In Pipeline
Bacterial cell death: Atomic level insights of a killing mechanism by structurally nano engineered star peptide polymers, A.Jayawardena, A. Hung, G. Qiao, E. Hajizadeh, In draft (2023)
Figuring Out What Matters: Active Learning Bulk Morphologies of Phase-Separating Polymers, N. Robe and E. Hajizadeh, In preparation (2023)
Probabilistic Surrogate machine learning of gap-dependent transient rates of polymer-bridging colloidal particles, J. Abdolahi, N. M. Robe, M. Kirley, R. G. Larson, and E. Hajizadeh, In Preparation (2023)
Interpretable and Explainable ML for rheology of phase segregated block copolymers, N. Robe and E. Hajizadeh, In preparation (2024)
Viscoelacticity-informed fractional order DNNs for predicting creep behaviour of naval polymer-based acoustic metamaterial coatings induced by hydrostatic pressure, P. Ding and E. Hajizadeh, In Preparation (2024)
Figuring Out What Matters: Active Learning Bulk Morphologies of Phase-Separating Polymers, N. Robe and E. Hajizadeh, In preparation (2023)
Probabilistic Surrogate machine learning of gap-dependent transient rates of polymer-bridging colloidal particles, J. Abdolahi, N. M. Robe, M. Kirley, R. G. Larson, and E. Hajizadeh, In Preparation (2023)
Interpretable and Explainable ML for rheology of phase segregated block copolymers, N. Robe and E. Hajizadeh, In preparation (2024)
Viscoelacticity-informed fractional order DNNs for predicting creep behaviour of naval polymer-based acoustic metamaterial coatings induced by hydrostatic pressure, P. Ding and E. Hajizadeh, In Preparation (2024)
Published
19. Asymmetric CycleGANs for Inverse Design of Photonic Metastructures, J. Panisilvam, E. Hajizadeh, H. Weeratunge, J. Bailey,S. Kim, APL Machine Learning,1, 046105 (2023)
https://doi.org/10.1063/5.0159264.
18. 3D printing of shape memory liquid crystalline thermoplastic elastomeric composites using fused filament fabrication, P. Prathumrat, M. Nikzad, F. T. Jahromi, E. Hajizadeh, and I. Sbarski, Polymers, 15(19), 3961 (2023) IF = 5 (Q1)
https://www.mdpi.com/2073-4360/15/19/3961
17. Bayesian coarsening: rapid tuning of polymer model parameters, H. Weeratunge, D. Robe, A. Menzel, A.W. Phillips, M. Kirley, K. Smith-Miles, E. Hajizadeh, Rheologica Acta (2023), IF = 2.824 (Q1).
https://link.springer.com/article/10.1007/s00397-023-01397-w
16. A combined experimental and molecular dynamics studies of curing of shape memory liqnin-liquid crystalline elastomeric composites, P. Prathumrat, M. Nikzad, Z. Shireen, E. Hajizadeh, I. Sbarski, Composites Science and Technology, 240, 110099, (2023), IF = 9.879 (Q1).
https://doi.org/10.1016/j.compscitech.2023.110099
15. 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)
14. 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)
13. 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)
12. 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)
11. 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.
10. 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
9. 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)
https://doi.org/10.1122/8.0000330
8. 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
7. 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
6. 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
5. 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
4. 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
3. 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
2. 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
1. Response Surface Based Optimization of Toughness of Hybrid Polyamide 6 Nanocomposites, E. Hajizadeh and H. Garmabi, International Journal of Chemical and Biomolecular Engineering, 1, 40-44 (2008).
https://doi.org/10.1063/5.0159264.
18. 3D printing of shape memory liquid crystalline thermoplastic elastomeric composites using fused filament fabrication, P. Prathumrat, M. Nikzad, F. T. Jahromi, E. Hajizadeh, and I. Sbarski, Polymers, 15(19), 3961 (2023) IF = 5 (Q1)
https://www.mdpi.com/2073-4360/15/19/3961
17. Bayesian coarsening: rapid tuning of polymer model parameters, H. Weeratunge, D. Robe, A. Menzel, A.W. Phillips, M. Kirley, K. Smith-Miles, E. Hajizadeh, Rheologica Acta (2023), IF = 2.824 (Q1).
https://link.springer.com/article/10.1007/s00397-023-01397-w
16. A combined experimental and molecular dynamics studies of curing of shape memory liqnin-liquid crystalline elastomeric composites, P. Prathumrat, M. Nikzad, Z. Shireen, E. Hajizadeh, I. Sbarski, Composites Science and Technology, 240, 110099, (2023), IF = 9.879 (Q1).
https://doi.org/10.1016/j.compscitech.2023.110099
15. 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)
14. 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)
13. 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)
12. 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)
11. 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.
10. 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
9. 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)
https://doi.org/10.1122/8.0000330
8. 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
7. 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
6. 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
5. 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
4. 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
3. 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
2. 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
1. Response Surface Based Optimization of Toughness of Hybrid Polyamide 6 Nanocomposites, E. Hajizadeh and H. Garmabi, International Journal of Chemical and Biomolecular Engineering, 1, 40-44 (2008).