Model Error, Information Barriers, State Estimation and Prediction in Complex Multiscale Systems

Model Error, Information Barriers, State Estimation and Prediction in Complex Multiscale Systems

Complex multiscale systems are ubiquitous in many areas. This research expository article discusses the development and applications of a recent information-theoretic framework as well as novel reduced-order nonlinear modeling strategies for understanding and predicting complex multiscale systems. T...

Full description

Bibliographic Details
Main Authors: Andrew J. Majda, Nan Chen
Format: Article
Language:English
Published: MDPI AG 2018-08-01
Series:Entropy
Subjects:
information-theoretic framework
information barrier
model error
model sensitivity
state estimation and prediction
multiscale slow-fast systems
physics-constrained nonlinear stochastic model
reduced-order models
intermittent extreme events
Online Access:http://www.mdpi.com/1099-4300/20/9/644

Internet

http://www.mdpi.com/1099-4300/20/9/644

Similar Items