Data‑Driven Framework for Sustainable Offshore Wind Development

A Data-Driven Framework for Sustainable Offshore Wind Development

Project Leader: Kourosh Khoshelham (University of Melbourne)

Co-investigators: Daniel Ierodiaconou (Deakin University), Branimir Radun (Oikon), Marko Radanovic (University of Melbourne), Peter Urban (Ghent University) and Alexandre C. G. Schimel (Deep)

Status: Completed

Project Brief

This project addresses the need for a standardised framework for ecological monitoring and reporting in offshore wind development. To shape more informed decision making, the team uses marine habitat mapping, spatial analysis and machine learning to integrate into a ready-to-implement approach for ecological assessments.

The project aims to inform Australia’s shift to renewable energy by using a data-driven framework to clarify previously unclear regulatory requirements, data collection uncertainty and establish clear protocol.

ACOWE’s support has helped them complete these key milestones:

• Achieved first place in the Machine Learning competition at the GeoHab conference in 2025
• Organised a workshop to deliver and spark conversation among government officials, researchers and offshore wind developers, leading to important conversations about the offshore wind industry
• Continuing to work towards future research through an ARC Linkage proposal and regular presentations at global conferences

This project hopes to shape future offshore wind industry protocols, promoting efficient approvals, cost-effective compliance and long-term ecological stewardship. Its analytical approach and analysis of the potential of advanced data techniques hopes to enhance marine environmental assessments will guide future regulatory action.