Research Assistant – AI‑Enabled Seismic Data Analysis
ntu · Singapore
Job description
About the role
The School of Physical and Mathematical Sciences at Nanyang Technological University seeks a Research Assistant to support AI‑enabled seismic data analysis, including field operations and data processing.
Key responsibilities
- Conduct geophysical fieldwork, deploying and maintaining seismic stations for data acquisition.
- Develop, implement, and optimise AI algorithms to automatically extract surface‑wave dispersion curves from continuous recordings.
- Design and maintain automated processing pipelines for large‑scale seismic datasets from Singapore and Japan.
- Manage, curate, and quality‑control seismic datasets, ensuring integrity and compliance.
- Integrate AI‑based dispersion analysis with conventional seismic processing for imaging and subsurface characterisation.
- Evaluate and validate AI models using synthetic and field data, benchmarking performance.
- Prepare technical documentation, software packages, research reports and present findings at meetings and conferences.
- Collaborate with researchers, students and external partners to achieve project objectives.
Required profile
- Bachelor’s degree in geophysics, computer science, AI, data science, mathematics, software engineering or a related field.
- Strong programming ability in Python and experience with software development for data analysis or machine learning.
- Knowledge of AI and machine‑learning techniques, with experience in deep‑learning frameworks.
- Analytical and problem‑solving skills for developing computational solutions to scientific problems.
- Proficiency in geophysical field surveys, seismic data acquisition and processing.
- Good written and verbal communication skills.
Required skills
- Python programming
- PyTorch or TensorFlow deep‑learning frameworks
- Machine learning and AI techniques
- Seismic data processing
- Geophysical field equipment operation
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Published 1 month ago
Expires 2 weeks from now
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ntu
Singapore
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