Maximizing Simulated Tropical Cyclone Intensity With Action Minimization
Abstract
Direct computer simulation of intense tropical cyclones (TCs) in weather models is limited by computational expense. Intense TCs are rare and have small-scale structures, making it difficult to produce large ensembles of storms at high resolution. Further, models often fail to capture the process of rapid intensification, which is a distinguishing feature of many intense TCs. Understanding rapid intensification is especially important in the context of global warming, which may increase the frequency of intense TCs. To better leverage computational resources for the study of rapid intensification, we introduce an action minimization algorithm applied to the Weather Research and Forecasting and WRFPLUS models. Action minimization nudges the model into forming more intense TCs than it otherwise would; it does so via the maximum likelihood path in a stochastic formulation of the model, thereby allowing targeted study of intensification mechanisms. We apply action minimization to simulations of Hurricanes Danny (2015) and Fred (2009) at 6-km resolution to demonstrate that the algorithm consistently intensifies TCs via physically plausible pathways. We show an approximately tenfold computational savings using action minimization to study the tail of the TC intensification distribution. Further, for Hurricanes Danny and Fred, action minimization produces perturbations that preferentially reduce low-levelmore »
- Authors:
-
- Department of the Geophysical SciencesThe University of Chicago Chicago IL USA
- Courant Institute of Mathematical SciencesNew York University New York NY USA
- Department of Earth System ScienceStanford University Stanford CA USA
- Publication Date:
- Research Org.:
- Krell Institute, Ames, IA (United States); Univ. of Chicago, IL (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC), Advanced Scientific Computing Research (ASCR); National Science Foundation (NSF)
- OSTI Identifier:
- 1504807
- Alternate Identifier(s):
- OSTI ID: 1504811; OSTI ID: 1610361
- Grant/Contract Number:
- FG02-97ER25308; SC0014205
- Resource Type:
- Published Article
- Journal Name:
- Journal of Advances in Modeling Earth Systems
- Additional Journal Information:
- Journal Name: Journal of Advances in Modeling Earth Systems Journal Volume: 11 Journal Issue: 4; Journal ID: ISSN 1942-2466
- Publisher:
- American Geophysical Union (AGU)
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 37 INORGANIC, ORGANIC, PHYSICAL, AND ANALYTICAL CHEMISTRY; tropical cyclone; action minimization; rapid intensification; WRF
Citation Formats
Plotkin, David A., Webber, Robert J., O'Neill, Morgan E., Weare, Jonathan, and Abbot, Dorian S. Maximizing Simulated Tropical Cyclone Intensity With Action Minimization. United States: N. p., 2019.
Web. doi:10.1029/2018MS001419.
Plotkin, David A., Webber, Robert J., O'Neill, Morgan E., Weare, Jonathan, & Abbot, Dorian S. Maximizing Simulated Tropical Cyclone Intensity With Action Minimization. United States. https://doi.org/10.1029/2018MS001419
Plotkin, David A., Webber, Robert J., O'Neill, Morgan E., Weare, Jonathan, and Abbot, Dorian S. Mon .
"Maximizing Simulated Tropical Cyclone Intensity With Action Minimization". United States. https://doi.org/10.1029/2018MS001419.
@article{osti_1504807,
title = {Maximizing Simulated Tropical Cyclone Intensity With Action Minimization},
author = {Plotkin, David A. and Webber, Robert J. and O'Neill, Morgan E. and Weare, Jonathan and Abbot, Dorian S.},
abstractNote = {Direct computer simulation of intense tropical cyclones (TCs) in weather models is limited by computational expense. Intense TCs are rare and have small-scale structures, making it difficult to produce large ensembles of storms at high resolution. Further, models often fail to capture the process of rapid intensification, which is a distinguishing feature of many intense TCs. Understanding rapid intensification is especially important in the context of global warming, which may increase the frequency of intense TCs. To better leverage computational resources for the study of rapid intensification, we introduce an action minimization algorithm applied to the Weather Research and Forecasting and WRFPLUS models. Action minimization nudges the model into forming more intense TCs than it otherwise would; it does so via the maximum likelihood path in a stochastic formulation of the model, thereby allowing targeted study of intensification mechanisms. We apply action minimization to simulations of Hurricanes Danny (2015) and Fred (2009) at 6-km resolution to demonstrate that the algorithm consistently intensifies TCs via physically plausible pathways. We show an approximately tenfold computational savings using action minimization to study the tail of the TC intensification distribution. Further, for Hurricanes Danny and Fred, action minimization produces perturbations that preferentially reduce low-level shear as compared to upper-level shear, at least above a threshold of approximately 4 m/s. We also demonstrate that asymmetric, time-dependent patterns of heating can cause significant TC intensification beyond symmetric, azimuthally averaged heating and find a regime of nonlinear response to asymmetric heating that has not been extensively studied in previous work.},
doi = {10.1029/2018MS001419},
journal = {Journal of Advances in Modeling Earth Systems},
number = 4,
volume = 11,
place = {United States},
year = {2019},
month = {4}
}
https://doi.org/10.1029/2018MS001419
Works referenced in this record:
Experiments of Hurricane Initialization with Airborne Doppler Radar Data for the Advanced Research Hurricane WRF (AHW) Model
journal, September 2009
- Xiao, Qingnong; Zhang, Xiaoyan; Davis, Christopher
- Monthly Weather Review, Vol. 137, Issue 9
Simple kinematic models for the environmental interaction of tropical cyclones in vertical wind shear
journal, January 2011
- Riemer, M.; Montgomery, M. T.
