Dr Ellie Hajizadeh
Senior Lecturer
Department of Mechanical Engineering
56 Scholarly works
8 Projects
HIGHLIGHTS
2026
Journal article
Advances in Computational and Data-driven Methodologies for Accelerating Antimicrobial Peptide Design and Discovery
DOI: 10.1016/j.progpolymsci.2026.1021192025
Journal article
Membrane Selectivity of Star-Shaped Peptides: A Comparative Molecular Dynamics Study across Different Bacterial and Mammalian Bilayers
DOI: 10.1021/acs.jpcb.5c063082025
Journal article
Tailoring shape memory liquid crystalline elastomer/polyethylene oxide/fumed silica composites for highly durable and stable operation in Zn-based batteries
DOI: 10.1016/j.jallcom.2025.1838452025
Journal article
Molecular Dynamics Simulation of the Interaction of Lipidated Structurally Nano Engineered Antimicrobial Peptide Polymers with Bacterial Cell Membrane
DOI: 10.1021/acs.jpcb.5c020672021
Research contracts (non-grants)
Materials 4.0: An Artificial Intelligence-Accelerated Inverse Materials Design Engine
2020
Research Contracts
Support for the NGTF Research Agreement on Development of an ICME Paradigm for Advanced Acoustic Materials
2019
Research Contracts
Support for the NGTF Research Agreement on Development of an ICME Paradigm for Advanced Acoustic Materials
RECENT SCHOLARLY WORKS
2025
Journal article
Interpretable SHAP-bounded Bayesian optimization for underwater acoustic metamaterial coating design
DOI: 10.1007/s00158-025-04104-w2025
Journal article
Constrained Bayesian accelerated design of acoustic polyurethane coatings with metamaterial features under hydrostatic pressure
DOI: 10.1007/s00158-025-04107-72025
Journal article
From SMILES to scattering: Automated high-throughput atomistic polyurethane simulations compared with WAXS data
DOI: 10.1016/j.commatsci.2025.1139312025
Journal article
Interpretable active learning meta-modeling for the association dynamics of telechelic polymers on colloidal particles
DOI: 10.1122/8.00009302025
Journal article
Molecular Dynamics Simulations of Structurally Nanoengineered Antimicrobial Peptide Polymers Interacting with Bacterial Cell Membranes
DOI: 10.1021/acs.jpcb.4c066912024
Journal article
Procedural Construction of Atomistic Polyurethane Block Copolymer Models for High Throughput Simulations
DOI: 10.48550/arXiv.2405.15226
RECENT PROJECTS
2025
Research contracts (non-grants)
AI-assisted Multiscale Simulation Framework for Intentional Design of Dental Restorative Materials _1
2025
Research grants (ARC, NHMRC, MRFF)
Multifidelity Data-Driven Autonomous Precision Robotic Polymer Synthesis