Elnaz Hajizadeh

Employment

• The University of Melbourne Senior Lecturer (Research & Teaching)
  2024 - Present
• The University of Melbourne Lecturer (Research and Teaching)
  2019 - 2024
• Defence Science and Technology Group Senior Research Scientist
  2017 - 2019
• University of Michigan Postdoctoral Research Fellow
  2015 - 2017

Education

• Swinburne University of Technology PhD
  2010 - 2015

Projects & Funding

Projects & funding information is unavailable.

Publications (31)

• Active Learning-Enabled Multiscale Simulation Framework: Bridging Association Dynamics to Rheology in Polymer–Colloid Suspensions
  Macromolecules 2026 DOI: 10.1021/acs.macromol.6c00335
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• StrAPS: Structural angular power spectrum for unsupervised morphology identification in block copolymers
  Computational Materials Science 2026 DOI: 10.1016/j.commatsci.2026.114855
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• Advances in computational and data-driven methodologies for accelerating antimicrobial peptide design and discovery
  Progress in Polymer Science 2026 DOI: 10.1016/j.progpolymsci.2026.102119
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• From molecular descriptors to data-driven design: Multiscale modelling and machine learning for shape memory polymers
  Next Materials 2026 DOI: 10.1016/j.nxmate.2026.103111
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• Membrane Selectivity of Star-Shaped Peptides: A Comparative Molecular Dynamics Study across Different Bacterial and Mammalian Bilayers
  The Journal of Physical Chemistry B 2025 DOI: 10.1021/acs.jpcb.5c06308
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• Molecular Dynamics Simulation of the Interaction of Lipidated Structurally Nano Engineered Antimicrobial Peptide Polymers with Bacterial Cell Membrane
  The Journal of Physical Chemistry B 2025 DOI: 10.1021/acs.jpcb.5c02067
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• Interpretable SHAP-bounded Bayesian optimization for underwater acoustic metamaterial coating design
  Structural and Multidisciplinary Optimization 2025 DOI: 10.1007/s00158-025-04104-w
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• Constrained Bayesian accelerated design of acoustic polyurethane coatings with metamaterial features under hydrostatic pressure
  Structural and Multidisciplinary Optimization 2025 DOI: 10.1007/s00158-025-04107-7
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• Interpretable active learning meta-modeling for the association dynamics of telechelic polymers on colloidal particles
  Journal of Rheology 2025 DOI: 10.1122/8.0000930
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• Molecular Dynamics Simulations of Structurally Nanoengineered Antimicrobial Peptide Polymers Interacting with Bacterial Cell Membranes
  The Journal of Physical Chemistry B 2025 DOI: 10.1021/acs.jpcb.4c06691
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