Dr Stephen Suryasentana
Strathclyde Chancellor's Fellow
Civil and Environmental Engineering
Personal statement
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Currently available PhD studentships - A fully-funded PhD studentship to investigate the behaviour of suction caisson foundations under pressure cycling. |
I joined Strathclyde in 2020 as a Chancellor's Fellow (Lecturer), and was previously a Junior Research Fellow at Wolfson College, Oxford. My research is focused on developing innovative offshore geotechnics solutions to prepare for the digitalisation age. This includes developing AI-driven modelling tools and novel sensor-based solutions to help engineers improve their decision-making in offshore ground modelling, site investigation planning, foundation design optimisation and installation risk management.
For more details (including past publications), please visit my lab website at http://www.autogeolab.com
Research Opportunities
I am currently accepting undergraduate/Masters final year project students and PhD applicants who are interested in working in the areas of machine learning in geotechnical engineering, offshore soil-structure interaction and automated ground modelling, amongst others (see list of research interests below). If you are interested in doing research with me, please contact me by email with your background and an outline of your proposed research topic.
Prize And Awards
- Wolfson College Junior Research Fellowship
- Recipient
- 12/2018
- SUT OSIG Conference: Best Poster and Presentation Award
- Recipient
- 2017
Publications
- Assessment of Bayesian changepoint detection methods for soil layering identification using cone penetration test data
- Suryasentana Stephen K, Sheil Brian B, Lawler Myles
- Geotechnics Vol 4, pp. 382-398 (2024)
- https://doi.org/10.3390/geotechnics4020021
- Investigation of local soil resistance on suction caissons at capacity in undrained clay under combined loading
- Suryasentana Stephen K, Burd Harvey J, Byrne Byron W, Shonberg Avi
- Computers and Geotechnics Vol 169 (2024)
- https://doi.org/10.1016/j.compgeo.2024.106241
- Knowledge-based U-Net and transfer learning for automatic boundary segmentation
- Zhou Xiaoqi, Shi Peixin, Sheil Brian, Suryasentana Stephen
- Advanced Engineering Informatics Vol 59 (2024)
- https://doi.org/10.1016/j.aei.2023.102243
- Small-strain, non-linear elastic Winkler models for uniaxial loading of suction caisson foundations
- Suryasentana S K, Burd H J, Byrne B W, Shonberg A
- Geotechnique Letters Vol 13, pp. 1-12 (2023)
- https://doi.org/10.1680/jgele.23.00043
- Bayesian optimization for CPT-based prediction of impact pile drivability
- Buckley Róisín, Chen Yuling Max, Sheil Brian, Suryasentana Stephen, Xu Diarmid, Doherty James, Randolph Mark
- Journal of Geotechnical and Geoenvironmental Engineering Vol 149 (2023)
- https://doi.org/10.1061/JGGEFK.GTENG-11385
- Demystifying the connections between Gaussian Process Regression and Kriging
- Suryasentana S K, Sheil B B
- 9th International SUT OSIG Conference, pp. 1-8 (2023)
Research Interests
Machine learning:
- Bayesian Optimisation
- Physics-informed Machine Learning
- Multi-fidelity data fusion
Offshore soil-structure interaction:
- Development of analytical models for offshore foundations
- Finite element modelling of soil-structure interaction
- Convex constitutive modelling
Professional Activities
- Session on 'Pile Design'
- Participant
- 14/9/2023
- 9th International SUT OSIG Conference
- Participant
- 14/9/2023
- Talk on 'Demystifying the connections between Gaussian Process Regression and Kriging'
- Speaker
- 14/9/2023
- AI in Offshore Geotechnics session
- Participant
- 30/8/2023
- 4th International Symposium on Machine Learning & Big Data in Geoscience
- Participant
- 29/8/2023
- Preliminary design of foundation for floating wind farm
- Consultant
- 30/5/2023
Projects
- Digital Twin-driven Risk Assessment and Monitoring of Suction Caisson Installation Under Soil Plug Hazard
- Suryasentana, Stephen (Principal Investigator) Perry, Marcus (Co-investigator)
- 31-Jan-2023 - 30-Jan-2024
- iDrive: Intelligent Drivability Forecasting for Offshore Wind Turbine Monopile Foundations
- Suryasentana, Stephen (Principal Investigator)
- 10-Jan-2021 - 09-Jan-2022
- Doctoral Training Partnership 2020-2021 University of Strathclyde | Williams, Benjamin
- Suryasentana, Stephen (Principal Investigator) Perry, Marcus (Co-investigator) Williams, Benjamin (Research Co-investigator)
- 01-Jan-2021 - 01-Jan-2025
- ETP studentship
- Suryasentana, Stephen (Principal Investigator)
- 01-Jan-2021 - 30-Jan-2025
Contact
Dr
Stephen
Suryasentana
Strathclyde Chancellor's Fellow
Civil and Environmental Engineering
Email: stephen.suryasentana@strath.ac.uk
Tel: Unlisted