Team Name
Grid Gurus
Team Members
Ryan Ng
and
2 other members
with unpublished profiles.
Project Description
AI-SITE is a robust scoring system and analytical framework that identifies the most suitable locations for data centres across Australia. By combining connectivity, energy costs, climate risk, and population access into a single validated metric, AI-SITE provides data-driven insights for strategic decision-making. The project integrates principal component analysis (PCA) to highlight key drivers of suitability. We also have plans for future multi-criteria optimization to explore Pareto-optimal trade-offs, supporting flexible and resilient AI infrastructure planning.
Data Story
In this project, we analyzed public datasets on Australian infrastructure, energy grids, transport networks, population density, and climate risk to evaluate every local government area (LGA) in the country. The AI-SITE Index combines multiple factors into a single, validated score to rank LGAs for data center suitability. PCA was used to identify the main drivers of suitability, revealing that proximity to infrastructure dominates the decision. Future plans include multi-criteria optimization to explore trade-offs between cost, connectivity, and risk, providing decision-makers with a spectrum of optimal options for strategic AI infrastructure planning.
Population Grid (2024)
Description of Use
Used to estimate demand centres for data services and assess the possible workforce.
Data Set
Transport Infrastructure
Description of Use
Used to measure accessibility for construction and maintenance, and logistics efficiency.
Data Set
Flood Risk Maps
Description of Use
Used to evaluate natural disaster risk and avoid high-risk regions.
Data Set
Cyclone Risk Areas
Description of Use
Used to identify cyclone-exposed regions, reducing long-term risk for data centres.
Data Set
Annual Temperature Data
Description of Use
Used to assess cooling efficiency as cooler regions reduce operational costs of data centres.
Data Set
Ausgrid outage records
Description of Use
Used to measure energy reliability and highlight regions with frequent disruptions.
Data Set
Bushfire Risk (FFDI datasets)
Description of Use
Used to assess environmental risk and exclude areas prone to extreme bushfire danger. Contribute to the risk score of data centres.
Data Set
Electricity Transmission Lines
Description of Use
Used to evaluate connectivity to the grid and infrastructure resilience.
Data Set
Major Power Stations
Description of Use
Used to assess energy availability and renewable potential for data centre sustainability.
Data Set
Transmission Substations
Description of Use
Used to measure proximity to electricity supply, ensuring reliable power access for potential data centre sites.
Data Set