Portrait of Dr. Fariza Sabrina

Dr. Fariza Sabrina

PhD (UNSW), MER (USyd), GCETT (Feduni), BScEng(BUET), HNC (Bus & Fin)(Coventry University, UK)

Associate Professor - HoC Undergraduate ICT

School of Engineering and Technology

Centre for Intelligent Systems


About Me

I am an Associate Professor and Head of Course for Undergraduate ICT at CQUniversity. I founded and lead the Cybersecurity and Networking Research Cluster within the Centre for Machine Learning, Networking and Education Technology (CML-NET). I hold a PhD in Computer Science and Engineering from the University of New South Wales and a Master of Engineering (Research) in Electrical and Information Engineering from the University of Sydney. I previously worked as a Postdoctoral Research Fellow and Research Scientist at CSIRO, Australia’s national science agency.

My research focuses on secure and trustworthy digital systems, spanning cybersecurity, artificial intelligence, blockchain, networking, and quantum technologies. My work explores AI-driven cybersecurity, large language models, privacy-preserving AI (including federated learning), and secure data sharing to address challenges in healthcare, smart agriculture, supply chains, smart grids, and Internet of Things (IoT) environments. I have authored and co-authored more than 70 publications, including papers in leading international journals and conferences, and was included in the 2025 Stanford–Elsevier list of the world’s top 2% of scientists.

I am passionate about building research capability through supervision, academic mentoring, and international collaboration. I founded CQUniversity’s ICT Research Seminar Series, providing a platform for researchers, industry professionals, and government stakeholders to exchange ideas, build partnerships, and foster research innovation.

My educational leadership and scholarship focus on curriculum innovation, industry engagement, student success and retention, academic integrity, and the responsible integration of AI in higher education. My research on collaborative reflective practice has informed educational initiatives, and I contributed to the AI-Powered Pedagogy Toolkit hosted on TEQSA’s Generative AI Knowledge Hub.

Through my teaching, research, leadership, and partnerships, I aim to advance secure and responsible digital innovation and prepare students for careers as ICT professionals, researchers, and academic leaders.

General

Universities Studied At

  • PhD in Computer Science and Engineering, University of New South Wales, Australia
  • Master of Engineering (Research) in Electrical and Information Engineering, The University of Sydney, Australia
  • Graduate Certificate in Tertiary Education and Teaching, Federation University, Australia
  • Bachelor of Science in Electrical and Electronic Engineering (Hons), Bangladesh University of Engineering & Technology (BUET), Bangladesh
  • Higher National Certificate (HNC) in Business and Finance, Coventry University, United Kingdom (UK)

Universities Worked At

  • School of Computer Science and Engineering, The University of New South Wales, Australia
  • School of Electrical and Information Engineering, The University of Sydney, Australia
  • Faculty of Engineering, International Islamic University Malaysia (IIUM), Kuala Lumpur, Malaysia
  • School of IT and Engineering, Federation University, Australia

Awards

  • Stanford–Elsevier recognition (2025): Included in the list of the world’s top 2% of scientists.
  • CSIRO ON Prime Performance Bonus (2023): Team Leader, Self-managed Data Privacy project.
  • CSIRO ON Prime Marketing Bonus Prize (2023): Team Leader, Self-managed Data Privacy project.
  • Best Paper Award (2019): International Telecommunication Networks and Applications Conference (ITNAC), for A Novel Entitlement-based Blockchain-enabled Security Architecture for IoT.
  • Best Paper Award (2003): International Conference on Telecommunications (ICT), for A Novel Architecture for Resource Management in Active Networks Using a Directory Service.

Media Citations

  Selected News and Research Highlights

Previous teaching

Taught and coordinated undergraduate and postgraduate ICT and Engineering units at:

  • University of Sydney, Australia
  • University of New South Wales, Australia
  • Federation University Australia, Australia
  • Melbourne Institute of Technology, Sydney, Australia
  • International Islamic University Malaysia, Kuala Lumpur, Malaysia

 

Professional Experience

  • CSIRO ICT Centre, Sydney: Postdoctoral Research Fellow and Research Scientist in the Networking Technologies Lab.
  • Westpac Banking Corporation, Sydney: IT Consultant.
  • Smart Internet Technology Cooperative Research Centre: Researcher.
  • Macchina Pty Ltd, Sydney: Researcher.

Professional Memberships

I hold professional memberships with the following organisations:

  • Institute of Electrical and Electronics Engineers (IEEE) and IEEE Communications Society
  • Association for Computing Machinery (ACM)
  • Australian Computer Society (ACS) — MACS CP; IP3P
  • Australian Information Security Association (AISA)
  • Higher Education Research and Development Society of Australasia (HERDSA)

Responsibilities

  • Head of Course — Undergraduate ICT: Provide strategic and academic leadership for undergraduate ICT programs, including course development, curriculum review, quality assurance and academic coordination, while supporting student success across campus and online delivery.
  • Research Cluster Leader — Cybersecurity and Networking (CML-NET): Lead collaborative research initiatives, develop multidisciplinary partnerships, support competitive grant applications and strengthen research capability through mentoring and researcher development.
  • Founder and Chair - CoICT and CML-NET Research Seminar Series: Organise and chair regular research seminars featuring university, industry and government speakers to promote scholarly exchange, research visibility and collaboration.
  • Higher Research Degree Supervision: Supervise and mentor higher degree research candidates, providing guidance on research design, methodology, publication and thesis development.
  • Academic Mentoring and Staff Leadership: Mentor and support academic staff in teaching, research, leadership development and career progression.
  • Scholarship of Learning and Teaching: Lead and contribute to collaborative higher education research focusing on reflective practice, academic integrity, curriculum innovation and the responsible integration of artificial intelligence.
  • Industry and Community Engagement: Develop industry partnerships, support industry-linked student projects, facilitate research collaborations and contribute to community cybersecurity outreach and digital literacy initiatives.

