đ Bo-Wen Shen ¡ Research Portfolio
Nonlinear dynamics | Chaos & predictability | Weather & Climate modeling | AI-enhanced frameworks
đď¸ San Diego State University ¡ Mathematics & Statistics
đ Applied Mathematics ¡ Nonlinear Data Analysis
đť Highâend Computing ¡ Global NWP & Climate
đ 1. Chaotic dynamics
signature contribution
Extended Lorenz models to unveil coexisting chaotic and nonâchaotic attractors â a paradigm shift in weather predictability. Formalized âthree kinds of butterfly effectsâ and multistability in highâdimensional systems.
Is Weather Chaotic? Coexistence of Chaos and Order within a Generalized Lorenz Model
Bulletin of the American Meteorological Society (BAMS) ¡ 2021 ¡ Vol. 102, E148âE158
coexisting attractorsmultistabilityfeatured insight
Three Kinds of Butterfly Effects Within Lorenz Models
Encyclopedia ¡ 2022 ¡ 2(3), 1250â1259
Lorenz 1963/1969sensitivityreview
A Review of Lorenzâs Models from 1960 to 2008
International Journal of Bifurcation and Chaos (IJBC) ¡ 2023 ¡ 33(10), 2330024 (Feature Article, Editorâs Pick 2024)
comprehensive reviewpredictability
Coexistence of Chaotic and NonâChaotic Orbits in a New NineâDimensional Lorenz Model
CHAOS 2018 ¡ Springer Proceedings in Complexity ¡ 2019
9D Lorenzorbit coexistence
One Saddle Point and Two Types of Sensitivities Within the Lorenz 1963 and 1969 Models
Atmosphere ¡ 2022 ¡ 13(5), 753
saddleâpoint dynamicsfinite predictability
đ 2. Nonlinear wave & quantum dynamics
KdV ¡ solitons ¡ homoclinic links
Bridges Lorenzâtype chaos with solitary waves, KdV equation, homoclinic orbits and quantum tunneling. Formulated the novel KdVâSIR model for epidemic waves.
Homoclinic Orbits and Solitary Waves within the nonâdissipative Lorenz Model and KdV Equation
International Journal of Bifurcation and Chaos ¡ 2020 ¡ 30, 2050257
solitonshomoclinic connection
A KdVâSIR Equation and Its Analytical Solutions: An Application for COVIDâ19 Data Analysis
Chaos, Solitons & Fractals ¡ 2023 ¡ 113610 (with W. Paxson)
epidemic wavesanalytical KdVâSIR
From Airyâs Equation to the Nonâdissipative Lorenz Model: Turning Points, Quantum Tunneling, and Solitary Waves
Encyclopedia ¡ 2025 ¡ 5(4), 208
quantum analogyWKB ¡ turning points
Solitary Waves, Homoclinic Orbits, and Nonlinear Oscillations within the nonâdissipative Lorenz Model, the inviscid Pedlosky Model, and the KdV Equation
CHAOS 2020 ¡ Springer ¡ 2021
unified wave perspective
đ¤ 3. AI / ML / Deep Learning
transformers ¡ AI weather limits
Pioneering the integration of Transformer architectures with generalized Lorenz models for downscaling/upscaling. Examines fundamental predictability limits of AIâbased weather prediction.
Exploring Downscaling in HighâDimensional Lorenz Models Using the Transformer Decoder
Machine Learning and Knowledge Extraction (MAKE) ¡ 2024 ¡ 6, 2161â2182
Transformer decoderdownscalingLorenzâ96âlike
Butterfly Effects and Finite Predictability in AIâBased Weather Prediction
ESS Open Archive (submitted to GRL) ¡ 2025 ¡ with R. Pielke Sr., X. Zeng
AI weather modelschaos theorypredictability horizon
A Brief Review of AIâEnhanced Modeling Framework
Wikipedia (History of numerical weather prediction) ¡ 2024 ¡ contributed entry
AEMFcommunity resource
Introduction to Foundation Models for Mathematical Programming ¡ Course Materials Math340
San Diego State University ¡ 2025 ¡ http://doi.org/10.13140/RG.2.2.24063.32169
educationfoundation models
âď¸ 4. Highâperformance & scientific computing
PEEMD ¡ scalability ¡ NASA supercomputing
Developed Parallel Ensemble Empirical Mode Decomposition (PEEMD) and advanced multiâscale modeling frameworks on NASA Columbia/Discover. Scalability improvements for global climate simulations.
