Research Portfolio

Details of my PhD work can be found in this page.

Details of my Postdoc work can be found in this page.

My Research Interests

• Scientific Computing and Computational Engineering
• High-Performance Computing and Parallel Programming
• Computational Materials Science and Computational Biomedical Engineering
• Computational Chemical Engineering
• Machine Learning and Computational Intelligence

Research Projects I’ve Been Involved In

• Computational Chemical Engineering
• Computational Tissue Engineering
• Scientific Software Development
• Computational Fluid Dynamics
• Computational Biomechanics
• Computational Materials Science
• Machine Learning and Computational Intelligence

Computational Chemical Engineering

• Topology optimization of porous electrodes in electrochemical flow systems and redox flow batteries using multi-scale computational modeling and high-performance computing
  TU/e, 2023–2025
  More info here

Computational Tissue Engineering

• Mathematical modeling and numerical simulation of interface-coupled models of biodegradation behavior of metallic implants and medical devices
  KU Leuven, 2018–2022
  More info here and here

• Mathematical modeling and numerical simulation of bone tissue growth process on 3D scaffolds
  KU Leuven and University of Liege, 2019–2021
  More info here

• Numerical modeling of oxygen consumption and cell viability for pancreatic islets
  KU Leuven & Maastricht University, 2019–2021
  More info will be available soon

• Development of coupled models of topology optimization and metals corrosion for optimizing the shape of biodegradable medical devices
  KU Leuven & Kyoto University, 2021–2022
  More info will be available soon

Scientific Software Development

• Development of open-source software BioDeg for massively-parallel simulation of biodegradation and corrosion of metallic biomaterials
  KU Leuven, 2020–2022
  More info here

• Contribution to the development of open-source software ASLI for creating TPMS-based functionally graded scaffolds and implants
  KU Leuven, 2020–2022
  More info here

• Contribution to the web app development of the Skeletal Cell Atlas project
  KU Leuven, 2020–2022
  More info here

• Contribution to the development of open-source software TFMLab for traction force microscopy calculations of cellular movements
  KU Leuven, 2020
  More info here

Computational Fluid Dynamics

• Numerical modeling of foam formation process using Lattice Boltzmann method and multiphase fluid simulation
  Amirkabir University of Technology, 2013–2017
  More info here

• Development of in-house CFD codes for simulating fluid flow and heat transfer in metal casting process
  Amirkabir University of Technology, 2008–2011
  More info here

Computational Biomechanics

• Implementation of Fluid-Structure Interactions models to simulate fluid dynamics of human body fluids
  University of Tehran, 2012–2014
  More info here

Computational Materials Science

• Development of dendrite and microstructure growth models to simulate the solidification process of metals
  Amirkabir University of Technology, 2009–2011
  More info here

Machine Learning and Computational Intelligence

• Development of coupled models of deep reinforcement learning and multiphysics parallel CFD for thermal shape optimization
  KU Leuven & University of Waterloo, 2021–2022
  More info here

• Development of physics-informed neural network models to solve governing equations of tissue engineering processes (cell growth and oxygen consumption)
  KU Leuven, 2020–2022
  More info will be available soon

• Development of Privacy-Preserving Deep Learning models using Federated Learning and Differential Privacy for healthcare IoT systems
  KU Leuven & Duke University, 2019–2020
  More info here and here

• Implementation of Machine Learning models for signal processing and anomaly detection of EEG and ECG signals
  KU Leuven & Imec, 2018–2019
  More info here