th October 2018.
More information: https://news.eis.uow.edu.au/event/using-ai-and-edge-computing-devices-for-traffic-flow-monitoring/
Keep updated with future events: http://www.uoweis.co/events/category/smart-infrastructure-facility/
Prof Willy Susilo presented a seminar titled "Blockchain and its Applications" as part of the SMART Seminar Series on 20th September 2018.
More information: https://news.eis.uow.edu.au/event/blockchain-and-its-applications/
Keep updated with future events: http://www.uoweis.co/events/category/smart-infrastructure-facility/
Prof Theirry Monteil & Fabian Ho presented a seminar titled "From an IoT cloud based architecture to Edge for dynamic service" as part of the SMART Seminar Series on 24th August 2018.
More information: https://news.eis.uow.edu.au/event/from-an-iot-cloud-based-architecture-to-edge-for-dynamic-service/
Keep updated with future events: http://www.uoweis.co/events/category/smart-infrastructure-facility/
Dr Bobby Du and Paul-Antonin Dublanche presented a seminar titled "Is bus bunching serious in Sydney? Preliminary findings based on Opal card data analysis" as part of the SMART Seminar Series on 2nd August 2018.
More information: https://news.eis.uow.edu.au/event/is-bus-bunching-serious-in-sydney-preliminary-findings-based-on-opal-card-data-analysis/
Keep updated with future events: http://www.uoweis.co/events/category/smart-infrastructure-facility/
Dr Nicolas Verstaevel presented a seminar titled "Keep it SMART, keep it simple! – Challenging complexity with self-organising software" as part of the SMART Seminar Series on 24th July 2018.
More information: https://news.eis.uow.edu.au/event/keep-it-smart-keep-it-simple-challenging-complexity-with-self-organising-software/
Keep updated with future events: http://www.uoweis.co/events/category/smart-infrastructure-facility/
Dr Boulent Imam presented a seminar titled "Risk-based bridge assessment under changing load-demand and environmental conditions" as part of the SMART Seminar Series on 17th July 2018.
More information: https://news.eis.uow.edu.au/event/risk-based-bridge-assessment-under-changing-load-demand-and-environmental-conditions/
Keep updated with future events: http://www.uoweis.co/events/category/smart-infrastructure-facility/
Dr Rohan Wickramasuriya presented a seminar titled "Deep Learning: Fundamentals and Practice" as part of the SMART Seminar Series on 29th May 2018.
More information: http://www.uoweis.co/event/deep-learning-fundamentals-and-practice/
Keep updated with future events: http://www.uoweis.co/events/category/smart-infrastructure-facility/
Dr Sarah Dunn presented a seminar titled "Infrastructure Resilience: Planning for Future Extreme Events" as part of the SMART Seminar Series on 12th April 2018.
More information: http://www.uoweis.co/event/infrastructure-resilience-planning-for-future-extreme-events/
Keep updated with future events: http://www.uoweis.co/events/category/smart-infrastructure-facility/
Dr George Grozev presented a seminar titled "Potential use of drones for infrastructure inspection and survey: as part of the SMART Seminar Series on 27th March 2018.
More information: http://www.uoweis.co/event/potential-use-of-drones-for-infrastructure-inspection-and-survey/
Keep updated with future events: http://www.uoweis.co/events/category/smart-infrastructure-facility/
Professor Timoteo Carletti presented a seminar titled "A journey in the zoo of Turing patterns: the topology does matter as part of the SMART Seminar Series on 8th March 2018.
More information: http://www.uoweis.co/event/a-journey-in-the-zoo-of-turing-patterns-the-topology-does-matter/
Keep updated with future events: http://www.uoweis.co/events/category/smart-infrastructure-facility/
Dr Carole Adam presented a seminar titled Human behaviour modelling and simulation for crisis management as part of the SMART Seminar Series on 1st March 2018.
More information: http://www.uoweis.co/event/human-behaviour-modelling-and-simulation-for-crisis-management/
Keep updated with future events: http://www.uoweis.co/events/category/smart-infrastructure-facility/
Professor Graham Harris presented a seminar titled Dealing with uncertainty: With the observer in the loop as part of the SMART Seminar Series on 13th February 2018.
