TY - BOOK AU - Shamsa Mah Noor ( 54160) TI - Adaptive deep learning for robust and scalable PDE solvers in complex environments U1 - 510 PY - 2025/// CY - Islamabad PB - (Unpublished) KW - Mathematise KW - Kise of machine learning KW - Neural operators KW - Hybrid methods KW - PINNs KW - DBS KW - FEAS N1 - Submitted in partial fulfillment of the requirements for the degree of Master of Philosophy in Mathematics to the Department of Basic Sciences; Includes bibliographical references; Thesis supervisor: Dr. Ambreen Bano; Thesis (M.Phil)--Riphah International University, 2025 ER -