Learning Reduced Order Dynamics via Geometric Representations
Imran Nasim, Melanie Weber
SCML 2024
Using Small Angle Neutron Scattering (SANS), we present the first quantitative measurements of the 3-dimensional conformation of macromolecules in thin polymer films of D < RG, Bulk, where D is the film thickness and RG, Bulk is the bulk radius of gyration. For D ≈ 0.5 RG, Bulk, the molecular size along the film normal is less than 0.5 PG, Bulk, while relatively small changes are observed parallel to the surface. The observed changes in molecular size agree with predictions of molecular dynamics simulations of polymers confined in thin films, resulting from increased molecular orientation rather than chain distortion. Segregation of molecular centers of mass to the film center facilitates molecular packing while minimizing chain distortion. Estimates of length scales relating to the onset of chain distortion and chain orientation in thin film resists are D ≈ 0.1RG, Bulk and D ≈ Nσ respectively, where D is the film thickness, N is the number of chain segments, and σ is the persistence length. © 2002 SPIE · 0277-786X/02/$15.00.
Imran Nasim, Melanie Weber
SCML 2024
Guo-Jun Qi, Charu Aggarwal, et al.
IEEE TPAMI
Hannaneh Hajishirzi, Julia Hockenmaier, et al.
UAI 2011
R.A. Brualdi, A.J. Hoffman
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