- Atmospheric Chemistry and Physics, Vol. 11, Issue 17
The Weather Research and Forecasting Model's Community Variational/Ensemble Data Assimilation System: WRFDA
journal, June 2012
- Barker, Dale; Huang, Xiang-Yu; Liu, Zhiquan
- Bulletin of the American Meteorological Society, Vol. 93, Issue 6
Are Special Processes at Work in the Rapid Intensification of Tropical Cyclones?
journal, March 2015
- Kowch, Roman; Emanuel, Kerry
- Monthly Weather Review, Vol. 143, Issue 3
Tropical Cyclone Climatology in a Global-Warming Climate as Simulated in a 20 km-Mesh Global Atmospheric Model: Frequency and Wind Intensity Analyses
journal, January 2006
- Oouchi, Kazuyoshi; Yoshimura, Jun; Yoshimura, Hiromasa
- Journal of the Meteorological Society of Japan. Ser. II, Vol. 84, Issue 2
A New Vertical Diffusion Package with an Explicit Treatment of Entrainment Processes
journal, September 2006
- Hong, Song-You; Noh, Yign; Dudhia, Jimy
- Monthly Weather Review, Vol. 134, Issue 9
Midlevel Ventilation’s Constraint on Tropical Cyclone Intensity
journal, June 2010
- Tang, Brian; Emanuel, Kerry
- Journal of the Atmospheric Sciences, Vol. 67, Issue 6
The Relationship between Storm Motion, Vertical Wind Shear, and Convective Asymmetries in Tropical Cyclones
journal, January 2003
- Corbosiero, Kristen L.; Molinari, John
- Journal of the Atmospheric Sciences, Vol. 60, Issue 2
Environmental Influences on Hurricane Intensification
journal, June 1988
- Merrill, Robert T.
- Journal of the Atmospheric Sciences, Vol. 45, Issue 11
Barotropic Vortex Stability to Perturbations from Axisymmetry
journal, October 1989
- Carr, L. E.; Williams, R. T.
- Journal of the Atmospheric Sciences, Vol. 46, Issue 20
A Vortical Hot Tower Route to Tropical Cyclogenesis
journal, January 2006
- Montgomery, M. T.; Nicholls, M. E.; Cram, T. A.
- Journal of the Atmospheric Sciences, Vol. 63, Issue 1
The Maximum Potential Intensity of Tropical Cyclones
journal, November 1997
- Holland, Greg J.
- Journal of the Atmospheric Sciences, Vol. 54, Issue 21
Tropical cyclones and climate change
journal, February 2010
- Knutson, Thomas R.; McBride, John L.; Chan, Johnny
- Nature Geoscience, Vol. 3, Issue 3
Mesoscale Interactions in Tropical Cyclone Genesis
journal, October 1997
- Simpson, J.; Ritchie, E.; Holland, G. J.
