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 | 139 | 2020 |
Polymer nanocomposite data: curation, frameworks, access, and potential for discovery and design LC Brinson, M Deagen, W Chen, J McCusker, DL McGuinness, ... ACS Macro Letters 9 (8), 1086-1094, 2020 | 38 | 2020 |
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 | 37 | 2018 |
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 | 32 | 2020 |
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 | 28 | 2018 |
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 | 25 | 2019 |
Scalable adaptive batch sampling in simulation-based design with heteroscedastic noise A van Beek, UF Ghumman, J Munshi, S Tao, TY Chien, ... Journal of Mechanical Design 143 (3), 031709, 2021 | 21 | 2021 |
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 | 7 | 2019 |
A Spectral Density Function Approach for Design of Organic Photovoltaic Cells UF Ghumman, A Iyer, R Dulal, A Wang, J Munshi, TY Chien, ... International Design Engineering Technical Conferences and Computers and …, 2018 | 6 | 2018 |
Calibration of cellular automaton model for microstructure prediction in additive manufacturing using dissimilarity score UF Ghumman, L Fang, GJ Wagner, W Chen Journal of Manufacturing Science and Engineering 145 (6), 061002, 2023 | 5 | 2023 |
Designing active layer of organic solar cells using multi-fidelity molecular simulations and spectral density function UF Ghumman, A van Beek, J Munshi, TY Chien, G Balasubramanian, ... Computational Materials Science 211, 111491, 2022 | 5 | 2022 |
Scalable objective-driven batch sampling in simulation-based design for models with heteroscedastic noise A Van Beek, U Farooq Ghumman, J Munshi, S Tao, TY Chien, ... International Design Engineering Technical Conferences and Computers and …, 2020 | 4 | 2020 |
SDF-Based Inverse Process Design of Solar Cells Using Molecular Dynamics Simulations UF Ghumman, A van Beek, J Munshi, TY Chien, G Balasubramanian, ... International Design Engineering Technical Conferences and Computers and …, 2021 | 1 | 2021 |
Crack Surface Analysis of Elastomers Using Transfer Learning UF Ghumman, Q Chen, VE D’Angelo, M Clark, J Chen, KR Shull, W Chen ACS Applied Materials & Interfaces 15 (11), 14901-14913, 2023 | | 2023 |
Microstructure Characterization for Analysis and Design of Microstructural Material System UF Ghumman Northwestern University, 2022 | | 2022 |
Miscibility of P3HT and PCBM in Organic Solar Cells J Munshi, UF Ghumman, A Iyer, R Dulal, W Chen Organic Photovoltaics: Processing Driven Morphology and Properties of Bulk …, 2021 | | 2021 |
Microstructure Comparison Using Dissimilarity Metric for Additive Manufacturing of Metals U Farooq Ghumman, S Saha, L Fang, WK Liu, G Wagner, W Chen International Symposium on Flexible Automation 83617, V001T07A008, 2020 | | 2020 |
Observation of Elongated Nano Domains in Organic Photovoltaic Active Layers with Electric Field Treatment using Cross-Sectional Scanning Tunneling Microscopy and Spectroscopy. R Dulal, A Iyer, U Ghumman, J Munshi, A Wang, G Balasubramanian, ... Bulletin of the American Physical Society 65, 2020 | | 2020 |
Understanding Quasi-random Nanostructures of the Bulkheterojunctions (BHJ) in Organic Solar Cell Active Layers with Spectral Density Function (SDF) R Dulal, U Ghumman, A Iyer, J Munshi, G Balasubramanian, W Chen, ... APS March Meeting Abstracts 2019, K50. 012, 2019 | | 2019 |