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Somdatta Goswami

johns hopkins university

23H指数
92论文数
3.8K被引数
收录论文 40
发表时间
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A non-overlapping Schwarz hybrid finite element–neural operator framework for solid mechanics on irregular domains非重叠Schwarz混合有限元-神经算子框架在非规则域上的固体力学应用
errComputer Methods in Applied Mechanics and Engineering
IF7.3
err2026-09-11
err0
PREAI
errWei Wang; Abhinav Gupta; Haihui Ruan; Somdatta Goswami
err分享
err收藏
Multimodal neural operators for real-time biomechanical modelling of traumatic brain injury多模态神经网络算子用于创伤性脑损伤的实时生物力学建模
errComputer Methods and Programs in Biomedicine
IF4.8
err2026-04-23
err0
PREAI
errAnusha Agarwal; Dibakar Roy Sarkar; Somdatta Goswami
err分享
err收藏
TI-DeepONet: Learnable time integration for stable long-term extrapolationTI-DeepONet：用于稳定长期外推的可学习时间积分
errComputer Methods in Applied Mechanics and Engineering
IF7.3
err2026-04-07
err0
PREAI
errDibyajyoti Nayak; Somdatta Goswami
err分享
err收藏
Learning hidden physics and system parameters with deep operator networks使用深度算子网络学习隐藏的物理规律和系统参数
errComputer Methods in Applied Mechanics and Engineering
IF7.3
err2026-03-28
err0
PREAI
errDibakar Roy Sarkar; Vijay Kag; Birupaksha Pal; Somdatta Goswami
err分享
err收藏
Physics-informed time-integrated DeepONet: Temporal tangent space operator learning for high-accuracy inference物理信息时间积分DeepONet：高精度推断的时序切空间算子学习
errComputer Methods in Applied Mechanics and Engineering
IF7.3
err2026-03-17
err0
PREAI
errLuis Mandl; Dibyajyoti Nayak; Tim Ricken; Somdatta Goswami
err分享
err收藏
Physics-informed latent neural operator for real-time predictions of time-dependent parametric PDEs基于物理信息的潜在神经算子：用于时变参数偏微分方程的实时预测
errComputer Methods in Applied Mechanics and Engineering
IF7.3
err2025-12-09
err0
PREAI
errSharmila Karumuri; Lori Graham-Brady; Somdatta Goswami
err分享
err收藏
Importance of localized dilatation and distensibility in identifying determinants of thoracic aortic aneurysm with neural operators局部扩张和顺应性在利用神经算子识别胸主动脉瘤决定因素中的重要性
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.
err分享
err收藏
Neural operators for stochastic modeling of nonlinear structural system response to natural hazards神经网络算子用于非线性结构系统对自然灾害响应的随机建模
errEngineering Structures
IF6.4
err2025-09-25
err0
PREAI
errSomdatta Goswami; Dimitris G. Giovanis; Bowei Li; Seymour M.J. Spence; Michael D. Shields
err分享
err收藏
UQpy Version 4.2: Uncertainty quantification with PythonUQpy版本4.2：基于Python的不确定性量化
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.
err分享
err收藏
Time-marching neural operator–FE coupling: AI-accelerated physics modeling时间推进神经网络算子–有限元耦合：AI 加速的物理建模
errComputer Methods in Applied Mechanics and Engineering
IF7.3
err2025-08-20
err0
PREAI
errWei Wang; Maryam Hakimzadeh; Haihui Ruan; Somdatta Goswami
err分享
err收藏
Multi-resolution learning with DeepONets and long short-term memory neural networks基于DeepONets和长短期记忆神经网络的的多分辨率学习
errNeurocomputing
IF6.5
err2025-08-05
err0
errOAAI
errKatarzyna Michałowska; Somdatta Goswami; George Em Karniadakis; Signe Riemer-Sørensen
err分享
err收藏
Characterizing ssRNA and dsRNA electrophoretic behavior: empirical insights with neural network-aided predictions表征单链RNA和双链RNA的电泳行为：基于神经网络辅助预测的经验见解
errAnalyst
IF3.3
err2025-08-04
err0
errOAAI
errNina Sheng Li ‡; Adriana Coll De Peña ‡; Matei Vaduva; Somdatta Goswami; Anubhav Tripathi
err分享
err收藏
A resolution independent neural operator一种与分辨率无关的神经算子
errComputer Methods in Applied Mechanics and Engineering
IF7.3
err2025-06-11
err0
PREAI
errBahador Bahmani; Somdatta Goswami; Ioannis G. Kevrekidis; Michael D. Shields
err分享
err收藏
From clutter to clarity: Emergent neural operators via questionnaire metrics从混乱到清晰：基于问卷指标涌现的神经算子
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
err分享
err收藏
Synergistic learning with multi-task DeepONet for efficient PDE problem solving多任务DeepONet协同学习高效解决PDE问题
errNEURAL NETWORKS
IF6.3
err2025-04-01
err0
PREAI
errKumar, Varun; Goswami, Somdatta; Kontolati, Katiana; Shields, Michael D.; Karniadakis, George Em
err分享
err收藏
Separable physics-informed DeepONet: Breaking the curse of dimensionality in physics-informed machine learning可分离的物理信息DeepONet: 打破物理信息机器学习中的维度诅咒
errCOMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING
IF7.3
err2025-02-01
err0
PREAI
errMandl, Luis; Goswami, Somdatta; Lambers, Lena; Ricken, Tim
err分享
err收藏
Laplace neural operator for solving differential equations
errNATURE MACHINE INTELLIGENCE
IF23.9
err2024-06-24
err4
PREAI
errCao, Qianying; Goswami, Somdatta; Karniadakis, George Em
err分享
err收藏
Learning nonlinear operators in latent spaces for real-time predictions of complex dynamics in physical systems在潜在空间中学习非线性算子，以实时预测物理系统中的复杂动力学
errNATURE COMMUNICATIONS
IF15.7
err2024-06-14
err3
errOAAI
errKontolati, Katiana; Goswami, Somdatta; Karniadakis, George Em; Shields, Michael D.
err分享
err收藏
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
err分享
err收藏
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.
err分享
err收藏

研究方向

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