| A physics-informed neural network-based topology optimization (PINNTO) framework for structural optimization H Jeong, J Bai, CP Batuwatta-Gamage, C Rathnayaka, Y Zhou, YT Gu Engineering Structures 278, 115484, 2023 | 71 | 2023 |
| A complete physics-informed neural network-based framework for structural topology optimization H Jeong, C Batuwatta-Gamage, J Bai, YM Xie, C Rathnayaka, Y Zhou, ... Computer Methods in Applied Mechanics and Engineering 417, 116401, 2023 | 38 | 2023 |
| A physics-informed neural network-based surrogate framework to predict moisture concentration and shrinkage of a plant cell during drying CP Batuwatta-Gamage, CM Rathnayaka, HCP Karunasena, W Wijerathne, ... Journal of Food Engineering 332, 111137, 2022 | 37 | 2022 |
| An introduction to programming physics-informed neural network-based computational solid mechanics J Bai, H Jeong, CP Batuwatta-Gamage, S Xiao, Q Wang, CM Rathnayaka, ... International Journal of Computational Methods 20 (10), 2350013, 2023 | 32 | 2023 |
| Fundamental understanding of heat and mass transfer processes for physics-informed machine learning-based drying modelling MIH Khan, CP Batuwatta-Gamage, MA Karim, YT Gu Energies 15 (24), 9347, 2022 | 26 | 2022 |
| A novel physics-informed neural networks approach (PINN-MT) to solve mass transfer in plant cells during drying CP Batuwatta-Gamage, C Rathnayaka, HCP Karunasena, H Jeong, ... Biosystems Engineering 230, 219-241, 2023 | 15 | 2023 |
| A physics-informed neural network framework to investigate nonlinear and heterogenous shrinkage of drying plant cells CP Batuwatta-Gamage, CM Rathnayaka, HCP Karunasena, H Jeong, ... International Journal of Mechanical Sciences 275, 109267, 2024 | 3 | 2024 |
| Customization of loss weights for physics-informed neural networks (pinns) when solving multiple partial differential equations: A case study on plant cell drying CP Batuwatta Gamage, C Rathnayaka Mudiyanselage, CPK Helambage, ... USNCCM17 Book of Abstracts, 764-765, 2023 | 3 | 2023 |
| Weight initialization in physics-informed neural networks to enhance consistency of mass-loss predictions of plant cells undergoing drying C Batuwatta-Gamage¹, C Rathnayaka, HCP Karunasena, M Karim, Y Gu¹ Proceedings of the International Conference on Computational Methods, Volume …, 2023 | 2 | 2023 |
| Topology optimization to improve structural efficiency of 5000 lb Over-Center Buckle BGC Prabuddha, R Ranaweera, KHJ Mangala 2016 Moratuwa Engineering Research Conference (MERCon), 198-203, 2016 | 2 | 2016 |
| An advanced physics-informed neural network-based framework for nonlinear and complex topology optimization H Jeong, C Batuwatta-Gamage, J Bai, C Rathnayaka, Y Zhou, YT Gu Engineering Structures 322, 119194, 2025 | 1 | 2025 |
| Physics-informed neural network for increasing prediction accuracy of microscale variations of single plant cell during drying CP Batuwatta-Gamage*, CM Rathnayaka, HCP Karunasena, ... WCCM -APCOM (15th World Congress on Computational Mechanics & 8th Asian …, 2022 | 1 | 2022 |
| A Physics-Informed Neural-Network-Based Multi-Domain Computational Model to Investigate Nonlinear and Heterogenous Shrinkage of Plant Cells During Drying C Batuwatta-Gamage, C Rathnayaka, HCP Karunasena, H Jeong, ... Available at SSRN 4609292, 0 | 1 | |
| A novel machine learning-based computational framework for predicting microscale morphological changes of plant cells during drying CP Batuwatta Gamage Queensland University of Technology, 2024 | | 2024 |
| The Impact of Activation Functions on Physics-Informed Neural Networks for Computational Mechanics P Kurukulasuriya, C Rathnayaka Mudiyanselage, CP Batuwatta Gamage, ... Sixth Australasian Conference of Computational Mechanics, 2023 | | 2023 |
| Physics-informed neural network for increasing prediction accuracy of microscale variations of single plant cell during drying CB Gamage, C Rathnayaka, C Karunasena, W Wijerathne, MA Karim, ... Book of Abstracts, 2093-2093, 2022 | | 2022 |
| Root cause analysis for crack propagation of rods in Hydraulic Press BGC Prabuddha*, MKS Liyanarachchi, WU Maddumage, MSM Perera Annual Sessions of IESL 2019, 857-864, 2019 | | 2019 |
| Development of a Structure for Damping Characterization Machine by Topology Optimization BGC Prabuddha*, MSM Perera National Conference of Technology and Management (NCTM) 6, 195-200, 2017 | | 2017 |
| Low-Speed Brake Induced Shudder: An investigation of the suspension sensitivity DMV Dr. Ioannis Karagiannis, B. G. Chanaka Prabuddha, Dr. Malika Perera ... International Forum Automotive Acoustics & Vibration-NVH 2, 2016 | | 2016 |
| Topology optimisation of 5000 LB over-center buckle BGC Prabuddha | | 2015 |
Charith Rathnayaka (C. M. Rathnayaka)University of the Sunshine Coast, AustraliaEmail verificata su usc.edu.au