- Monthly Weather Review, Vol. 125, Issue 10
The Effect of Vertical Shear on Tropical Cyclone Intensity Change
journal, July 1996
- DeMaria, Mark
- Journal of the Atmospheric Sciences, Vol. 53, Issue 14
Time-space weak-constraint data assimilation for nonlinear models
journal, January 2000
- Uboldi, Francesco; Kamachi, Masafumi
- Tellus A: Dynamic Meteorology and Oceanography, Vol. 52, Issue 4
The Relationship between Tropical Cyclones at Genesis and Their Maximum Attained Intensity
journal, July 2017
- Ditchek, Sarah D.; Nelson, T. Connor; Rosenmayer, Michaela
- Journal of Climate, Vol. 30, Issue 13
Nonhydrostatic, Three-Dimensional Perturbations to Balanced, Hurricane-Like Vortices. Part II: Symmetric Response and Nonlinear Simulations
journal, November 2003
- Nolan, David S.; Grasso, Lewis D.
- Journal of the Atmospheric Sciences, Vol. 60, Issue 22
Sea Surface Temperature and the Maximum Intensity of Atlantic Tropical Cyclones
journal, September 1994
- Demaria, Mark; Kaplan, John
- Journal of Climate, Vol. 7, Issue 9
Distributions of Shallow to Very Deep Precipitation–Convection in Rapidly Intensifying Tropical Cyclones
journal, November 2015
- Tao, Cheng; Jiang, Haiyan
- Journal of Climate, Vol. 28, Issue 22
The Ensemble Kalman Filter: theoretical formulation and practical implementation
journal, November 2003
- Evensen, Geir
- Ocean Dynamics, Vol. 53, Issue 4
Tropical Cyclone Intensity in Vertical Wind Shear
journal, August 2004
- Wong, Martin L. M.; Chan, Johnny C. L.
- Journal of the Atmospheric Sciences, Vol. 61, Issue 15
Thirteen Ways to Look at the Correlation Coefficient
journal, February 1988
- Rodgers, Joseph Lee; Nicewander, W. Alan
- The American Statistician, Vol. 42, Issue 1
On the Rapid Intensification of Hurricane Wilma (2005). Part II: Convective Bursts and the Upper-Level Warm Core
journal, January 2013
- Chen, Hua; Zhang, Da-Lin
- Journal of the Atmospheric Sciences, Vol. 70, Issue 1
Tropical-cyclone intensification and predictability in three dimensions
journal, January 2008
- Van Sang, Nguyen; Smith, Roger K.; Montgomery, Michael T.
- Quarterly Journal of the Royal Meteorological Society, Vol. 134, Issue 632
Latent Heating and Cooling Rates in Developing and Nondeveloping Tropical Disturbances during TCS-08: TRMM PR versus ELDORA Retrievals*
journal, January 2013
- Park, Myung-Sook; Elsberry, Russell L.
- Journal of the Atmospheric Sciences, Vol. 70, Issue 1
Minimum action method for the study of rare events
journal, January 2004
- E., Weinan; Ren, Weiqing; Vanden-Eijnden, Eric
- Communications on Pure and Applied Mathematics, Vol. 57, Issue 5
Assimilating Vortex Position with an Ensemble Kalman Filter
journal, May 2007
- Chen, Yongsheng; Snyder, Chris
- Monthly Weather Review, Vol. 135, Issue 5
Inertial Stability and Tropical Cyclone Development
journal, August 1982
- Schubert, Wayne H.; Hack, James J.
- Journal of the Atmospheric Sciences, Vol. 39, Issue 8
The Maximum Intensity of Hurricanes
journal, April 1988
- Emanuel, Kerry A.
- Journal of the Atmospheric Sciences, Vol. 45, Issue 7
A New Approach to Linear Filtering and Prediction Problems
journal, March 1960
- Kalman, R. E.
- Journal of Basic Engineering, Vol. 82, Issue 1
The Use of an Ensemble Approach to Study the Background Error Covariances in a Global NWP Model
journal, September 2006
- Pereira, Margarida Belo; Berre, Loïk
- Monthly Weather Review, Vol. 134, Issue 9
The National Meteorological Center's Spectral Statistical-Interpolation Analysis System
journal, August 1992
- Parrish, David F.; Derber, John C.
- Monthly Weather Review, Vol. 120, Issue 8
Effects of Vertical Wind Shear on the Intensity and Structure of Numerically Simulated Hurricanes
journal, September 2001
- Frank, William M.; Ritchie, Elizabeth A.
- Monthly Weather Review, Vol. 129, Issue 9
The evolution of vortices in vertical shear. I: Initially barotropic vortices
journal, April 1995
- Jones, Sarah C.
- Quarterly Journal of the Royal Meteorological Society, Vol. 121, Issue 524
Nonhydrostatic, Three-Dimensional Perturbations to Balanced, Hurricane-like Vortices. Part I: Linearized Formulation, Stability, and Evolution
journal, November 2002
- Nolan, David S.; Montgomery, Michael T.
