Charith Rathnayaka

Lecturer

University of the Sunshine Coast

Australia

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Research Interests

Solid Mechanics

50%

Fluid Mechanics

40%

Computational Mechanics

40%

Constitutive Modeling

20%

Plant Physiology

20%

Computational Physics

20%

Particle Dynamics

20%

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Articles13

An advanced physics-informed neural network-based framework for nonlinear and complex topology optimization

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Year:

2025

A review of sedimentation rates in freshwater reservoirs: recent changes and causative factors

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Year:

2023

Preparative pre-laboratory online resources for effectively managing cognitive load of engineering students

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Year:

2023

A complete Physics-Informed Neural Network-based framework for structural topology optimization

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Year:

2023

A novel physics-informed neural networks approach (PINN-MT) to solve mass transfer in plant cells during drying

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Year:

2023

An Introduction to Programming Physics-Informed Neural Network-Based Computational Solid Mechanics

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Year:

2023

A Physics-Informed Neural Network-based Topology Optimization (PINNTO) framework for structural optimization

Article Link

Year:

2023

An Introduction to Programming Physics-Informed Neural Network-Based Computational Solid Mechanics

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Year:

2023

Particle-Based Numerical Modelling of Liquid Marbles: Recent Advances and Future Perspectives

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Year:

2022

A physics-informed neural network-based surrogate framework to predict moisture concentration and shrinkage of a plant cell during drying

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Year:

2022

A general Neural Particle Method for hydrodynamics modeling

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Year:

2022

A data-driven smoothed particle hydrodynamics method for fluids

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Year:

2021

A three-dimensional (3-D) meshfree-based computational model to investigate stress-strain-time relationships of plant cells during drying

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Year:

2020

Collaborators12

Batuwatta Gamage Chanaka Prabuddha

Queensland University of Technology

AUSTRALIA

Christopher Soriano From

The University of Manchester

UNITED KINGDOM

wijitha senadeera

University of Southern Queensland

AUSTRALIA

Yi Min Xie

Distinguished Professor and Director of Centre for Innovative Structures and Materials

RMIT University

AUSTRALIA

Nam-Trung Nguyen

Professor and Director

Griffith University

AUSTRALIA

Azharul Karim

Queensland University of Technology

AUSTRALIA

Richard J Brown

Queensland University of Technology

AUSTRALIA

Yuantong Gu

Queensland University of Technology

AUSTRALIA

Hyogu Jeong

Queensland University of Technology

AUSTRALIA

Damon Kent

Associate Professor

University of the Sunshine Coast

AUSTRALIA

Emilie Sauret

Professor at Queensland University of Technology

Queensland University of Technology

AUSTRALIA

Les Dawes

AUSTRALIA

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