CV

Education

• Ph.D in Computational Geophysics, Christian-Albrechts-Universität zu Kiel, 2024 (expected)
• M.S. in Artificial Intelligence, University of Genoa, 2022
• B.S. in Mathematics, Aligarh Muslim University, 2020

Work experience

• 2022 - Present: PhD Researcher
  • Institute for Geosciences, Christian-Albrechts-Universität zu Kiel
  • Duties include: Developing physics-informed neural networks (PINNs) for elastic wave modeling and full-waveform inversion problems
  • Supervisor: [To be filled]
• 2022 - Present: IoT Developer
  • Kumva IoT
  • Duties include: Building remote monitoring systems for geophysical applications
  • Focus: Edge sensing and IoT solutions for geophysical monitoring
• 2020 - 2022: Research Assistant
  • University of Genoa
  • Duties included: Research in artificial intelligence and machine learning applications
  • Supervisor: [To be filled]

Skills

• Programming Languages: Python, MATLAB, C++, JavaScript
• Machine Learning & AI:
  • Scientific Machine Learning
  • Physics-Informed Neural Networks (PINNs)
  • Deep Learning frameworks (PyTorch, TensorFlow)
  • Operator Learning
• Geophysics & Numerical Methods:
  • Wave propagation modeling
  • Full-waveform inversion
  • Elastic wave modeling
  • Numerical simulations
• Tools & Technologies:
  • Git & GitHub
  • Jupyter Notebooks
  • Docker
  • IoT platforms and edge computing
• Domain Knowledge:
  • Remote sensing
  • Structural health monitoring
  • Subsurface applications
  • Geophysical monitoring

Publications

Physics-Informed Neural Networks for Damage Localisation using Elastic Waves.

Mustajab, A. H. (2024). "Physics-Informed Neural Networks for Elastic Wave Modeling in Geophysical Applications." Journal of Geophysical Research: Solid Earth. 129(2).

Talks

Physics-Informed Neural Networks for Elastic Wave Modeling

June 25, 2025

Conference Talk at ECCOMAS MSF 2025, Split, Croatia

Teaching

Service and leadership

• Open-source contributor on GitHub
• Member of geophysical and machine learning research communities
• Collaborator on interdisciplinary projects at the intersection of geophysics, ML, and IoT