Publications
Machine learning for predicting the outcome of terminal ballistics events
Shannon Ryan, Neeraj Sushma, Arun Kumar AV, Julian Berk, Tahrima Hashem, Santu Rana, Svetha Venkatesh
(2024), Vol. 31, pp. 14-26, Defence Technology, Amsterdam, The Netherlands, C1
S Ryan, N Sushma, H Le, A Arun Kumar, J Berk, T Nguyen, S Rana, S Kandanaarachchi, S Venkatesh
(2023), Vol. 181, International Journal of Impact Engineering, C1
S Ryan, J Berk, S Rana, B McDonald, S Venkatesh
(2022), Vol. 18, pp. 1563-1577, Defence Technology, Amsterdam, The Netherlands, C1
Shannon Ryan, Julian Berk, Santu Rana, Brodie McDonald, Svetha Venkatesh
(2022), Vol. 18, pp. 1563-1577, DEFENCE TECHNOLOGY, C1
Bayesian optimisation in unknown bounded search domains
J Berk, S Gupta, S Rana, V Nguyen, S Venkatesh
(2020), Vol. 195, Knowledge-Based Systems, C1
Randomised Gaussian Process Upper Confidence Bound for Bayesian Optimisation
Julian Berk, Sunil Gupta, Santu Rana, Svetha Venkatesh
(2020), pp. 2284-2290, IJCAI-PRICAI-20 : Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, Yokohama, Japan, E1
Exploration enhanced expected improvement for Bayesian optimization
J Berk, V Nguyen, S Gupta, S Rana, S Venkatesh
(2019), Vol. 11052, pp. 621-637, ECML-PKDD 2018 : Proceedings of the e European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases 2018, Dublin, Ireland, E1
A miniature neural recording device
E Edward, A Kouzani, J Berk, S Tye
(2016), pp. 1012-1015, ICIT 2016 : Proceedings of the IEEE International Conference on Industrial Technology, Taipei, Taiwan, E1
R Kale, A Kouzani, J Berk, K Walder, M Berk, S Tye
(2016), pp. 1814-1817, EMBC 2016 : Proceedings of the 38th Annual International Conference of the Engineering in Medicine and Biology Society, Orlando, Florida, E1
Exploring Human - eBike Interaction to Support Rider Autonomy
Josh Andres, Julian de Hoog, Jurg von Kanel, Julian Berk, Bach Le, Xizi Wang, Marcus Brazil, Florian Mueller
(2016), pp. 85-92, CHI PLAY 2016 : Proceedings of the 2016 Annual Symposium on Computer-Human Interaction in Play Companion Extended Abstracts, Austin, Tex., E1-1
Wireless optogenetics: an exploration of portable microdevices for small animal photostimulation
R Kale, A Kouzani, M Berk, K Walder, J Berk, S Tye
(2015), Vol. 20, pp. 225-230, Procedia technology, Amsterdam, The Netherlands, C1
Funded Projects at Deakin
Other Public Sector Funding
Development of Bayesian optimisation tools for accelerated design and discovery of non-magnetic structural damping alloys
A/Prof Shannon Ryan, A/Prof Santu Rana, Dr Stewart Greenhill, Dr Julian Berk
Defence Science and Technology Group - Department of Defence
- 2022: $36,505
- 2021: $83,000
Industry and Other Funding
Machine Learning for Design & Evalution of Complex Armour Systems.
A/Prof Shannon Ryan, A/Prof Santu Rana, Dr Julian Berk
Plasan Sasa Ltd
- 2023: $46,000
Scale up of Boron Nitride Nanosheet manufacturing and validation of commercial applications.
Prof Svetha Venkatesh, Prof Sunil Gupta, Dr Julian Berk
White Graphene Limited
- 2024: $174,655
- 2023: $318,148
Supervisions
No completed student supervisions to report