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Lu, Lu, Meng, Xuhui, Cai, Shengze, Mao, Zhiping, Goswami, Somdatta, Zhang, Zhongqiang, Karniadakis, George Em.
"A comprehensive and fair comparison of two neural operators (with practical extensions) based on FAIR data." Computer Methods in Applied Mechanics and Engineering, vol. 393, 2022, pp. 114778.
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Goswami, Somdatta, Yin, Minglang, Yu, Yue, Karniadakis, George Em.
"A physics-informed variational DeepONet for predicting crack path in quasi-brittle materials." Computer Methods in Applied Mechanics and Engineering, vol. 391, 2022, pp. 114587.
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Bharali, Ritukesh, Goswami, Somdatta, Anitescu, Cosmin, Rabczuk, Timon.
"A robust monolithic solver for phase-field fracture integrated with fracture energy based arc-length method and under-relaxation." Computer Methods in Applied Mechanics and Engineering, vol. 394, 2022, pp. 114927.
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Oommen, Vivek, Shukla, Khemraj, Goswami, Somdatta, Dingreville, Rémi, Karniadakis, George Em.
"Learning two-phase microstructure evolution using neural operators and autoencoder architectures." npj Computational Materials, vol. 8, no. 1, 2022.
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Goswami, Somdatta, Li, David S., Rego, Bruno V., Latorre, Marcos, Humphrey, Jay D., Karniadakis, George Em.
"Neural operator learning of heterogeneous mechanobiological insults contributing to aortic aneurysms." Journal of The Royal Society Interface, vol. 19, no. 193, 2022.
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Chatterjee, Tanmoy, Chakraborty, Souvik, Goswami, Somdatta, Adhikari, Sondipon, Friswell, Michael I.
"Robust topological designs for extreme metamaterial micro-structures." Scientific Reports, vol. 11, no. 1, 2021.
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Goswami, Somdatta, Anitescu, Cosmin, Rabczuk, Timon.
"Adaptive fourth-order phase field analysis for brittle fracture." Computer Methods in Applied Mechanics and Engineering, vol. 361, 2020, pp. 112808.
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Goswami, Somdatta, Anitescu, Cosmin, Rabczuk, Timon.
"Adaptive fourth-order phase field analysis using deep energy minimization." Theoretical and Applied Fracture Mechanics, vol. 107, 2020, pp. 102527.
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Samaniego, E., Anitescu, C., Goswami, S., Nguyen-Thanh, V.M., Guo, H., Hamdia, K., Zhuang, X., Rabczuk, T.
"An energy approach to the solution of partial differential equations in computational mechanics via machine learning: Concepts, implementation and applications." Computer Methods in Applied Mechanics and Engineering, vol. 362, 2020, pp. 112790.
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Goswami, Somdatta, Anitescu, Cosmin, Chakraborty, Souvik, Rabczuk, Timon.
"Transfer learning enhanced physics informed neural network for phase-field modeling of fracture." Theoretical and Applied Fracture Mechanics, vol. 106, 2020, pp. 102447.
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Chakraborty, Souvik, Goswami, Somdatta, Rabczuk, Timon.
"A surrogate assisted adaptive framework for robust topology optimization." Computer Methods in Applied Mechanics and Engineering, vol. 346, 2019, pp. 63-84.
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Goswami, Somdatta, Anitescu, Cosmin, Rabczuk, Timon.
"Adaptive phase field analysis with dual hierarchical meshes for brittle fracture." Engineering Fracture Mechanics, vol. 218, 2019, pp. 106608.
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Goswami, Somdatta, Chakraborty, Souvik, Chowdhury, Rajib, Rabczuk, Timon.
"Threshold shift method for reliability-based design optimization." Structural and Multidisciplinary Optimization, vol. 60, no. 5, 2019, pp. 2053-2072.
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Goswami, Somdatta, Ghosh, Shyamal, Chakraborty, Subrata.
"Reliability analysis of structures by iterative improved response surface method." Structural Safety, vol. 60, 2016, pp. 56-66.
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