Professional Interests

I contribute to the international research community through conference service and journal peer review. I have served on Technical Program Committees (TPCs) for international conferences including the IEEE Conference on Local Computer Networks (LCN), the International Telecommunication Networks and Applications Conference (ITNAC), the IEEE International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom), the International Conference on Neural Information Processing (ICONIP), and the International Conference on Signal Processing and Communication Systems (ICSPCS). My engagement with the higher education community includes conference reviewing and session chairing for the Higher Education Research and Development Society of Australasia (HERDSA). 

I also review manuscripts for peer-reviewed journals, including IEEE Transactions on Mobile Computing, IEEE Transactions on Network and Service Management, IEEE Access, Computer Communications, Sensors, Computers, and Electronics

Editor

  • Guest Editor, International Journal of Environmental Research and Public Health (IJERPH)
  • Guest Editor, Electronics
  • Guest Editor, Computation

Research Supervision

Accreditation

I am currently accredited for supervision in the following:

  • 4699 Other Information and Computing Sciences

Current Capacity

I am currently available to supervise more research candidates

Current Supervision

Doctor of Philosophy
A Secure and Adaptive Post-Quantum Group-Key Migration Framework for Heterogeneous Critical-Infrastructure OT Systems
Associate Supervisor
Doctor of Philosophy
Explainable and Adaptive Edge AI for Real-Time Intrusion Detection in Resource-Constrained IoT Edge Networks
Associate Supervisor
Master of Research
Graph-Based Machine Learning Framework for Cross -Protocol Vulnerability Prediction in IoT and Smart GridCommunication Systems
Associate Supervisor
Doctor of Philosophy
Hybrid Quantum Machine Learning for Real Time Communication Flow Change and Anomaly Detection.
Associate Supervisor
Master of Research
Machine Learning-Based Detection and Prediction of Cyber Threats in Critical Infrastructure SupplyChains Using Deep Learning and Anomaly Detection Techniques
Principal Supervisor
Doctor of Philosophy
Optimized Post-Quantum Blockchain with Quantum Communication and Hybrid Neural Networks for Secure and Scalable IoT Communication and Storage
Associate Supervisor
Master of Research
Development of a visual decision Support tool for predicting the remaining service life of concrete pavement
Associate Supervisor
Doctor of Philosophy (Industry)
Commercial Confidentiality Preserving Blockchain-Based Supply Chain Integration
Principal Supervisor
Master of Research
A Comprehensive Analysis of Battery-Free Solar-Powered Smart Irrigation System
Associate Supervisor
PhD (Offshore)
Critical success factors affecting the successful adoption of digital twin technology in Cambodia’s real estate industry
Associate Supervisor
Doctor of Philosophy (Industry)
AI‑Based Predictive Threat Detection Model for Australian SME Cloud Environments
Principal Supervisor
Master of Research
Data-Driven Marketplace for Mass Deployment of Electric Vehicle Networks: A Case Study of Kathmandu
Associate Supervisor
Master of Research
Trust-Based Defense Against Model Poisoning in Hybrid Quantum-Classical Federated Learning
Principal Supervisor
Master of Research
Machine learning Models for Early Warning of Landslide Risks in Bhutan using Climate and Satellite Data
Associate Supervisor
Master of Research
Enhancing Scalability and Cost-Efficiency in Web Applications through Serverless Architectures
Associate Supervisor
Doctor of Philosophy (Industry)
AI‑Based Predictive Threat Detection Model for Australian SME Cloud Environments
Principal Supervisor
Master of Research
Enhancing Scalability and Cost-Efficiency in Web Applications through Serverless Architectures
Associate Supervisor
Doctor of Philosophy
Improving Detection of Living off the Land (LOTL) Abuse Using Ensemble Machine Learning Techniques
Principal Supervisor
Master of Research
Detecting Anomalies from System Event Logs using Natural Language Processing and Deep Learning
Principal Supervisor

Complete Supervision

Doctor of Philosophy
Convergence of AI and Blockchain: A Modular Architecture for Smart Agriculture Systems
Associate Supervisor

Research Interests

Education

Curriculum and Pedagogy - Curriculum and Pedagogy Theory and Development

Information And Computing Sciences

Applied computing - Applications in health

Information And Computing Sciences

Artificial intelligence - Artificial intelligence not elsewhere classified

Information And Computing Sciences

Cybersecurity and privacy - Cybersecurity and privacy not elsewhere classified

Information And Computing Sciences

Cybersecurity and privacy - Data and information privacy

Information And Computing Sciences

Cybersecurity and privacy - Data security and protection

Information And Computing Sciences

Cybersecurity and privacy - System and network security

Information And Computing Sciences

Distributed Computing - Networking and Communications

Information And Computing Sciences

Distributed computing and systems software - Cloud computing

Information And Computing Sciences

Distributed computing and systems software - Cyberphysical systems and internet of things

Technology

Communications Technologies - Computer Communications Networks

Technology

Communications Technologies - Wireless Communications

Publications

No publications to display.

Teaching

Higher Education

No information to display

Vocational Education and Training

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