DR Ellie Hajizadeh
Senior Lecturer
Department of Mechanical Engineering
60 Scholarly works
9 Projects
HIGHLIGHTS
2026
Journal article
From molecular descriptors to data-driven design: Multiscale modelling and machine learning for shape memory polymers
DOI: 10.1016/j.nxmate.2026.1031112026
Journal article
Active Learning-Enabled Multiscale Simulation Framework: Bridging Association Dynamics to Rheology in Polymer–Colloid Suspensions
DOI: 10.1021/acs.macromol.6c003352026
Journal article
Advances in computational and data-driven methodologies for accelerating antimicrobial peptide design and discovery
DOI: 10.1016/j.progpolymsci.2026.1021192026
Conference Proceedings
Effects of Airfoil Trailing Edge Thickness on the Generation of Secondary Tones
DOI: 10.21741/9781644904251-202021
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
2026
Journal article
StrAPS: Structural angular power spectrum for unsupervised morphology identification in block copolymers
DOI: 10.1016/j.commatsci.2026.1148552025
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.5c020672025
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/s00158-025-04107-7
RECENT PROJECTS
2025
Research contracts (non-grants)
AI-assisted Multiscale Simulation Framework for Intentional Design of Dental Restorative Materials_3
2025
Research grants (ARC, NHMRC, MRFF)
Multifidelity Data-Driven Autonomous Precision Robotic Polymer Synthesis