Revolutionizing fluid flow with Lyapunov exponents and PDFP optimizer based Physics Informed Neural Networks for microrotation and peristaltic transport

Chaos Solitons & Fractals 2026

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Authors: Muhammad Asaad, Muhammad Aamir Israr, Muhammad Sayyam Asif, Hamiden Abd El-Wahed Khalifa, Norah Alhunayshil, Assad Ayub

DOI: 10.1016/j.chaos.2026.118392

Cited by: 1

References: 39

Fields of Study & Subjects

Model Reduction and Neural Networks Advanced Mathematical Modeling in Engineering Neural Networks and Applications

References 39