Follow
Akshay Iyer
Akshay Iyer
Verified email at u.northwestern.edu
Title
Cited by
Cited by
Year
Numerical modeling of the thermal behavior and residual stress in the direct metal laser sintering process of titanium alloy products
X Zhao, A Iyer, P Promoppatum, SC Yao
Additive Manufacturing 14, 126-136, 2017
1512017
Machine-learning-assisted de novo design of organic molecules and polymers: opportunities and challenges
G Chen, Z Shen, A Iyer, UF Ghumman, S Tang, J Bi, W Chen, Y Li
Polymers 12 (1), 163, 2020
1202020
Mining structure–property relationships in polymer nanocomposites using data driven finite element analysis and multi-task convolutional neural networks
Y Wang, M Zhang, A Lin, A Iyer, AS Prasad, X Li, Y Zhang, LS Schadler, ...
Molecular Systems Design & Engineering 5 (5), 962-975, 2020
462020
Featureless adaptive optimization accelerates functional electronic materials design
Y Wang, A Iyer, W Chen, JM Rondinelli
Applied Physics Reviews 7 (4), 2020
412020
A spectral density function approach for active layer design of organic photovoltaic cells
U Farooq Ghumman, A Iyer, R Dulal, J Munshi, A Wang, TY Chien, ...
Journal of Mechanical Design 140 (11), 111408, 2018
362018
Designing anisotropic microstructures with spectral density function
A Iyer, R Dulal, Y Zhang, UF Ghumman, TY Chien, G Balasubramanian, ...
Computational Materials Science 179, 109559, 2020
302020
A conditional generative model for predicting material microstructures from processing methods
A Iyer, B Dey, A Dasgupta, W Chen, A Chakraborty
arXiv preprint arXiv:1910.02133, 2019
292019
Data-centric mixed-variable bayesian optimization for materials design
A Iyer, Y Zhang, A Prasad, S Tao, Y Wang, L Schadler, LC Brinson, ...
International design engineering technical conferences and computers and …, 2019
282019
Composition and processing dependent miscibility of P3HT and PCBM in organic solar cells by coarse-grained molecular simulations
J Munshi, UF Ghumman, A Iyer, R Dulal, W Chen, TY Chien, ...
Computational Materials Science 155, 112-115, 2018
282018
Data centric nanocomposites design via mixed-variable Bayesian optimization
A Iyer, Y Zhang, A Prasad, P Gupta, S Tao, Y Wang, P Prabhune, ...
Molecular Systems Design & Engineering 5 (8), 1376-1390, 2020
252020
Effect of polydispersity on the bulk‐heterojunction morphology of P3HT: PCBM solar cells
J Munshi, UF Ghumman, A Iyer, R Dulal, W Chen, TY Chien, ...
Journal of Polymer Science Part B: Polymer Physics 57 (14), 895-903, 2019
242019
Investigating the effect of surface modification on the dispersion process of polymer nanocomposites
AS Prasad, Y Wang, X Li, A Iyer, W Chen, LC Brinson, LS Schadler
Nanocomposites 6 (3), 111-124, 2020
192020
Data centric design: A new approach to design of microstructural material systems
W Chen, A Iyer, R Bostanabad
Engineering 10, 89-98, 2022
172022
A perspective on the data-driven design of polymer nanodielectrics
LS Schadler, W Chen, LC Brinson, R Sundararaman, P Gupta, ...
Journal of Physics D: Applied Physics 53 (33), 333001, 2020
172020
Scalable gaussian processes for data-driven design using big data with categorical factors
L Wang, S Yerramilli, A Iyer, D Apley, P Zhu, W Chen
Journal of Mechanical Design 144 (2), 021703, 2022
132022
Uncertainty-aware mixed-variable machine learning for materials design
H Zhang, W Chen, A Iyer, DW Apley, W Chen
Scientific reports 12 (1), 19760, 2022
102022
Materials Informatics and Data System for Polymer Nanocomposites Analysis and Design
W Chen, L Schadler, C Brinson, Y Wang, Y Zhang, A Prasad, X Li, A Iyer
HANDBOOK ON BIG DATA AND MACHINE LEARNING IN THE PHYSICAL SCIENCES: Volume 1 …, 2020
92020
Descriptor aided Bayesian optimization for many-level qualitative variables with materials design applications
A Iyer, S Yerramilli, JM Rondinelli, DW Apley, W Chen
Journal of Mechanical Design 145 (3), 031701, 2023
72023
Elongated Nanodomains and Molecular Intermixing Induced Doping in Organic Photovoltaic Active Layers with Electric Field Treatment
R Dulal, A Iyer, UF Ghumman, J Munshi, A Wang, G Balasubramanian, ...
ACS Applied Polymer Materials 2 (2), 335-341, 2019
72019
A Conditional Generative Model for Predicting Material Microstructures from Processing Methods,(2019)
A Iyer, B Dey, A Dasgupta, W Chen, A Chakraborty
arXiv preprint arXiv:1910.02133, 1910
71910
The system can't perform the operation now. Try again later.
Articles 1–20