Physics-informed neural network application in poly (vinyl alcohol) and orange peel powder based biocomposite film optimization for enhanced optoelectronic performance

Subbiah Rathinavel, Mohan Sridharan, Shanmugakani Senthil Kumar, Thangarajan Sivasankaran Senthilkumar, Rajendran Anand, Chinnasamy Nithiyapathi, Department of Mechanical Engineering, SRM Institute of Science and Technology, Tamil Nadu, Department of Mechanical Engineering, Karpagam Academy of Higher Education, Tamil Nadu, Department of Aeronautical Engineering, Nehru Institute of Technology, Tamil Nadu, Department of Aeronautical Engineering, Nehru Institute of Engineering and Technology, Tamil Nadu

Journal of Thermoplastic Composite Materials

Published online on July 27, 2026

Abstract

Journal of Thermoplastic Composite Materials, Ahead of Print.
This study introduces a Physics-Informed Neural Network (PINN) model to optimize biofilm fabrication using a solution casting method with poly (vinyl alcohol) (PVA) and biowaste orange peel powder (OPP) as constituents. Key process parameters include the ...