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Melbourne – From Worthless Data to Intelligent Assets: Edge Federated Machine Learning in Real Work Asset Management

3 March @ 5:30 pm - 7:00 pm AEDT
FREE FOR MEMBERS

Asset-intensive organisations have invested heavily in enterprise asset management systems and condition monitoring infrastructure, yet most operational data remains underutilised. This presentation challenges the conventional centralised analytics approach and introduces edge federated machine learning as a transformative architecture for physical asset management.

Drawing on real-world implementations across Australian transport, ports and heavy industry, this session demonstrates how edge computing, combined with federated learning, addresses four critical barriers to intelligent maintenance:

  • Isolated asset knowledge that prevents fleet-wide learning
  • Data silos across facilities that block insight sharing
  • Cloud analytics latency that misses split-second failure indicators
  • Privacy concerns that lock away valuable operational data

Topics: Data governance, quality and utilisation

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Shane Scriven is the Founder and Managing Director of SAS Asset Management, an Australian consultancy specialising in advanced analytics and AI for asset-intensive industries. He holds the Certified Senior Practitioner in Asset Management (CSAM) and Certified Asset Management Assessor (CAMA) credentials, alongside multiple certifications in lubrication and vibration analysis. With over a decade of experience spanning transport, defence, mining, healthcare and manufacturing, Shane has built a reputation for bridging traditional asset management with emerging technologies. His current work centres on edge computing, federated machine learning and real-time diagnostic systems for clients across rolling stock, port operations and heavy industry — turning maintenance data into actionable, predictive insights. A recipient of the Project of the Year Award for his work in structural health monitoring, Shane is driven to deliver tailored solutions that merge best-practice frameworks, such as ISO 55001 and GFMAM, with the practical realities of each organisation. He is equally passionate about advocating for mental health, resilience and adaptability in the workplace and broader community.

Details

Venue

  • Grand Hotel (Gaylord Restaurant Conference Room)
  • 33 Spencer Street
    Docklands, VIC 3008 Australia     + Google Map