More information: http://www.uoweis.co/event/dealing-with-uncertainty-with-the-observer-in-the-loop/
Keep updated with future events: http://www.uoweis.co/events/category/smart-infrastructure-facility/
Senior Professor Pascal Perez presented on Smart Cities; The Good, The Bad & The Ugly as part of the SMART Seminar Series on 30th January 2018.
More information: http://www.uoweis.co/event/smart-cities-the-good-the-bad-the-ugly/
Keep updated with future events: http://www.uoweis.co/events/category/smart-infrastructure-facility/
Visiting PhD student, Morgane Dumont presented on how to improve the order of evolutionary models in agent-based simulations for population dynamics as part of the SMART Seminar Series on 15 December 2017.
More information: http://www.uoweis.co/event/how-to-improve-the-order-of-evolutionary-models-in-agent-based-simulations-for-population-dynamics/
Keep updated with future events: http://www.uoweis.co/tag/smart-infrastructure/
Professor Tierry Monteil, professor in computer science at INSA – University of Toulouse and researcher at LAAS-CNRS presented on OneM2M and the interoperatbility of the IoT as part of the SMART Seminar Series on 13 December 2017.
More information: http://www.uoweis.co/event/onem2m-towards-end-to-end-interoperability-of-the-iot/
Keep updated with future events: http://www.uoweis.co/tag/smart-infrastructure/
Professor Peter Bridgewater, Chair of Landcare ACT and Adjunct Professor in Terrestrial and Marine Biodiversity Governance at the University of Canberra, presented on blue-green vs grey-black infrastructure and which is the best way forward, as part of the SMART Seminar Series on 24 November 2017.
More information: http://www.uoweis.co/event/blue-green-vs-grey-black-infrastructure-which-is-best-for-c21st-survival/
Keep updated with future events: http://www.uoweis.co/tag/smart-infrastructure/
We have compiled the most important slides from each speaker's presentation. This year’s compilation, available for free, captures the key insights and contributions shared during the DfMAy 2024 conference.
The Internet of Things (IoT) is a revolutionary concept that connects everyday objects and devices to the internet, enabling them to communicate, collect, and exchange data. Imagine a world where your refrigerator notifies you when you’re running low on groceries, or streetlights adjust their brightness based on traffic patterns – that’s the power of IoT. In essence, IoT transforms ordinary objects into smart, interconnected devices, creating a network of endless possibilities.
Here is a blog on the role of electrical and electronics engineers in IOT. Let's dig in!!!!
For more such content visit: https://nttftrg.com/
Saudi Arabia stands as a titan in the global energy landscape, renowned for its abundant oil and gas resources. It's the largest exporter of petroleum and holds some of the world's most significant reserves. Let's delve into the top 10 oil and gas projects shaping Saudi Arabia's energy future in 2024.
NO1 Uk best vashikaran specialist in delhi vashikaran baba near me online vas...Amil Baba Dawood bangali
Contact with Dawood Bhai Just call on +92322-6382012 and we'll help you. We'll solve all your problems within 12 to 24 hours and with 101% guarantee and with astrology systematic. If you want to take any personal or professional advice then also you can call us on +92322-6382012 , ONLINE LOVE PROBLEM & Other all types of Daily Life Problem's.Then CALL or WHATSAPP us on +92322-6382012 and Get all these problems solutions here by Amil Baba DAWOOD BANGALI
#vashikaranspecialist #astrologer #palmistry #amliyaat #taweez #manpasandshadi #horoscope #spiritual #lovelife #lovespell #marriagespell#aamilbabainpakistan #amilbabainkarachi #powerfullblackmagicspell #kalajadumantarspecialist #realamilbaba #AmilbabainPakistan #astrologerincanada #astrologerindubai #lovespellsmaster #kalajaduspecialist #lovespellsthatwork #aamilbabainlahore#blackmagicformarriage #aamilbaba #kalajadu #kalailam #taweez #wazifaexpert #jadumantar #vashikaranspecialist #astrologer #palmistry #amliyaat #taweez #manpasandshadi #horoscope #spiritual #lovelife #lovespell #marriagespell#aamilbabainpakistan #amilbabainkarachi #powerfullblackmagicspell #kalajadumantarspecialist #realamilbaba #AmilbabainPakistan #astrologerincanada #astrologerindubai #lovespellsmaster #kalajaduspecialist #lovespellsthatwork #aamilbabainlahore #blackmagicforlove #blackmagicformarriage #aamilbaba #kalajadu #kalailam #taweez #wazifaexpert #jadumantar #vashikaranspecialist #astrologer #palmistry #amliyaat #taweez #manpasandshadi #horoscope #spiritual #lovelife #lovespell #marriagespell#aamilbabainpakistan #amilbabainkarachi #powerfullblackmagicspell #kalajadumantarspecialist #realamilbaba #AmilbabainPakistan #astrologerincanada #astrologerindubai #lovespellsmaster #kalajaduspecialist #lovespellsthatwork #aamilbabainlahore #Amilbabainuk #amilbabainspain #amilbabaindubai #Amilbabainnorway #amilbabainkrachi #amilbabainlahore #amilbabaingujranwalan #amilbabainislamabad
Understanding Inductive Bias in Machine LearningSUTEJAS
This presentation explores the concept of inductive bias in machine learning. It explains how algorithms come with built-in assumptions and preferences that guide the learning process. You'll learn about the different types of inductive bias and how they can impact the performance and generalizability of machine learning models.
