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Somdatta Goswami

johns hopkins university

23H-index
91Paper Count
3.8KCitation Count
Published Papers 39
Publication Date
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Multimodal neural operators for real-time biomechanical modelling of traumatic brain injury
errComputer Methods and Programs in Biomedicine
IF4.8
err2026-04-23
err0
PREAI
errAnusha Agarwal; Dibakar Roy Sarkar; Somdatta Goswami
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TI-DeepONet: Learnable time integration for stable long-term extrapolation
errComputer Methods in Applied Mechanics and Engineering
IF7.3
err2026-04-07
err0
PREAI
errDibyajyoti Nayak; Somdatta Goswami
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Learning hidden physics and system parameters with deep operator networks
errComputer Methods in Applied Mechanics and Engineering
IF7.3
err2026-03-28
err0
PREAI
errDibakar Roy Sarkar; Vijay Kag; Birupaksha Pal; Somdatta Goswami
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Physics-informed time-integrated DeepONet: Temporal tangent space operator learning for high-accuracy inference
errComputer Methods in Applied Mechanics and Engineering
IF7.3
err2026-03-17
err0
PREAI
errLuis Mandl; Dibyajyoti Nayak; Tim Ricken; Somdatta Goswami
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Physics-informed latent neural operator for real-time predictions of time-dependent parametric PDEs
errComputer Methods in Applied Mechanics and Engineering
IF7.3
err2025-12-09
err0
PREAI
errSharmila Karumuri; Lori Graham-Brady; Somdatta Goswami
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Importance of localized dilatation and distensibility in identifying determinants of thoracic aortic aneurysm with neural operators
errPLOS COMPUTATIONAL BIOLOGY
IF3.6
err2025-10-01
err0
PREAI
errLi, David S.; Goswami, Somdatta; Cao, Qianying; Oommen, Vivek; Assi, Roland; Humphrey, Jay D.; Karniadakis, George E.
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Neural operators for stochastic modeling of nonlinear structural system response to natural hazards
errEngineering Structures
IF6.4
err2025-09-25
err0
PREAI
errSomdatta Goswami; Dimitris G. Giovanis; Bowei Li; Seymour M.J. Spence; Michael D. Shields
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UQpy Version 4.2: Uncertainty quantification with Python
errSOFTWAREX
IF2.4
err2025-09-01
err0
errOAAI
errKrill, Connor; Thiagarajan, Ponkrshnan; Pasparakis, George D.; Goswami, Somdatta; Tsapetis, Dimitrios; Giovanis, Dimitris G.; Shields, Michael D.
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Time-marching neural operator–FE coupling: AI-accelerated physics modeling
errComputer Methods in Applied Mechanics and Engineering
IF7.3
err2025-08-20
err0
PREAI
errWei Wang; Maryam Hakimzadeh; Haihui Ruan; Somdatta Goswami
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Multi-resolution learning with DeepONets and long short-term memory neural networks
errNeurocomputing
IF6.5
err2025-08-05
err0
errOAAI
errKatarzyna Michałowska; Somdatta Goswami; George Em Karniadakis; Signe Riemer-Sørensen
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Characterizing ssRNA and dsRNA electrophoretic behavior: empirical insights with neural network-aided predictions
errAnalyst
IF3.3
err2025-08-04
err0
errOAAI
errNina Sheng Li ‡; Adriana Coll De Peña ‡; Matei Vaduva; Somdatta Goswami; Anubhav Tripathi
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errSave
A resolution independent neural operator
errComputer Methods in Applied Mechanics and Engineering
IF7.3
err2025-06-11
err0
PREAI
errBahador Bahmani; Somdatta Goswami; Ioannis G. Kevrekidis; Michael D. Shields
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errSave
From clutter to clarity: Emergent neural operators via questionnaire metrics
errComputers & Chemical Engineering
IF3.9
err2025-06-05
err0
PREAI
errAnastasia S. Georgiou; Arjun Manoj; Pei-Chun Su; Ronald R. Coifman; Ioannis G. Kevrekidis; Somdatta Goswami
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Synergistic learning with multi-task DeepONet for efficient PDE problem solving
errNEURAL NETWORKS
IF6.3
err2025-04-01
err0
PREAI
errKumar, Varun; Goswami, Somdatta; Kontolati, Katiana; Shields, Michael D.; Karniadakis, George Em
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Separable physics-informed DeepONet: Breaking the curse of dimensionality in physics-informed machine learning
errCOMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING
IF7.3
err2025-02-01
err0
PREAI
errMandl, Luis; Goswami, Somdatta; Lambers, Lena; Ricken, Tim
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Laplace neural operator for solving differential equations
errNATURE MACHINE INTELLIGENCE
IF23.9
err2024-06-24
err4
PREAI
errCao, Qianying; Goswami, Somdatta; Karniadakis, George Em
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Learning nonlinear operators in latent spaces for real-time predictions of complex dynamics in physical systems
errNATURE COMMUNICATIONS
IF15.7
err2024-06-14
err3
errOAAI
errKontolati, Katiana; Goswami, Somdatta; Karniadakis, George Em; Shields, Michael D.
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Learning stiff chemical kinetics using extended deep neural operators
errCOMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING
IF7.3
err2024-02-01
err17
errOAAI
errGoswami, Somdatta; Jagtap, Ameya D.; Babaee, Hessam; Susi, Bryan T.; Karniadakis, George Em
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Developing a cost-effective emulator for groundwater flow modeling using deep neural operators
errJOURNAL OF HYDROLOGY
IF6.3
err2024-02-01
err2
errOAAI
errTaccari, Maria Luisa; Wang, He; Goswami, Somdatta; De Florio, Mario; Nuttall, Jonathan; Chen, Xiaohui; Jimack, Peter K.
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Sound propagation in realistic interactive 3D scenes with parameterized sources using deep neural operators
errPROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
IF9.1
err2024-01-04
err5
errOAAI
errBorrel-Jensen, Nikolas; Goswami, Somdatta; Engsig-Karup, Allan P.; Karniadakis, George Em; Jeong, Cheol-Ho
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Research Directions

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Co-authors
Cooperation Journals
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Timon Rabczuk
H-index: 132 · Papers: 1.0K
G
George Em Karniadakis
H-index: 130 · Papers: 1.2K
X
Xiaoying Zhuang
H-index: 92 · Papers: 703
D
Daniel J. Smıth
H-index: 90 · Papers: 651
M
Michael I. Friswell
H-index: 83 · Papers: 912
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