Machine Learning Predictors of Extreme Events Occurring in Complex Dynamical Systems

Statistical dynamical model to predict extreme events and anomalous features in shallow water waves with abrupt depth change

(2019) Andrew J. Majda et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Data-assisted reduced-order modeling of extreme events in complex dynamical systems

(2018) Zhong Yi Wan et al.   PLoS One

Rogue waves and large deviations in deep sea

(2018) Giovanni Dematteis et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Sequential sampling strategy for extreme event statistics in nonlinear dynamical systems

(2018) Mustafa A. Mohamad et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Reduced-order prediction of rogue waves in two-dimensional deep-water waves

(2017) Mohammad Farazmand et al.   JOURNAL OF COMPUTATIONAL PHYSICS

A variational approach to probing extreme events in turbulent dynamical systems

(2017) Mohammad Farazmand et al.   Science Advances

Predicting fat-tailed intermittent probability distributions in passive scalar turbulence with imperfect models through empirical information theory

(2016) Di Qi et al.   Communications in Mathematical Sciences

Hamiltonian modeling of multi-hydro-turbine governing systems with sharing common penstock and dynamic analyses under shock load

(2016) Beibei Xu et al.   ENERGY CONVERSION AND MANAGEMENT

A probabilistic decomposition-synthesis method for the quantification of rare events due to internal instabilities

(2016) Mustafa A. Mohamad et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Reduced-order precursors of rare events in unidirectional nonlinear water waves

(2016) Will Cousins et al.   JOURNAL OF FLUID MECHANICS

Probabilistic response and rare events in Mathieu׳s equation under correlated parametric excitation

(2016) Mustafa A. Mohamad et al.   OCEAN ENGINEERING

Surrogate-based methods for black-box optimization

(2016) Ky Khac Vu et al.   International Transactions in Operational Research

Probabilistic Description of Extreme Events in Intermittently Unstable Dynamical Systems Excited by Correlated Stochastic Processes

(2015) Mustafa A. Mohamad et al.   SIAM-ASA Journal on Uncertainty Quantification

Solid–liquid separation by particle-flow-instability

(2014) Steven Wang et al.   Energy & Environmental Science

Quantification and prediction of extreme events in a one-dimensional nonlinear dispersive wave model

(2014) Will Cousins et al.   PHYSICA D-NONLINEAR PHENOMENA

Estimation of the functional failure probability of a thermal–hydraulic passive system by Subset Simulation

(2009) E. Zio et al.   NUCLEAR ENGINEERING AND DESIGN

Oceanic Rogue Waves

(2008) Kristian Dysthe et al.   Annual Review of Fluid Mechanics

Transition-Path Theory and Path-Finding Algorithms for the Study of Rare Events

(2008) Weinan E et al.   Annual Review of Physical Chemistry