Physics-Based and Data-Driven Mulitiscale Modeling of the Structural Formation in Macromolecular Systems (Band 25)
Author | : Philipp Nicolas Depta |
Publisher | : Cuvillier Verlag |
Total Pages | : 297 |
Release | : 2024-02-27 |
ISBN-10 | : 9783736969728 |
ISBN-13 | : 3736969724 |
Rating | : 4/5 (28 Downloads) |
Book excerpt: In order to improve knowledge on macromolecular structural formation and self-assembly, this work proposes a physics-based and data-driven multiscale modeling framework capable of describing structural formation on micro-meter and milli-second scales near molecular-level precision. The framework abstracts macromolecules as anisotropic unit objects and models the interactions and environment using data-driven approaches. The models are parameterized in a bottom-up fashion and validated top-down by comparison with literature and collaborator data for self-assembly of three model system: alginate gelation, hepatitis B virus capsids, and the pyruvate dehydrogenase complex.