The presentation also covers the positive and negative aspects of inductive bias, along with strategies for mitigating potential drawbacks. We'll explore examples of how bias manifests in algorithms like neural networks and decision trees.
By understanding inductive bias, you can gain valuable insights into how machine learning models work and make informed decisions when building and deploying them.
Final project report on grocery store management system..pdfKamal Acharya
In today’s fast-changing business environment, it’s extremely important to be able to respond to client needs in the most effective and timely manner. If your customers wish to see your business online and have instant access to your products or services.
Online Grocery Store is an e-commerce website, which retails various grocery products. This project allows viewing various products available enables registered users to purchase desired products instantly using Paytm, UPI payment processor (Instant Pay) and also can place order by using Cash on Delivery (Pay Later) option. This project provides an easy access to Administrators and Managers to view orders placed using Pay Later and Instant Pay options.
In order to develop an e-commerce website, a number of Technologies must be studied and understood. These include multi-tiered architecture, server and client-side scripting techniques, implementation technologies, programming language (such as PHP, HTML, CSS, JavaScript) and MySQL relational databases. This is a project with the objective to develop a basic website where a consumer is provided with a shopping cart website and also to know about the technologies used to develop such a website.
This document will discuss each of the underlying technologies to create and implement an e- commerce website.
CW RADAR, FMCW RADAR, FMCW ALTIMETER, AND THEIR PARAMETERSveerababupersonal22
It consists of cw radar and fmcw radar ,range measurement,if amplifier and fmcw altimeterThe CW radar operates using continuous wave transmission, while the FMCW radar employs frequency-modulated continuous wave technology. Range measurement is a crucial aspect of radar systems, providing information about the distance to a target. The IF amplifier plays a key role in signal processing, amplifying intermediate frequency signals for further analysis. The FMCW altimeter utilizes frequency-modulated continuous wave technology to accurately measure altitude above a reference point.
Cosmetic shop management system project report.pdfKamal Acharya
Buying new cosmetic products is difficult. It can even be scary for those who have sensitive skin and are prone to skin trouble. The information needed to alleviate this problem is on the back of each product, but it's thought to interpret those ingredient lists unless you have a background in chemistry.
Instead of buying and hoping for the best, we can use data science to help us predict which products may be good fits for us. It includes various function programs to do the above mentioned tasks.
Data file handling has been effectively used in the program.
The automated cosmetic shop management system should deal with the automation of general workflow and administration process of the shop. The main processes of the system focus on customer's request where the system is able to search the most appropriate products and deliver it to the customers. It should help the employees to quickly identify the list of cosmetic product that have reached the minimum quantity and also keep a track of expired date for each cosmetic product. It should help the employees to find the rack number in which the product is placed.It is also Faster and more efficient way.
Cosmetic shop management system project report.pdf
ISNGI 2016 - Pitch: "Energy epidemiology in the existing Australia housing stock" - Dr Daniel Daly
1. Energy Epidemiology in the
Existing Australia Housing
Stock
Daniel Daly
Associate Research Fellow
Sustainable Buildings Research Centre
2. The 30 Sec. Pitch
1. Create an empirical, robust, geo-located
database of relevant building and energy
data for the existing and future building
stock with minimal data gaps.