- Journal of the Atmospheric Sciences, Vol. 59, Issue 21
Predictability of tropical cyclone intensity: scale-dependent forecast error growth in high-resolution stochastic kinetic-energy backscatter ensembles: Predictability of Tropical Cyclone Intensity
journal, September 2015
- Judt, Falko; Chen, Shuyi S.; Berner, Judith
- Quarterly Journal of the Royal Meteorological Society, Vol. 142, Issue 694
Normalized Hurricane Damages in the United States: 1925–95
journal, September 1998
- Pielke, Roger A.; Landsea, Christopher W.
- Weather and Forecasting, Vol. 13, Issue 3
The Impact of Horizontal Grid Spacing on the Microphysical and Kinematic Structures of Strong Tropical Cyclones Simulated with the WRF-ARW Model
journal, November 2009
- Fierro, Alexandre O.; Rogers, Robert F.; Marks, Frank D.
- Monthly Weather Review, Vol. 137, Issue 11
An Intercomparison of Methods for Finding Coupled Patterns in Climate Data
journal, June 1992
- Bretherton, Christopher S.; Smith, Catherine; Wallace, John M.
- Journal of Climate, Vol. 5, Issue 6
Evaluating Outer Tropical Cyclone Size in Reanalysis Datasets Using QuikSCAT Data
journal, November 2017
- Schenkel, Benjamin A.; Lin, Ning; Chavas, Daniel
- Journal of Climate, Vol. 30, Issue 21
Automated Derivation of the Adjoint of High-Level Transient Finite Element Programs
journal, January 2013
- Farrell, P. E.; Ham, D. A.; Funke, S. W.
- SIAM Journal on Scientific Computing, Vol. 35, Issue 4
Large-Scale Characteristics of Rapidly Intensifying Tropical Cyclones in the North Atlantic Basin
journal, December 2003
- Kaplan, John; DeMaria, Mark
- Weather and Forecasting, Vol. 18, Issue 6
Generalized Stability Analyses of Asymmetric Disturbances in One- and Two-Celled Vortices Maintained by Radial Inflow
journal, May 1999
- Nolan, David S.; Farrell, Brian F.
- Journal of the Atmospheric Sciences, Vol. 56, Issue 10
Environmental Dynamical Control of Tropical Cyclone Intensity—An Observational Study
journal, January 2007
- Zeng, Zhihua; Wang, Yuqing; Wu, Chun-Chieh
- Monthly Weather Review, Vol. 135, Issue 1
Rapid Development of the Tropical Cyclone Warm Core
journal, November 2009
- Vigh, Jonathan L.; Schubert, Wayne H.
- Journal of the Atmospheric Sciences, Vol. 66, Issue 11
String method for the study of rare events
journal, August 2002
- E., Weinan; Ren, Weiqing; Vanden-Eijnden, Eric
- Physical Review B, Vol. 66, Issue 5
Evaluating Environmental Impacts on Tropical Cyclone Rapid Intensification Predictability Utilizing Statistical Models
journal, October 2015
- Kaplan, John; Rozoff, Christopher M.; DeMaria, Mark
- Weather and Forecasting, Vol. 30, Issue 5
Ensemble forecasting
journal, March 2008
- Leutbecher, M.; Palmer, T. N.
- Journal of Computational Physics, Vol. 227, Issue 7
A Study on the Asymmetric Rapid Intensification of Hurricane Earl (2010) Using the HWRF System
journal, February 2015
- Chen, Hua; Gopalakrishnan, Sundararaman G.
- Journal of the Atmospheric Sciences, Vol. 72, Issue 2
Downscaling CMIP5 climate models shows increased tropical cyclone activity over the 21st century
journal, July 2013
- Emanuel, K. A.
- Proceedings of the National Academy of Sciences, Vol. 110, Issue 30
Effects of Vertical Wind Shear on the Predictability of Tropical Cyclones
journal, March 2013
- Zhang, Fuqing; Tao, Dandan
- Journal of the Atmospheric Sciences, Vol. 70, Issue 3
The Theory of Hurricanes
journal, January 1991
- Emanuel, Kerry A.
- Annual Review of Fluid Mechanics, Vol. 23, Issue 1
Reducing systematic errors by empirically correcting model errors
journal, January 2000
- D’Andrea, Fabio; Vautard, Robert
- Tellus A: Dynamic Meteorology and Oceanography, Vol. 52, Issue 1
Sensitivity of Simulated Tropical Cyclone Structure and Intensity to Horizontal Resolution
journal, March 2010
- Gentry, Megan S.; Lackmann, Gary M.
