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Keywords: Physics-informed neural networks
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Journal Articles
Gudipati Sai Krishna, Jithu J., Muthusaran Coimbatore Vijayakumar, Balaji Chakravarthy, Balaji Srinivasan
International Journal of Numerical Methods for Heat & Fluid Flow 1–33.
Published: 20 July 2026
...Gudipati Sai Krishna; Jithu J.; Muthusaran Coimbatore Vijayakumar; Balaji Chakravarthy; Balaji Srinivasan Purpose This study aims to propose a modified inverse physics-informed neural network ( MIPINN ) framework for accurate and efficient simultaneous multiparameter identification in three...
Journal Articles
International Journal of Numerical Methods for Heat & Fluid Flow (2025) 35 (11): 3924–3951.
Published: 15 August 2025
... the effectiveness of gradient-enhanced physics-informed neural networks (gPINNs) in solving this model, with the goal of improving precision and computational efficiency. Design/methodology/approach The research introduces a coupled system of partial differential equations (PDEs) that describes the chemotaxis...
