#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
Theme coordinator
Dr Buser Say
Projects
#50 Development of Artificial Neural Network and Automated Life Cycle Assessments for Cloud Based Residential Energy Estimations
#29 Real-time EH&S Intervention to Improve Site Safety (Scoping Study)
#33 Evaluation of emerging technologies for remote (virtual) inspections of building work
#44 Generative Architectural Design Engine
#46 Data analytics for structural fibre resources optimisation
Energy
Theme coordinator
Dr Victor Bunster
Projects
#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
#27 Environmental Decision-Support for Structures
#11 Environmental Credentials for Building Technology Platforms
#5 Automatic compliance and energy rating system
Building Operation and Performance
Theme coordinator
Dr Sara Omrani
Projects
#50 Development of Artificial Neural Network and Automated Life Cycle Assessments for Cloud Based Residential Energy Estimations
#60 Mass Timber Wellness in Workplaces
#32 Acoustic flanking performance of mid-rise light gauge steel (LGS) structures
#34 Acoustic flanking performance of mid‐rise Light Gauge Steel (LGS) structures – Phase 1 Scoping Study
#26 New materials for windows of the future