HAJIZADEH GROUP: SOFT MATTER INFORMATICS
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In Preparation

Targeted and accelerated inverse computational design of multiblock polyurethanes through machine learning and optimisation, ​Z. Shireen, A. Menzel, A.W.Phillips, E. Hajizadeh (2022)

A review of optimisation algorithms for accelerated and targeted  polymer design and synthesis, A. Jayawardena, J. Abdolahi, Z. Shireen, and E. Hajizadeh, (2022)

Efficient parameterization of coarse grained force fields based on Bayesian optimization, H. Weeratunge, Z. Shireen, 
A.Menzel, A.W.Phillips, Kate Smith-Miles, E. Hajizadeh, (2022)

Published

A novel machine learning enabled hybrid optimization framework for efficient and transferable coarse-graining of a model polymer, Z. Shireen, H. Weeratunge, A. Menzel, Andrew W. Phillips, Ronald G. Larson, Kate Smith-Miles, and Elnaz Hajizadeh, https://arxiv.org/abs/2204.13295 (2022)

A machine learning accelerated inverse design of underwater acoustic polyurethane coatings, H.Weeratunge, Z. Shireen, S. Iyer, A. Menzel, A.W. Phillips, S. Halgamuge, R. Sandberg, E. Hajizadeh, Accepted in Structural and Multidisciplinary Optimization (June 2022)​

Shape Memory Elastomers: A Review of Synthesis, Design, Advanced Manufacturing, and Emerging Applications, P. Prathumrata, M. Nikzad, E. Hajizadeh, R. Arablouei, and I. Sabrski, Polymers for Advanced Technologies, 1-27 (2022)
https://onlinelibrary.wiley.com/doi/epdf/10.1002/pat.5652

​Molecular dynamics study of the linear viscoelastic shear and bulk relaxation moduli of poly(tetramethylene oxide) (PTMO)
Z. Shireen, E. Hajizadeh, PJ Daivis, C. Brandl, 
Submitted (2022)​
https://arxiv.org/abs/2202.08993 (2022)

Predictions of polymer migration in a dilute solution between rotating eccentric cylinders, J. Xiang, E. Hajizadeh, R.G. Larson, D. Nelson, Journal of Rheology, 65, 1311 (2021)
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https://doi.org/10.1122/8.0000330

A comparative study of force fields for predicting shape memory properties of liquid crystalline elastomers using molecular dynamic simulations, P. Prathumart, I. Sbarski, E. Hajizadeh, and M. Nikzad, Journal of Applied Physics, 129, 155101 (2021); https://doi.org/10.1063/5.0044197

A novel hybrid population balance—Brownian dynamics method for simulating the dynamics of polymer-bridged colloidal latex particle suspensions, E. Hajizadeh, S. Yu, S. Wang, and R.G. Larson
Journal of Rheology, 62, 235 (2018); https://doi.org/10.1122/1.4996064

Stress-gradient-induced polymer migration in Taylor–Couette flow, E. Hajizade and R. G. Larson
Soft Matter, 13, 5942-5949 (2017); https://doi.org/10.1039/C7SM00821J 

​Stress-gradient-induced polymer migration: Perturbation theory and comparisons to stochastic simulations, G. Zhu, H. Rezvantalab, E. Hajizadeh, X. Wang. R. G. Larson
Journal of Rheology, 60, 327 (2016); https://doi.org/10.1122/1.4942252

A molecular dynamics investigation of the planar elongational rheology of chemically identical dendrimer-linear polymer blends, E. Hajizadeh, B. D. Todd, and P. J. Daivis
J. Chem. Phys. 142, 174911 (2015); https://doi.org/10.1063/1.4919654

Shear rheology and structural properties of chemically identical dendrimer-linear polymer blends through molecular dynamics simulations, E. Hajizadeh, B. D. Todd, and P. J. Daivis
J. Chem. Phys. 141, 194905 (2014); https://doi.org/10.1063/1.4901721

Nonequilibrium molecular dynamics simulation of dendrimers and hyperbranched polymer melts undergoing planar elongational flow, E. Hajizadeh, B. D. Todd, and P. J. Daivis
Journal of Rheology, 58, 281 (2014); https://doi.org/10.1122/1.4860355


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