Dipjyoti Nath

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Publications (4)

• IGrNet: A robust graph neural network framework for classifying NURBS-based elements in isogeometric analysis with application to contact mechanics
  Computer Methods in Applied Mechanics and Engineering 2026 2 citations DOI: 10.1016/j.cma.2025.118539
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• IGrNet-Inv: A GNN-based invariance-preserving element classification framework for isogeometric analysis
  2026 0 citations DOI: 10.2139/ssrn.7465405
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• Transfer learning enhanced deep neural network application in Gauss quadrature for isogeometric analysis
  Engineering Applications of Artificial Intelligence 2025 7 citations DOI: 10.1016/j.engappai.2025.110182
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• Application of Machine Learning and Deep Learning in Finite Element Analysis: A Comprehensive Review
  Archives of Computational Methods in Engineering 2024
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