I am passionate about developing novel Artificial Intelligence technologies to help answer important questions in industry, healthcare, engineering, and Defense. My focus is on applied research where domain knowledge combined with data can provide solutions that mainstream “Big Data” and Machine Learning techniques cannot address. My expertise combines state-of-the-art machine learning & data analysis techniques, natural language processing technologies, and the “traditional” logic-based knowledge representation and reasoning techniques used for modelling, configuration, and diagnosis of technical systems.
I have a broad portfolio of applied research collaborations with individual businesses,... Read more
About me
I am passionate about developing novel Artificial Intelligence technologies to help answer important questions in industry, healthcare, engineering, and Defense. My focus is on applied research where domain knowledge combined with data can provide solutions that mainstream “Big Data” and Machine Learning techniques cannot address. My expertise combines state-of-the-art machine learning & data analysis techniques, natural language processing technologies, and the “traditional” logic-based knowledge representation and reasoning techniques used for modelling, configuration, and diagnosis of technical systems.
I have a broad portfolio of applied research collaborations with individual businesses, government, and Defence organisations. My research has helped overcome data silos and provide intelligent tools for Asset Management, Health Care, Oil & Gas and steel industries, Waste Management, Sustainable Development, Transportation, the Government sector, and Defence. I have also developed intelligent tools for configuration and fault diagnosis in software systems, technical systems, and associated business processes.
As a member of the Leadership Group in the Industrial AI Research Centre at UniSA, I am experienced in leading junior researchers and accustomed to collaborating with a variety of stakeholders in industry, government, and research institutions. My strong links with industry and Defence have resulted in a line of successful research projects on data platforms for engineering processes (AutoCRC), asset management (CIEAM CRC and FenEx CRC), scientific data collection (ANDS), health data collection (NECTAR), information management for law enforcement (Data to Decisions CRC), manufacturing (IMCRC), risk management in healthcare (DHCRC), multiple projects in the Defence context (information provenance for network analytics, behavioural simulation models, data-driven simulation processes, network analysis, narrative extraction) and several industry-funded projects related to data-driven optimisation in a variety of application areas. Overall, I have received ~$3.88M project funding in the last 5 years. Moreover, I was a Chief Investigator of 1 ARC Discovery Project grant, led the research directions of 5 postdoctoral fellows, graduated 8 PhD students, and published over 100+ scientific peer-reviewed papers.
About me
Doctor of Philosophy University of South Australia
Master of Science (Computer and Information Science) Vienna University of Technology
Artificial Intelligence,Data Analysis,Model-based Reasoning and Diagnosis,Program Analysis and Debugging,Product and process configuration and optimisation,Data integration, Systems interoperability,Data Modelling
Research
Excludes commercial-in-confidence projects.
Enhancing the RAN’s Undersea Surveillance Minimum Viable Capability, Defence SA, 14/03/2024 - 01/01/2026
FEnEX 21.RP3.0106: Asset Reliability and Risk Interoperability to Optimise Maintenance Execution and Improve Risk Management of Energy Producers, Future Energy Exports CRC Limited, 01/07/2022 - 01/01/2026
DHCRC-0156: A Predictive Harm Response Management algorithmic tool to reduce adverse events in healthcare setting, Digital Health CRC, 20/07/2021 - 30/06/2025
Narrative Visualisation for Multi-Domain Agile C2, Defence Science and Technology Group, 20/12/2023 - 31/12/2024
FEnEx CRC Project Zero - 20.RP0.001, Future Energy Exports CRC Limited, 01/12/2020 - 31/12/2024
FEnEx 20.RP3.0048: Open Specification for Analytics Interoperability, Future Energy Exports CRC Limited, 01/04/2021 - 31/03/2024
Int Policing: Entity Linking & Resolution, D2D CRC Limited, 01/01/2016 - 31/12/2019
CERA 329 DeepRay Glider Robust Autonomy, Cwth Dept of Defence, 24/03/2017 - 31/05/2019
Urban Best Practice Expert System, UN-Habitat, 16/05/2018 - 16/05/2019
Modelling Complex Warfighting Strategic Response Initiative, SR2, Defence Science and Technology Group, 09/04/2018 - 30/06/2018
Techniques of Generating Behavioral Models for Constructive Combat Simulations, Cwth Dept of Defence, 01/09/2016 - 30/05/2017
Ongoing Development of Automated Techniques of Generating Behavioural Models for Constructive Combat Simulations, Defence Science & Technology Organisation, 23/03/2016 - 01/06/2016
Research
Research outputs for the last seven years are shown below. Some long-standing staff members may have older outputs included. To see earlier years visit ORCID or Scopus
Open access indicates that an output is open access.
