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Meeting MS&T24: Materials Science & Technology
Symposium ACerS Robert B. Sosman Award Symposium: The Role of Computational Modeling of Complex Materials
Presentation Title Machine Learning-Driven Multiscale Modeling of Dyes and DNA-Templated Dye Aggregates
Author(s) Maia Ketteridge, Lan Li
On-Site Speaker (Planned) Lan Li
Abstract Scope Organic molecules, known as dyes, which can absorb and emit light, are potential candidates for quantum information application due to their unique excitonic properties. Importantly, exciton delocalization and coherence can occur at ambient temperature, which is crucial for building the quantum gates employed in quantum computing. To implement such an application, dye candidates are required to have high extinction coefficients, high transition dipole moments, good aggregation ability, and high exciton exchange energies. In addition, DNA is used to assemble and organize individual dyes into aggregates. To select potential candidates quickly and effectively from a large number of dyes to meet the application requirements, we have developed an integrated computational workflow, combining machine learning, density functional theory, and molecule dynamics. The computational results can inform and guide our dye synthesis and characterization experiments.

OTHER PAPERS PLANNED FOR THIS SYMPOSIUM

A Systematic Approach to Search for Lead-Free Piezoelectric Materials
Contribution of Density Functional Theory to Microporous Materials for Carbon Capture
Density Functional Theory Calculations of Biomolecules
Machine Learning-Driven Multiscale Modeling of Dyes and DNA-Templated Dye Aggregates
Partial Optical Properties of Multi-Component Complex Materials
Role of Ripplocations in the Bending and Uniaxial Deformation of Graphite
The Role of Computational Modeling in Complex Materials

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