Physics informed neural network for heat transfer problem in concrete structure

• Main Author: Powa, Anderson Justin
• Other Authors: Tan Kang Hai
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2024
• Subjects: Engineering; Heat transfer; Machine learning; Concrete structure; Partial differential equations
• Online Access: https://hdl.handle.net/10356/176853
• Institution: Nanyang Technological University

In solving Partial Differential Equations (PDEs), numerical methods like Finite Element Methods (FEM) are popular choices. However, despite its popularity, FEM does pose certain limitations. For instance, it requires additional techniques when dealing with nonlinear engineering problems and in...