Year | Output |
---|---|
2024 |
|
2023 |
|
2023 |
|
2023 |
Open access
|
2021 |
|
2020 |
16
|
2019 |
1
|
2018 |
4
|
2018 |
10
3
|
2014 |
7
3
|
Year | Output |
---|---|
2024 |
Open access
|
2024 |
Open access
1
|
2024 |
Open access
1
|
2024 |
1
|
2023 |
2
1
|
2023 |
Open access
|
2023 |
1
1
1
|
2023 |
Open access
1
|
2022 |
123
84
1
|
2022 |
Open access
3
3
1
|
2021 |
Open access
7
7
|
2021 |
Open access
5
1
|
2021 |
Open access
13
9
|
2019 |
28
25
1
|
2018 |
Open access
18
10
|
2017 |
Open access
23
22
1
|
2017 |
Open access
13
|
2015 |
10
5
|
2015 |
4
3
|
2015 |
36
27
2
|
2014 |
Open access
20
11
|
2011 |
Open access
7
4
|
Year | Output |
---|---|
2024 |
Open access
|
2024 |
|
2024 |
|
2023 |
|
2023 |
|
2023 |
Open access
1
|
2023 |
|
2023 |
|
2023 |
1
|
2022 |
|
2022 |
|
2022 |
Open access
|
2022 |
Open access
2
|
2022 |
1
|
2021 |
1
|
2021 |
Open access
1
|
2021 |
4
|
2019 |
Open access
|
2019 |
Open access
|
2019 |
Open access
6
|
2018 |
Open access
2
|
2018 |
4
|
2018 |
Open access
|
2018 |
Open access
2
|
2018 |
Open access
3
|
2018 |
Open access
13
6
|
2018 |
5
|
2017 |
Open access
2
|
2017 |
Open access
7
|
2015 |
Open access
1
|
2015 |
10
7
1
|
2015 |
Open access
|
2014 |
Open access
1
|
2014 |
2
1
|
2014 |
1
|
2014 |
4
|
2014 |
Open access
8
|
2014 |
Open access
3
1
|
2013 |
2
|
2013 |
1
|
2013 |
11
7
|
2013 |
4
|
2013 |
Open access
5
|
2013 |
Open access
1
|
2012 |
|
2012 |
10
|
2012 |
Open access
4
|
2012 |
Open access
5
6
|
2011 |
Open access
1
|
2010 |
Open access
21
7
|
2010 |
2
|
2010 |
Open access
1
|
2010 |
4
4
|
2009 |
|
2009 |
Open access
|
2009 |
Open access
|
2009 |
31
|
2009 |
Open access
|
2009 |
Open access
23
11
|
2009 |
Open access
3
1
|
2009 |
7
1
|
2008 |
|
2008 |
1
|
2008 |
1
|
2008 |
Open access
58
|
2008 |
|
2008 |
2
|
2008 |
Open access
|
2008 |
Open access
|
2008 |
|
2008 |
|
Research
Artificial Intelligence,Data Analysis,Model-based Reasoning and Diagnosis,Program Analysis and Debugging,Product and process configuration and optimisation,Data integration, Systems interoperability,Data Modelling
External engagement & recognition
Organisation | Country |
---|---|
Aalto University | FINLAND |
Australian National University | AUSTRALIA |
Australian Nuclear Science and Technology Organisation | AUSTRALIA |
Autonomous University of Barcelona | SPAIN |
BAE Systems | AUSTRALIA |
Beihang University | CHINA |
Bond University | AUSTRALIA |
California Institute of Technology | UNITED STATES |
Carnegie Mellon University | UNITED STATES |
Central Adelaide Local Health Network Incorporated | AUSTRALIA |
China Shipbuilding Industry Corporation | CHINA |
China State Ship Building Corporation Limited | CHINA |
CSIRO Data61 | AUSTRALIA |
Data to Decisions CRC | AUSTRALIA |
Data61 | AUSTRALIA |
Deakin University | AUSTRALIA |
Defence Science and Technology Group | AUSTRALIA |
Delft University of Technology (TU Delft) | NETHERLANDS |
Department of Defence | AUSTRALIA |
Graz University of Technology | AUSTRIA |
H&S Information Systems | UNITED STATES |
Hainan University | CHINA |
Huazhong Agricultural University | CHINA |
Intersticia Pty Ltd | AUSTRALIA |
Johannes Kepler University of Linz | AUSTRIA |
La Trobe University | AUSTRALIA |
Lingnan University | HONG KONG |
San Jose State University | UNITED STATES |
Sentek Pty Ltd | AUSTRALIA |
Sentek Technologies | AUSTRALIA |
Shenzhen University | CHINA |
University of Adelaide | AUSTRALIA |
