Wednesday, March 17, 2021
8:00AM - 8:12AM
Live
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L63.00001: Machine Learning of Phase Transitions and Dynamical Crossovers in Polymers
Tarak Patra, Debjyoti Bhattacharya, Ashwin Bale
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Wednesday, March 17, 2021
8:12AM - 8:24AM
Live
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L63.00002: Rheology-Informed Neural Networks (RhINNs) for direct and inverse complex fluid modeling
Mohammadamin Mahmoudabadbozchelou, Safa Jamali
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Wednesday, March 17, 2021
8:24AM - 8:36AM
Live
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L63.00003: Design of Polymers for Energy Storage Capacitors Using Machine Learning and Evolutionary Algorithms
Joseph Kern, Lihua Chen, Chiho Kim, Rampi Ramprasad
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Wednesday, March 17, 2021
8:36AM - 8:48AM
Live
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L63.00004: Phase diagrams of polymer-containing liquid mixtures with a theory-embedded
neural network
Issei Nakamura
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Wednesday, March 17, 2021
8:48AM - 9:00AM
Live
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L63.00005: Neural Network Prediction of Polymer-Solvent Coexistence Curves
Jeffrey Ethier, Rohan Casukhela, Josh Latimer, Matthew Jacobsen, Richard Arthur Vaia
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Wednesday, March 17, 2021
9:00AM - 9:12AM
Live
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L63.00006: Prediction of Block Copolymer Phase Behavior Using Machine Learning
Nathan Rebello, Akash Arora, Tzyy-Shyang Lin, Sarah Av-Ron, Bradley Olsen
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Wednesday, March 17, 2021
9:12AM - 9:24AM
Live
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L63.00007: Deep Learning and Self-Consistent Field Theory: A Path Towards Accelerating Polymer Phase Discovery
Yao Xuan, Kris T Delaney, Hector D. Ceniceros, Glenn H Fredrickson
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Wednesday, March 17, 2021
9:24AM - 9:36AM
Live
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L63.00008: Thermal conductivity, heat capacity and speed of sound of epoxy resins
guangxin lyu, Christopher Evans, David G. Cahill
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Wednesday, March 17, 2021
9:36AM - 9:48AM
Live
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L63.00009: Using Machine Learning to Predict the Glass Transition Temperature of Polyimides
Chengyuan Wen, Binghan Liu, Josh Wolfgang, Timothy Long, Roy Odle, Shengfeng Cheng
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Wednesday, March 17, 2021
9:48AM - 10:00AM
Live
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L63.00010: BoltzmaNN: Predicting effective pair potentials and equations of state using neural networks
Fabian Berressem, Arash Nikoubashman
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Wednesday, March 17, 2021
10:00AM - 10:12AM
Live
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L63.00011: Data-driven tools to “fingerprint” soft material structuring in complex processing flows
Patrick Corona, Barbara Berke, L. Gary Leal, Marianne Liebi, Matthew Helgeson
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Wednesday, March 17, 2021
10:12AM - 10:48AM
Live
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L63.00012: Gaussian Processes and Deep Learning for Experimental Data
Invited Speaker:
Daniela Ushizima
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Wednesday, March 17, 2021
10:48AM - 11:00AM
Live
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L63.00013: Meta-Reinforcement Learning as the Driver of Data Acquisition in Autonomous Polymer Discovery
Sarath Swaminathan, Victoria Piunova, Krystelle Lionti, Chinyere Agunwa, Daniel Sanders, Dmitry Zubarev
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