Publications

2025

1. A cluster-based temporal attention approach for predicting cyclone-induced compound flood dynamics

   Samuel Daramola, David F Muñoz, Hamed Moftakhari, and 1 more author

   Environmental Modelling & Software, 2025
2. Predicting the evolution of extreme water levels with long short-term memory station-based approximated models and transfer learning techniques

   Samuel Daramola, David F Muñoz, Paul Muñoz, and 2 more authors

   Water Resources Research, 2025
3. Spatiotemporal modelling and assessment of water-related multi-hazards

   Poulomi Ganguli, Shasha Han, David F Muñoz, and 1 more author

   Frontiers in Water, 2025
4. Breaking Down Annual and Tropical Cyclone-induced Nonlinear Interactions in Total Water Level

   Md Shadman Sakib, David F Muñoz, and Thomas Wahl

   Authorea Preprints, 2025
5. Enhancing runoff forecasting through the integration of satellite precipitation data and hydrological knowledge into machine learning models

   Paul Muñoz, David F Muñoz, Johanna Orellana-Alvear, and 1 more author

   Natural Hazards, 2025

2024

1. Quantifying cascading uncertainty in compound flood modeling with linked process-based and machine learning models

   David F Muñoz, Hamed Moftakhari, and Hamid Moradkhani

   Hydrology and Earth System Sciences, 2024
2. Establishing flood thresholds for sea level rise impact communication

   Sadaf Mahmoudi, Hamed Moftakhari, David F Muñoz, and 2 more authors

   Nature communications, 2024

2023

1. Fast flood extent monitoring with SAR change detection using google earth engine

   Ebrahim Hamidi, Brad G Peter, David F Muñoz, and 2 more authors

   IEEE Transactions on Geoscience and Remote Sensing, 2023
2. Integrating geographic data and the SCS-CN method with LSTM networks for enhanced runoff forecasting in a complex mountain basin

   Marı́a José Merizalde, Paul Muñoz, Gerald Corzo, and 3 more authors

   Frontiers in Water, 2023

2022

1. Accounting for uncertainties in compound flood hazard assessment: The value of data assimilation

   David F Muñoz, Peyman Abbaszadeh, Hamed Moftakhari, and 1 more author

   Coastal Engineering, 2022
2. Inter-model comparison of Delft3D-FM and 2D HEC-RAS for total water level prediction in coastal to inland transition zones

   David F Muñoz, Dongxiao Yin, Roham Bakhtyar, and 4 more authors

   JAWRA Journal of the American Water Resources Association, 2022
3. Perspective on uncertainty quantification and reduction in compound flood modeling and forecasting

   Peyman Abbaszadeh, David F Muñoz, Hamed Moftakhari, and 2 more authors

   Iscience, 2022
4. Compound effects of flood drivers, sea level rise, and dredging protocols on vessel navigability and wetland inundation dynamics

   David F Muñoz, Hamed Moftakhari, Mukesh Kumar, and 1 more author

   Frontiers in Marine Science, 2022
5. Extreme water level simulation and component analysis in Delaware estuary during Hurricane Isabel

   Dongxiao Yin, David F Muñoz, Roham Bakhtyar, and 4 more authors

   JAWRA Journal of the American Water Resources Association, 2022

2021

1. From local to regional compound flood mapping with deep learning and data fusion techniques

   David F Muñoz, Paul Muñoz, Hamed Moftakhari, and 1 more author

   Science of the Total Environment, 2021
2. Fusing multisource data to estimate the effects of urbanization, sea level rise, and hurricane impacts on long-term wetland change dynamics

   David F Muñoz, Paul Muñoz, Atieh Alipour, and 3 more authors

   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2021
3. Challenges for Appropriate Characterization of Compound Coastal Hazards

   Hamed Moftakhari, David F Muñoz, Jae Yeol Song, and 2 more authors

   In Geo-Extreme 2021, 2021

2020

1. Compound effects of flood drivers and wetland elevation correction on coastal flood hazard assessment

   DF Muñoz, H Moftakhari, and H Moradkhani

   Water Resources Research, 2020

2019

1. Adjusting emergent herbaceous wetland elevation with object-based image analysis, random forest and the 2016 NLCD

   David F Muñoz, Jordan R Cissell, and Hamed Moftakhari

   Remote Sensing, 2019
2. Generalizing multi-reward functions aimed at identifying the best locations to install flow control devices in sewer systems

   David F Muñoz, Nuno E Simões, Luı́s M Sousa, and 3 more authors

   Urban Water Journal, 2019