Expected Dynamics in Complex Media & Stochastic Simulations A Course-Time Steeper
Abstract
The purpose of this project was to develop new numerical methods for the study of the expected behavior of stochastic simulations (such as kinetic Monte Carlo, kMC, or Brownian Dynamics, BD) as well as problems involving complex media (i.e. homogenization, or effective medium theory). Many situations arise in current engineering modeling where stochastic simulators are available, yet closed equations for the expected behavior are not explicitly known. Our coarse time-stepper based approach is a bridge that connects microscopic/detailed simulation with macroscopic, systems level numerical analysis, enabling tasks like prediction, stability analysis, controller design and optimization to be performed directly on the microscopic models. We have constructed bridges between existing and future microscopic simulation codes (kMC, MD, MC, BD, LB etc.) and traditional, continuum numerical analysis. We trade function evaluations (in the continuum computations) for appropriately initialized "bursts" of microscopic simulations, executed over short space and time intervals, followed by post-processing based on 5 stem-identification techniques.
Document Details
- Document Type
- Technical Report
- Publication Date
- Jun 30, 2003
- Accession Number
- ADA419612
Entities
People
- YannÃs G. Kevrekidis
Organizations
- Princeton University