Skip to main content
eScholarship
Open Access Publications from the University of California

UC Santa Barbara

UC Santa Barbara Electronic Theses and Dissertations bannerUC Santa Barbara

Computational Model Development and Validation on Systems of Biochemical Polymers

  • Author(s): Charest, Nathaniel Morgan;
  • Advisor(s): Shea, Joan-Emma;
  • et al.
Abstract

Modeling of biochemical polymers using classical simulation and the analysis of large datasets has become important in an age when high-throughput experimentation and advanced computational resources have enabled the collection of massive bodies of information regarding these systems. Models help us understand and extract insight from experimental data, allowing us to develop simulations and predictions around their behavior that can help elucidate macroscopic behaviors of interest. The body of work applies techniques in molecular dynamics, machine intelligence and information theory to problems within the realm of biological heteropolymers with the intent of developing understanding regarding modern methods of data generation and analysis. The differing paradigms of first-principles models versus data first models are considered and examined, and work is done to show areas where the methods are complementary or applicable to helping understand experimental data sets.

Main Content
For improved accessibility of PDF content, download the file to your device.
Current View