2. Develop powerful, spatially explicit and
user-friendly Housing Stock Mapping
visualisation and analysis tools to access
this information
Epidemiology:
the study of health and disease conditions in
a population.
Energy Epidemiology:
The study of energy use in a population
3. The 30 Sec. Pitch
1. Create an empirical, robust, geo-located
database of relevant building and energy
data for the existing and future building
stock with minimal data gaps.
2. Develop powerful, spatially explicit and
user-friendly Housing Stock Mapping
visualisation and analysis tools to
access this information
4. Background and
Significance
• Emissions reduction
targets:
– 26-28% reduction from 2005
by 2030
• Australia's housing stock:
– Contribute ≈ 12% of
emissions
– demolition rate ≈0.18% per
annum, new stock addition
≈2% per annum
– In 2030, ≈ 75% of the housing
stock will remain.
6. Background and
Significance
• Currently, there is no centralised data repository to house building
and energy related information
• Last major survey of Australian Housing was in 1986 (ABS National
Energy Survey)
• There is data related to the housing stock, but it is held by disparate
organisations, e.g.
– Planning (BASIX)
– Rebate, audit and assessment schemes
– ABS surveys and Census
– Utilities information
– Research: sample interventions, surveys, etc…)
– Related demographic data (census, etc…)
• We don’t know what we know!
8. Innovation
• Development of a Housing Stock Database is
catch-up research:
– UK have English Housing Survey
– US have Residential Energy Consumption Survey
– EU have Energy Performance Certificate Database
• Energy Epidemiology is an emerging field, with great
opportunity for innovation:
– Energy Epidemiology is the analyses of real building energy use
(and relevant contextual information) at scale.
– RCUK Centre for Energy Epidemiology
– IEA Annex 70: Energy Epidemiology
9. Limitations
• Data Availability and Accessibility
• Data Granularity
• Data Coverage
• Data Definitions
• Data Reliability and Quality
10. Limitations
Type
Parameters Coverage
Dwelling Specific Dwelling structure BASIX, HPSP, ABS, AURIN
Floor area (m2) OR Number of Bedrooms BASIX, INS OR AURIN, HPSP, BASIX
Insulation location OR Added/Total R-Value INS
Floor construction detail BASIX
Roof construction detail BASIX
Age/Construction period BASIX, NEXIS
Wall construction type BASIX
Orientation and size of main glazing BASIX
Exposure of fabric None
Number of storeys BASIX
System Specific Heater type BASIX, INS, HPSP Supp
Cooler type BASIX, INS, HPSP Supp
Is the space conditioned? AURIN, BASIX
Hot water system type HPSP, HWS, BASIX
Solar PV system output (OR angle, size and type) SBS
Other
Property Address AURIN, HPSP, HWS, TLT, WMR, BASIX, INS
Historical records of electricity consumption End En (SA1 Level)
Number of residents HPSP, HWS, TLT, TLT (SW), WMR, WMR (SW), INS
Historical records of Water consumption None
Historical records of gas consumption None
11. Limitations
• Data Availability and Accessibility
• Data Granularity
• Data Coverage
• Data Definitions
• Data Reliability and Quality
12. The 30 Sec. Pitch
1. Create an empirical, robust, geo-located
database of relevant building and energy
data.
2. Develop visualisation and analysis tools
to access this information
13. Pitch version II - Specifics
• Continue sourcing and compiling data into
centralised, fused database (HSM Phase II)
• Expand database to include relevant non-
building/energy data (e.g. demographics)
• Establish common data collection, definition, and
storage standards to capture new data.
• Identify key data gaps, and develop data
sourcing or sampling methodologies to source
data (Census, targeted field surveys)
• Develop discrete inference and projection layer
in database (Innovation)
14. Nominal Questions
• Who do you see as the key stakeholders in this work,
and who are the key end-users?
• How do we get diverse stakeholders to agree to a
common data definition, format and collection strategy
for fundamental housing characteristics (e.g. Dwelling
Type, Age, etc..)?
• What methods may be used to help deal with the data
quality concerns?