Scholar
Somdatta Goswami
Google Scholar ID: GaKrpSkAAAAJ
Assistant Professor, Civil and Systems Engineering, Johns Hopkins University
Deep Learning
Physics-informed ML
Computational Mechanics
Fracture Mechanics
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Citations & Impact
All-time
Citations
5,534
H-index
23
i10-index
31
Publications
20
Co-authors
91
list available
Contact
GitHub
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Publications
14 items
SPINONet: Scalable Spiking Physics-informed Neural Operator for Computational Mechanics Applications
2026
Cited
0
A Hybrid Conditional Diffusion-DeepONet Framework for High-Fidelity Stress Prediction in Hyperelastic Materials
2026
Cited
0
The Best of Both Worlds: Hybridizing Neural Operators and Solvers for Stable Long-Horizon Inference
2025
Cited
0
Importance of localized dilatation and distensibility in identifying determinants of thoracic aortic aneurysm with neural operators
2025
Cited
0
Real-Time Brain Biomechanics Prediction with Neural Operators: Toward Clinically Deployable Traumatic Brain Injury Models
arXiv.org · 2025
Cited
0
Data-Efficient Time-Dependent PDE Surrogates: Graph Neural Simulators vs Neural Operators
2025
Cited
0
Physics-Informed Time-Integrated DeepONet: Temporal Tangent Space Operator Learning for High-Accuracy Inference
2025
Cited
0
Enhanced accuracy through ensembling of randomly initialized auto-regressive models for time-dependent PDEs
2025
Cited
0
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Resume (English only)
Academic Achievements
Awarded two NSF grants:
- "Cardiac Digital Twins; but better!"
- "Enabling parametric sweeps on exascale AI-integrated simulations through federated learning"
Received the Johns Hopkins Discovery Award for research on "Data-Driven, Deep Learning Architectures for Multiscale Modeling of Biological Systems"
Awarded a DOE grant (details incomplete)
Delivered numerous talks at international venues including:
- 2025 ICTP Advanced School
- IVADO/CRM Workshop on Scientific ML
- EMI 2025
- MACH 2025
- SIAM CSE 2025
- BIRS Workshop on UQ in NN Models
- Joint Mathematics Meetings 2025
- Plenary talk at ICCE 2024
Mentored student Dibakar Roy Sarkar, who received the Creel Family Engineering Fellowship
Mentored student Dibakar, who won joint 3rd place in The NASA and DNV Challenge on Optimization under Uncertainty 2025
Co-authors
91 total
George Em Karniadakis
The Charles Pitts Robinson and John Palmer Barstow Professor of Applied Mathematics and Engineering
Timon Rabczuk
Bauhaus University Weimar
Cosmin Anitescu
Leibniz University Hannover
Souvik Chakraborty
Assistant Professor, IIT Delhi
Xiaoying Zhuang
Leibniz University Hanover
Michael D. Shields
Johns Hopkins University
Co-author 7
Co-author 8
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