- Monthly Weather Review, Vol. 138, Issue 3
Nudged elastic band method for finding minimum energy paths of transitions
conference, November 2011
- JÓNsson, Hannes; Mills, Greg; Jacobsen, Karsten W.
- Proceedings of the International School of Physics, Classical and Quantum Dynamics in Condensed Phase Simulations
Rewriting the Tropical Record Books: The Extraordinary Intensification of Hurricane Patricia (2015)
journal, October 2017
- Rogers, Robert F.; Aberson, Sim; Bell, Michael M.
- Bulletin of the American Meteorological Society, Vol. 98, Issue 10
Atlantic Hurricane Season of 2009
journal, April 2011
- Berg, Robert J.; Avila, Lixion A.
- Monthly Weather Review, Vol. 139, Issue 4
Dissipative heating and hurricane intensity
journal, January 1998
- Bister, M.; Emanuel, K. A.
- Meteorology and Atmospheric Physics, Vol. 65, Issue 3-4
Paradigms for tropical cyclone intensification
journal, March 2014
- Montgomery, M.; Smith, R.
- Australian Meteorological and Oceanographic Journal, Vol. 64, Issue 1
Idealized Tropical Cyclone Responses to the Height and Depth of Environmental Vertical Wind Shear
journal, June 2016
- Finocchio, Peter M.; Majumdar, Sharanya J.; Nolan, David S.
- Monthly Weather Review, Vol. 144, Issue 6
The Role of “Vortical” Hot Towers in the Formation of Tropical Cyclone Diana (1984)
journal, June 2004
- Hendricks, Eric A.; Montgomery, Michael T.; Davis, Christopher A.
- Journal of the Atmospheric Sciences, Vol. 61, Issue 11
Data Assimilation in the Low Noise Regime with Application to the Kuroshio
journal, June 2013
- Vanden-Eijnden, Eric; Weare, Jonathan
- Monthly Weather Review, Vol. 141, Issue 6
On the Height of the Warm Core in Tropical Cyclones
journal, May 2012
- Stern, Daniel P.; Nolan, David S.
- Journal of the Atmospheric Sciences, Vol. 69, Issue 5
A new paradigm for intensity modification of tropical cyclones: thermodynamic impact of vertical wind shear on the inflow layer
journal, January 2010
- Riemer, M.; Montgomery, M. T.; Nicholls, M. E.
- Atmospheric Chemistry and Physics, Vol. 10, Issue 7
Accounting for an imperfect model in 4D-Var
journal, October 2006
- Tr'emolet, Yannick
- Quarterly Journal of the Royal Meteorological Society, Vol. 132, Issue 621
Tropical Cyclone Intensification from Asymmetric Convection: Energetics and Efficiency
journal, October 2007
- Nolan, David S.; Moon, Yumin; Stern, Daniel P.
- Journal of the Atmospheric Sciences, Vol. 64, Issue 10
The effect of vertical shear orientation on tropical cyclogenesis
journal, December 2011
- Rappin, Eric D.; Nolan, David S.
- Quarterly Journal of the Royal Meteorological Society, Vol. 138, Issue 665
Using 4d-VAR to Move a Simulated Tropical Cyclone in a Mesoscale Model
journal, October 2006
- Hoffman, R. N.; Henderson, J. M.; Leidner, S. M.
- Computers & Mathematics with Applications, Vol. 52, Issue 8-9
Assimilation of the multisatellite data into the WRF model for track and intensity simulation of the Indian Ocean tropical cyclones
journal, February 2011
- Singh, Randhir; Kishtawal, C. M.; Pal, P. K.
- Meteorology and Atmospheric Physics, Vol. 111, Issue 3-4
Distinguishing meanders of the Kuroshio using machine learning
journal, October 2014
- Plotkin, David A.; Weare, Jonathan; Abbot, Dorian S.
- Journal of Geophysical Research: Oceans, Vol. 119, Issue 10
Future Changes in Tropical Cyclone Activity Projected by the New High-Resolution MRI-AGCM
journal, May 2012
- Murakami, Hiroyuki; Wang, Yuqing; Yoshimura, Hiromasa
- Journal of Climate, Vol. 25, Issue 9
Computation of extreme heat waves in climate models using a large deviation algorithm
journal, December 2017
- Ragone, Francesco; Wouters, Jeroen; Bouchet, Freddy
- Proceedings of the National Academy of Sciences, Vol. 115, Issue 1
Influences of Asymmetric Heating on Hurricane Evolution in the MM5
journal, November 2005
- Möller, J. Dominique; Shapiro, Lloyd J.