University of Campinas | BRAZIL |
University of Klagenfurt | AUSTRIA |
University of South Australia | AUSTRALIA |
University of Southampton | UNITED KINGDOM |
University of Southern Queensland | AUSTRALIA |
University of Wollongong | AUSTRALIA |
Western Sydney University | AUSTRALIA |
Wuhan University | CHINA |
External engagement & recognition
Engagement/recognition | Year |
---|---|
MemberAssociation for the Advancement of Artificial Intelligence (AAAI) |
2017 |
MemberAssociation for Computing Machinery (ACM) |
2017 |
Teaching & student supervision
Teaching & student supervision
Supervisions from 2010 shown
Thesis title | Student status |
---|---|
109376-Multi-Modal Information Fusion | Current |
An industry ecosystem framework for advanced manufacturing capability development in modular construction | Current |
Building adaptive test and evaluation framework through ai-driven digital model-based engineering testing tool | Current |
Develop a framework to facilitate the adoption of Offsite Construction in the Australian Residential Sector by improving information sharing among the stakeholders | Current |
Edge computing of life signs for search and rescue, agriculture and telemedicine. | Current |
FEnEx CRC PhD Open Analytics Interoperability | Current |
Handling Dynamic Environments with Extremely Few Examples | Current |
How can universities contribute to sustainable transformation of food systems through knowledge sharing? | Current |
Human action recognition on resource constrained edge platforms | Current |
Hybrid clinical decision support system in health care | Current |
Interactions within X-Ray Visualizations | Current |
Knowledge-augmented few-shot causal event extraction | Current |
Modelling causal knowledge patterns for causal knowledge graphs | Current |
Natural Language Summarisation of Causal Events | Current |
Proposition-based complex natural language inference using knowledge-augmented deep language models | Current |
Radiological assessment of cerebrovascular pathology using neural networking | Current |
Sample efficient hierarchical reinforcement learning for simulation | Current |
Towards efficient deep reinforcement learning in complex and dynamic tasks | Current |
A BIM-enabled approach to designing out construction & demolition waste: how to shift designers' behaviour and provide adequate information during the decision-making process | Completed |
A conceptual framework for the consistent management of process views | Completed |
A decentralised rule-based peer-to-peer framework for real-time SOA systems | Completed |
A delay risk management framework for construction projects: learning from past experiences | Completed |
Analysis and improvements to the four-dimensional X-ray velocimetry respiratory imaging process | Completed |
Constraint-based automated service discovery and composition | Completed |
ERP institutionalisation: the confluence of environmental, organisational, and technological institutional mechanisms | Completed |
Formal models from controlled natural language via cognitive grammar and configuration | Completed |
Ontology-driven integration and representation of engineering design processes and artefacts | Completed |
Understanding information security risk in Australian real estate sectors | Completed |
Weakening the faithfulness assumption in causal discovery | Completed |