#50 Development of Artificial Neural Network and Automated Life Cycle Assessments for Cloud Based Residential Energy Estimations
This project will see the development of a next generation cloud based artificial neural network for new home operational energy efficiency and embodied carbon. It is intended that designers, builders and clients in both Australia and New Zealand will be able to utilise this engine to gain near real time feedback on the estimated energy performance and embodied carbon of a new home empowering those in the industry to make better informed decisions when it comes to sustainability, cost and performance.
Researchers on this project include: Dr Phil Christopher (Project Lead), Dr Khuong Bui, Dr Victor Bunster, Prof Tuan Ngo and Dr Lu Aye, Gavin Tonnet, Brett Donovan & Edward Massey
Lead researcher
Digitalisation
- Artificial Intelligence and Machine Learning
- Energy
- Building Operation and Performance
- Life Cycle Assessment
Artificial Intelligence and Machine Learning
Theme coordinator
Dr Buser Say
Projects
#90 Evaluating the effectiveness of roofing work inspection using remotely piloted aircraft systems
#85 From Digital Design to Human Robot Collaborative Masonry Construction
Light House Project #28: The application of computer vision to measure productivity and enhance safety on construction sites
#53 Process Engineering, and Design and Estimating Automation of Fleetwood’s Product Platform
#50 Development of Artificial Neural Network and Automated Life Cycle Assessments for Cloud Based Residential Energy Estimations
Energy
Theme coordinator
Dr Victor Bunster
Projects
#58 The Retrofit Housing Atlas
#76 Thermally active floor panels for cost effective space cooling
#105 Blockchain-powered peer-to-peer energy trading: Advancing sustainability and affordability in smart residential communities
#50 Development of Artificial Neural Network and Automated Life Cycle Assessments for Cloud Based Residential Energy Estimations
#36 Academic validation of performance gap research in energy rating systems
Building Operation and Performance
Theme coordinator
Dr Sara Omrani
Projects
#58 The Retrofit Housing Atlas
#76 Thermally active floor panels for cost effective space cooling
#55 Towards smart contracts and smart finance in construction – Phase 1
#105 Blockchain-powered peer-to-peer energy trading: Advancing sustainability and affordability in smart residential communities
#100 IEQ Monitoring of Aboriginal Housing Office 3D Printed Houses
Life Cycle Assessment
Theme coordinator
Dr Victor Bunster
Projects
#65 European Research Tour 2023: Berlin – Copenhagen – Malmö
#50 Development of Artificial Neural Network and Automated Life Cycle Assessments for Cloud Based Residential Energy Estimations
Light House Project #6: Malvern East Apartment Development
#59 Innovative Steel–Timber–Concrete Composite StrongFloor
#28 Componentised Internal Wall Systems for Multi-residential Applications