CoRAL Lab 🪸 VT

We integrate physics-informed and data-driven models to understand compound flood dynamics. PI: @davidmunozpauta @virginia_tech

[CoRAL Lab 🪸 VT @CoRAL_Lab_VT]

A great collaboration with colleagues from @VirginiaTechCEE and @hydr_vub We push the boundaries of transfer learning for #extreme water level prediction 🌊 across scales! @vtnews Stayed tuned for a follow up study at the global scale 🤓 🌎🌍🌏

https://t.co/CKJwmlCey3

[CoRAL Lab 🪸 VT @CoRAL_Lab_VT]

🚨We’re proud to share @Shadman_144’s first lead-author article from his PhD. We investigated how nonlinear interactions 📈📉 in total water levels🌊 evolve in space over annual scales & during tropical cyclones. @VirginiaTechCEE
https://t.co/dVpBIN3lzp

[David F. Muñoz @davidmunozpauta]

🚨Haven’t decided where to submit your top notch research on multi-hazard flood modeling?🌀 🌊💧💨 Join us at #AGU2025 for an engaging discussion of interdisciplinary research, novel methods and practical applications for (compound) flood modeling in inland🏔️ and coastal🏝️ areas

[David F. Muñoz @davidmunozpauta]

Muchas gracias #HuellaZero por ayudar a difundir nuestra investigación 🤖 sobre la predicción de niveles de agua e inundaciones 🌊 por huracanes 🌀con las comunidades latinas e hispanohablantes https://t.co/GJ1G91eAen

[David F. Muñoz @davidmunozpauta]

Grateful with Fredricka Whitfield and her team from @CNN for the opportunity to talk about the @CoRAL_Lab_VT My research group combines physics-based and data-driven models #AI to improve the prediction of compound flood hazards and risks @VirginiaTechCEE #GoHokies

[Virginia Tech @virginia_tech]

#VirginiaTech researchers are teaming up across disciplines to better predict hurricane-driven flooding and help communities prepare for extreme weather.

Here's how. ➡️ https://t.co/gMKaiGHL1V

[The Postdoctoral @thepostdoctoral]

Could AI help predict catastrophic floods? This Virginia Tech professor thinks so - WTOP - “Our model, it's super accurate,” said David Munoz, an assistant professor in Virginia Tech's Civil and Environmental Engineering program. “It's ... - https://t.co/dMOqG7jUvT

[FOX Weather @foxweather]

Assistant Professor at Virginia Tech, David F. Muñoz, joins FOX Weather to share how researchers use deep learning to predict future floods.

#hurricaneseason #flood #rain #FoxWeather

[CoRAL Lab 🪸 VT @CoRAL_Lab_VT]

🚨Free access to @SODaramola’s latest research is available now! Check how customized deep learning architectures 🤖 can learn (and predict) compound flood dynamics 🌊 in space🌌 & time⏳for multiple cyclonic events🌀⛈️ 
https://t.co/8OWxeorleM @VirginiaTechCEE @bamaengineering

[CoRAL Lab 🪸 VT @CoRAL_Lab_VT]

We are super excited to share Samuel’s first PhD paper 🤓📜Here, we address the limitations of transfer learning and show that, despite site-specific conditions, DL models can generalize spatiotemporal patterns of water levels 🌊 from tropical cyclones🌀 https://t.co/grfFYPx1my

[CoRAL Lab 🪸 VT @CoRAL_Lab_VT]

We just had the opportunity to present in this international workshop. Thanks to CMCC Foundation - Centro Euro Mediterraneo sui Cambiamenti Climatici @FOCCUS_eu Want to know more? Check the preprint article lead by @SODaramola #GoHokies @VirginiaTechCEE
https://t.co/FU51ipmkUa

[CoRAL Lab 🪸 VT @CoRAL_Lab_VT]

We had lots of fun playing with dye, water, sand, and legos and explaining #hurricanes, compound #flooding, and #sea level rise 🌊 to kids and their parents in Spanish! Gracias @FralinLifeSci por organizar Kids’ Tech University en Español.

[CoRAL Lab 🪸 VT @CoRAL_Lab_VT]

@SODaramola and @Shadman_144 will be presenting their research in the @virginia_tech ‘s Water Resources Colloquium💧🌊 Drop by this afternoon to learn more about state-of-the-art methods for predicting #compound #flood #dynamics and #nonlinear #interactions🤓🤓

[Paul Muñoz @paulmunozpauta]

🚨 New publication 🚨

📓 Our latest research shows how blending satellite data 🌧️ 🛰️ with #ML 🤖 can significantly enhance runoff and peak flow 🌊 #forecasting in mountainous settings ⛰️

👀Check this innovative approach for data scarcity areas
https://t.co/wcId78mZgd

[Paul Muñoz @paulmunozpauta]

🚨 Exciting news! 🎉🍻

Our paper was accepted today! 😎

We’re exploring innovative solutions to tackle data and modeling challenges in operational hydrology.

Stay tuned for the link to the article 👀📝

[David F. Muñoz @davidmunozpauta]

🚨 Pleased to introduce our invited speakers 🗣️🗣️ working with #hybrid #modeling and #digitaltwin systems for flood hazard and risk assessment 🤖 ➡️🏞️🌊Come join us in our session at @theAGU 😄 #AGU24

[Jun-Whan Lee @junwhanlee89]

We're excited to invite you to submit an abstract to our session: NH026 - Hybrid Modeling and Digital Twin Systems for Flood Hazard Prediction and Risk Assessment at Different Spatial Scales. Join us at #AGU24! https://t.co/StZJ8RgfZC

[CoRAL Lab 🪸 VT @CoRAL_Lab_VT]

Please consider submitting an abstract to our session ⬇️ See you all at @theAGU @VirginiaTechCEE @UTAustin @universityofga @RiceUniversity @ENGINEERINGatOU #AGU24

[David F. Muñoz @davidmunozpauta]

🚨Our team will be hosting a cool session at @theAGU🍂 Are you working with process-based models, #statistical analysis or #ML? 🤖Want to know more on #digitaltwin systems for flood hazard and risk assessment?⚠️ 🌊⛔️Look no further, this session is for you! Come join us 😄 #AGU24

[HESS Journal @EGU_HESS]

New Research article: Quantifying cascading uncertainty in compound flood modeling with linked process-based and machine learning models https://t.co/FjejHsmLPN

[CoRAL Lab 🪸 VT @CoRAL_Lab_VT]

Great collaboration between @UofAlabama and @VirginiaTechCEE How do uncertainty sources in #compound_flood modeling evolve during the onset, peak, and dissipation of #extreme water levels? 🌊 Check it out ⬇️

[David F. Muñoz @davidmunozpauta]

‼️Interested in the sources of uncertainty of #compound_flooding? 🤔Check out our publication in @EGU_HESS with @HamedMoftakhari @HamidMoradkhani We tracked the evolution of uncertainty in #extreme water level dynamics🌊linking #hydrodynamic_models and #ML https://t.co/wVQyzGta6I