HAJIZADEH GROUP: SOFT MATTER INFORMATICS
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In Pipeline


Curing behaviour of shape memory liqnin-liquid crystalline elastomeric composites: A combination of experimental and molecular dynamics studies, P. Prathumrat, M. Nikzad, Z. Shireen, E. Hajizadeh, I. Sbarski, Submitted (2023)

Asymmetric CycleGANs for Inverse Design of Photonic Metastructures, J. Panisilvam, H. Weeratunge, E. Hajizadeh, S. Kim, Submitted (2023)

Data-efficient hybrid optimization framework for coarse-graining of a model polymer using Bayesian approach, H. Weeratunge, Z. Shireen, Nick M. Robe, A. Menzel, A. W. Phillips, M. Kirley, K. Smith-Miles, R. G. Larson, E. Hajizadeh, In Preparation (2023)

Investigation of death mechanism of multi-drug resistant bacterial cell by SNAPPs using molecular dynamics simulations, A.Jayawardena, A. Hung, G. Qiao, E. Hajizadeh, In preparation (2023)

Data-driven Inverse design of sustainable coating fluids, J. Abdolahi, N. M. Robe, M. Kirley, R. G. Larson, and E. Hajizadeh, In Preparation (2023)


Published

14. A Bio-inspired 3D-printable Flexture Joint with Cellular Mechanical Metamaterials Architecture for Soft Robotic Hands, A. Mohammadi, E. Hajizadeh, Y. Tan, P. Choong, D. Oetemo, International Journal of Bioprinting, 9 (3) (2023), IF = 7.4 (Q1)
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13. Linear viscoelastic shear and bulk relaxation moduli in poly (tetramethylene oxide) (PTMO) using united-atom molecular dynamics,
Z. Shireen, E. Hajizadeh, PJ Daivis, C. Brandl, Computational Materials Science, 216,111824 (2023), IF = 3.572 (Q1)

12. Lignin-liquid crystalline elastomeric composites for shape memory applications, P. Prathumrata, M. Nikzad, E. Hajizadeh. I. Sabrski, Express Polymer Letters, 17 (1), 104-117 (2023), IF = 3.95 (Q1) 

11. 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, Elnaz Hajizadeh, Nature npj Computational Materials, 8, 1-11 (2022), IF = 13.2 (Q1) 

10. 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, Structural and Multidisciplinary Optimization, 65, 213 (2022), IF = 4.54 (Q1)
https://link.springer.com/content/pdf/10.1007/s00158-022-03322-w.pdf.​

9. 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, 33, 1782-1808 (2022); IF = 3.67 (Q1)
https://onlinelibrary.wiley.com/doi/epdf/10.1002/pat.5652

8. 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); IF = 4.41 (Q1)
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https://doi.org/10.1122/8.0000330

7. 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); IF = 2.88 (Q1)
https://doi.org/10.1063/5.0044197

6. 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); IF = 4.41 (Q1)
 https://doi.org/10.1122/1.4996064

5. Stress-gradient-induced polymer migration in Taylor–Couette flow, E. Hajizade and R. G. Larson
Soft Matter, 13, 5942-5949 (2017); IF = 4.05 (Q1)
 https://doi.org/10.1039/C7SM00821J 

​4. 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); IF = 4.41 (Q1)
 https://doi.org/10.1122/1.4942252

3. 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); IF = 3.49 (Q1)
 https://doi.org/10.1063/1.4919654

2. 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); IF = 3.49 (Q1)

 https://doi.org/10.1063/1.4901721

1. 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); IF = 4.41 (Q1)
https://doi.org/10.1122/1.4860355


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