The optimized design and heat transfer characteristics of helical groove tubes: A study based on parameter estimation, continuous adjoint optimization, and physics-informed neural networks
Fields of Study & Subjects
Heat Transfer and Optimization
Nanofluid Flow and Heat Transfer
Fluid Dynamics and Vibration Analysis
Publication details
- Journal / source
- International Journal of Heat and Fluid Flow
- Volume
- 119
- Pages
- 110251–110251
- Publication date
- 9 January 2026
- Language
- EN