- Journal of the Atmospheric Sciences, Vol. 62, Issue 11
Predictability and Genesis of Hurricane Karl (2010) Examined through the EnKF Assimilation of Field Observations Collected during PREDICT
journal, April 2014
- Poterjoy, Jonathan; Zhang, Fuqing
- Journal of the Atmospheric Sciences, Vol. 71, Issue 4
Four-Dimensional Variational Data Assimilation for WRF: Formulation and Preliminary Results
journal, January 2009
- Huang, Xiang-Yu; Xiao, Qingnong; Barker, Dale M.
- Monthly Weather Review, Vol. 137, Issue 1
Rainfall, Convection, and Latent Heating Distributions in Rapidly Intensifying Tropical Cyclones
journal, August 2014
- Zagrodnik, Joseph P.; Jiang, Haiyan
- Journal of the Atmospheric Sciences, Vol. 71, Issue 8
Transition-Path Theory and Path-Finding Algorithms for the Study of Rare Events
journal, March 2010
- E., Weinan; Vanden-Eijnden, Eric
- Annual Review of Physical Chemistry, Vol. 61, Issue 1
Nonlinear Laplacian spectral analysis for time series with intermittency and low-frequency variability
journal, January 2012
- Giannakis, D.; Majda, A. J.
- Proceedings of the National Academy of Sciences, Vol. 109, Issue 7
Advanced Data Assimilation in Strongly Nonlinear Dynamical Systems
journal, April 1994
- Miller, Robert N.; Ghil, Michael; Gauthiez, François
- Journal of the Atmospheric Sciences, Vol. 51, Issue 8
Data assimilation into nonlinear stochastic models
journal, March 1999
- Miller, Robert N.; Carter, Everett F.; Blue, Sally T.
- Tellus A, Vol. 51, Issue 2
Effect of environmental shear, sea-surface temperature, and ambient moisture on the formation and predictability of tropical cyclones: An ensemble-mean perspective
journal, May 2014
- Tao, Dandan; Zhang, Fuqing
- Journal of Advances in Modeling Earth Systems, Vol. 6, Issue 2
Asymmetric and axisymmetric dynamics of tropical cyclones
journal, January 2013
- Persing, J.; Montgomery, M. T.; McWilliams, J. C.
- Atmospheric Chemistry and Physics, Vol. 13, Issue 24
NOAA'S Hurricane Intensity Forecasting Experiment: A Progress Report
journal, June 2013
- Rogers, Robert; Aberson, Sim; Aksoy, Altug
- Bulletin of the American Meteorological Society, Vol. 94, Issue 6
Diffusion Maps, Reduction Coordinates, and Low Dimensional Representation of Stochastic Systems
journal, January 2008
- Coifman, R. R.; Kevrekidis, I. G.; Lafon, S.
- Multiscale Modeling & Simulation, Vol. 7, Issue 2
Tropical Cyclones in the UPSCALE Ensemble of High-Resolution Global Climate Models
journal, January 2015
- Roberts, Malcolm J.; Vidale, Pier Luigi; Mizielinski, Matthew S.
- Journal of Climate, Vol. 28, Issue 2
Rogue waves and large deviations in deep sea
journal, January 2018
- Dematteis, Giovanni; Grafke, Tobias; Vanden-Eijnden, Eric
- Proceedings of the National Academy of Sciences, Vol. 115, Issue 5
Potential Vorticity Asymmetries and Tropical Cyclone Evolution in a Moist Three-Layer Model
journal, November 2000
- Shapiro, Lloyd J.
- Journal of the Atmospheric Sciences, Vol. 57, Issue 21
The Response of Damaging Winds of a Simulated Tropical Cyclone to Finite-Amplitude Perturbations of Different Variables
journal, July 2006
- Hoffman, R. N.; Henderson, J. M.; Leidner, S. M.
- Journal of the Atmospheric Sciences, Vol. 63, Issue 7
Particle filtering with path sampling and an application to a bimodal ocean current model
journal, July 2009
- Weare, Jonathan
- Journal of Computational Physics, Vol. 228, Issue 12