Parallel Implementation of the Ensemble Empirical Mode Decomposition (PEEMD) and Its Application for Earth Science Data Analysis
Computing in Science & Engineering (CiSE) ¡ 2017 ¡ 19(5), 49â57
PEEMDmulticore/parallel
Improving the NASA Multiscale Modeling Frameworkâs Performance for Tropical Cyclone Climate Study
Computing in Science & Engineering ¡ 2013 ¡ 15(5), 56â67
MMF scalabilityNASA supercomputers
CrossâPlatform Performance of a Portable Communication Module and the NASA Finite Volume General Circulation Model
International Journal of High Performance Computing Applications ¡ 2005 ¡ 19: 213â223
fvGCMportability
Petascale Computing: Impact on Future NASA Missions (Book chapter)
Chapman & Hall / CRC Press ¡ 2007 ¡ with R. Biswas, M.J. Aftosmis, C. Kiris
petascalefuture HPC
đ 5. Climate modeling & analysis
global mesoscale ¡ hurricanes ¡ predictability limits
Globalâscale simulations of hurricane genesis (Sandy, Katrina, Nargis), African easterly waves, MJO interactions. Recent work on tipping points, energyâbalance models and the twoâweek predictability barrier.
Genesis of Hurricane Sandy (2012) Simulated with a Global Mesoscale Model
Geophysical Research Letters ¡ 2013 ¡ 40, DOI:10.1002/grl.50934
Hurricane Sandyglobal mesoscale
African Easterly Waves in 30âday Highâresolution Global Simulations: A Case Study during the 2006 NAMMA Period
Geophysical Research Letters ¡ 2010 ¡ 37, L18803
AEW30âday hindcast
Tipping, Bifurcation, and Regime Shifts in Nonlinear EnergyâBalance Models
International Journal of Bifurcation and Chaos ¡ 2026 ¡ 36(6), 2630014 (Feature Article)
climate tippingEBM
Exploring the Origin of the TwoâWeek Predictability Limit: A Revisit of Lorenzâs Predictability Studies in the 1960s
Atmosphere ¡ 2024 ¡ 15(7), 837 (podcast featured)
predictability limitLorenz 1960s
Predicting Tropical Cyclogenesis with a Global Mesoscale Model: Hierarchical Multiscale Interactions During the Formation of Tropical Cyclone Nargis (2008)
J. Geophys. Res. ¡ 2010 ¡ 115, D14102
Cyclone Nargismultiscale
đ Editorial & synthesis leadership
special issues ¡ books
Special Issue on 50th Anniversary of the Metaphorical Butterfly Effect since Lorenz (1972)
MDPI Atmosphere ¡ 2023 ¡ edited with R.A. Pielke Sr., X. Zeng ¡ 336 pp, ISBN 978-3-0365-8911-4
Butterfly Effects (Physics Today, Weatherwise) â magazine & public outreach
2024 ¡ Physics Today 77(9), 10; Weatherwise, DOI:10.1080/00431672.2024.2329521
Lorenzâs View on the Predictability Limit ¡ Encyclopedia & Video entry
2023 ¡ Encyclopedia 3(3), 887â899 + video summary
The Dual Nature of Chaos and Order in the Atmosphere (Editorâs Choice)
Atmosphere 2022 ¡ 13(11), 1892 ¡ with Pielke, Zeng, Cui, FaghihâNaini, Paxson et al.