Personal profile
Research interests
My research interests are utilising deep learning models to detect and characterise fluid-induced seismicity. I am particularly interested in the spatio-temporal relationships (e.g. earthquake clustering) and structural insights that the machine-learning enhanced event catalogues can reveal.
Keywords
- seismology
- Machine Learning
- statistical modelling
- earthquakes
- induced seismicity
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Collaborations and top research areas from the last five years
Research output
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Deep Learning-Enhanced Catalogue of Induced Microseismicity at Preston New Road-1z, UK: New Insights into Spatio-Temporal Patterns and Structural Control
Lim Shin Yee, C., Lapins, S., Rodriguez, G., Holmgren, J. M., Verdon, J. P., Butcher, A. C., Segou, M. & Werner, M., 28 Oct 2025.Research output: Contribution to conference › Conference Abstract
Open Access -
Deep learning phase pickers: how well can existing models detect hydraulic-fracturing induced microseismicity from a borehole array?
Lim, C. S. Y., Lapins, S., Segou, M. & Werner, M. J., 1 Jan 2025, In: Geophysical Journal International. 240, 1, p. 535-549 15 p.Research output: Contribution to journal › Article (Academic Journal) › peer-review
Open Access3 Citations (Scopus) -
Impacts of Deep Learning to Detect Induced Seismicity: a Case Study from Preston New Road, UK
Lim Shin Yee, C., Lapins, S., Segou, M., Rodriguez, G., Verdon, J. P., Butcher, A. C. & Werner, M., 10 Jun 2024, 85th EAGE Annual Conference & Exhibition. European Association of Geoscientists & Engineers, Vol. Jun 2024. 5 p.Research output: Chapter in Book/Report/Conference proceeding › Conference Contribution (Conference Proceeding)
Thesis
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Advancing Microseismic Event Detection with Deep Learning Phase Pickers: Towards High-Resolution Catalogue Development and Real-Time Monitoring of Induced Seismicity
Lim Shin Yee, C. S. Y. (Author), Werner, M. (Supervisor), Segou, M. (Supervisor) & Verdon, J. P. (Supervisor), 30 Sept 2025Student thesis: Doctoral Thesis › Doctor of Philosophy (PhD)
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Using deep learning for phase detection and event location on hydraulic fracturing-induced seismicity
Lim Shin Yee, C. (Author), Werner, M. (Supervisor), 21 Jan 2021Student thesis: Master's Thesis › Master of Science by Research (MScR)
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