Author

Julian Berk

Observed names: Berk Julian, Berk, Julian, JULIAN BERK, Julian Berk (13077447), Julian Maxwell Andrew Berk (15189796)

Institution: Deakin University

Observed institutions: Deakin University, The University of Melbourne

ORCID: 0000-0002-9001-1146

Observed ORCID: 0000-0002-9001-1146

OpenAlex ID: A5027946728

Exploration Enhanced Expected Improvement for Bayesian Optimization

2019 · Julian Berk, Vu Nguyen, et al. · Lecture notes in computer science · 58

Machine learning for predicting the outcome of terminal ballistics events

2023 · Shannon Ryan, Neeraj Mohan Sushma, et al. · Defence Technology · 43

Randomised Gaussian Process Upper Confidence Bound for Bayesian Optimisation

2020 · Julian Berk, Sunil Gupta, et al. · International Joint Conference on Artificial Intelligence · 24

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The application of machine learning in micrometeoroid and orbital debris impact protection and risk assessment for spacecraft

2023 · Shannon Ryan, Neeraj Mohan Sushma, et al. · International Journal of Impact Engineering · 23

Exploring Human

2016 · Josh Andres, Julian de Hoog, et al. · Annual Symposium on Computer-Human Interaction in Play · 15

Adaptive optimisation of explosive reactive armour for protection against kinetic energy and shaped charge threats

2024 · Philipp Moldtmann, Julian Berk, et al. · Defence Technology · 14

Brief Digital Interventions for Psychological Distress

2025 · Jill Newby, Sunil Gupta, et al. · JAMA Network Open · 13

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A bayesian optimisation methodology for the inverse derivation of viscoplasticity model constants in high strain-rate simulations

2021 · Shannon Ryan, Julian Berk, et al. · Defence Technology · 12

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Physics-informed machine learning for predicting the ballistic limit of whipple shields

2025 · Shannon Ryan, Hung Le, et al. · International Journal of Impact Engineering · 11

Accelerated experimental design using a human–AI teaming framework

2025 · Arun Kumar A.V., Alistair Shilton, et al. · Knowledge-Based Systems · 6

Electrical resistance increases at the tissue-electrode interface as an early response to nucleus accumbens deep brain stimulation

2016 · Rajas P. Kale, Abbas Z. Kouzani, et al. · Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) · 6

Accelerated Discovery of Solid-State Electrolytes Using Bayesian Optimization

2025 · Sherif Abdulkader Tawfik, Julian Berk, et al. · The Journal of Physical Chemistry C · 5

Wireless Optogenetics: An Exploration of Portable Microdevices for Small Animal Photostimulation

2015 · Rajas P. Kale, Abbas Z. Kouzani, et al. · Procedia Technology · 4

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BO-Muse: A human expert and AI teaming framework for accelerated experimental design

2023 · Gupta, Sunil, Shilton, Alistair, et al. · arXiv (Cornell University) · 3

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Bayesian optimisation in unknown bounded search domains

2020 · Julian Berk, Sunil Gupta, et al. · Knowledge-Based Systems · 3

Adaptive Experimental Optimisation for Sample-efficient Armour Design

2022 · SHANNON RYAN, JULIAN BERK, et al. · International Symposium on Ballistics (ISB) · 2

A miniature neural recording device

2016 · Epsy S. Edward, Abbas Z. Kouzani, et al. · IEEE International Conference on Industrial Technology (ICIT) · 2

Predictors of depression outcomes among university students following brief smartphone-based interventions

2026 · Xuanchen Liu, WuYi Zheng, et al. · npj Mental Health Research · 1

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Accelerated discovery of solid-state electrolytes using Bayesian optimisation

2024 · Sherif Tawfik, Julian Berk, et al. · ChemRxiv · 1

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Molecular design rules for wettability minimisation on grafted cellulose surfaces through human-machine teaming optimisation

2026 · Yuxiang Wang, Tri Minh Nguyen, et al. · Journal of Colloid and Interface Science

Predicting Symptoms of Amotivation and Anhedonia among University Students with a Novel Oversampling Method

2026 · Dang Nguyen, Bao Duong, et al. · SSRN Electronic Journal

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Adaptive Optimisation of Explosive Reactive Armour for Protection Against Kinetic Energy and Shaped Charge Threats

2025 · Philipp Moldtmann, Julian Berk, et al. · International Symposium on Ballistics (ISB)

Physics-Informed Machine Learning for Predicting the Ballistic Limit of Whipple Shields

2024 · Shannon Ryan, Hung Le, et al. · Hypervelocity Impact Symposium (HVIS)

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Accelerated Experimental Design Using a Human-Ai Teaming Framework

2024 · Arun Kumar Anjanapura Venkatesh, Alistair Shilton, et al. · SSRN Electronic Journal

A Bayesian Optimization Methodology for the Inverse Derivation of Viscoplasticity Model Constants in High Strain-rate Simulations

2022 · SHANNON RYAN, JULIAN BERK, et al. · International Symposium on Ballistics (ISB)

Works count: 28

Citation count: 246

H-index: 9

I10-index: 9