Ph.D. Researcher · Johns Hopkins University
Building AI-driven flood forecasting systems and coastal resilience frameworks protecting communities across the Caribbean and beyond.
~/ forecasting floods_
155+
Citations
3
H-Index
7
Countries
4
Publications
About
I am a Ph.D. researcher at Johns Hopkins University in the Department of Environmental Health and Engineering, on the Geography and Environmental Engineering track. My research develops next-generation AI/ML-driven hydrological models and real-time flood forecasting systems that turn satellite data and climate projections into actionable intelligence for vulnerable communities.
From engineering compound flood risk frameworks that protect 250,000+ coastal residents across 13 Caribbean Small Island Developing States to building automated calibration tools for watershed models used by researchers worldwide, my work sits at the intersection of computational hydrology, remote sensing, and machine learning.
My journey has taken me through 7 countries across 3 continents · from Jamaica to France, the Netherlands, Spain, Germany, China, and the United States, giving me a uniquely global perspective on water challenges. I am fluent in English and Mandarin Chinese, and my research interests include coastal morphology, hydrology, remote sensing, climate change, and machine learning.
155+
Google Scholar citations
3
H-Index
3
i10-Index
7
Countries
4
Publications
Licensed P.E.
Professional Engineers Board of Jamaica · PE/01,14/01399
Credentials
U.S. National Water Center Innovators Fellow
CUAHSI · Consortium of Universities for the Advancement of Hydrologic Science
Erasmus Mundus Scholar
European Union · EuroAquae+ Joint Master Programme
CHEC Scholar
China Harbour Engineering Company Limited, Americas Division
Licensed Professional Engineer
Professional Engineers Board of Jamaica · Reg# PE/01,14/01399
Expertise
Data-driven water systems modeling and forecasting
Satellite-driven earth observation and analysis
Deep learning for flood prediction and classification
Adaptation, projection, and impact assessment
Real-time prediction and inundation mapping
Sustainable water management and planning
Infrastructure adaptation and defense design
Food security, drought, and GHG analysis
Open Source
Publicly available tools and frameworks developed during my research, each actively maintained with daily automated monitoring.
Compound flood risk framework for 13 Caribbean SIDS. Copula dependence modeling with Holland wind model and IPCC AR6 projections, protecting 250K+ coastal residents.
High-resolution flood inundation mapping integrating NOAA's HAND with National Water Model forecasts and CDC Social Vulnerability Index. Not just where water goes, but who it impacts most.
Python framework for SWAT+ calibration, sensitivity analysis, and validation. DDS, PSO, GLUE, and Sobol methods, automating weeks of manual parameter tuning.
Automated pipeline for 61 GCMs across 197 countries and all SSP scenarios. Includes bias correction workflows for local climate impact assessment.
Streamlined toolkit for NASA Land Information System Framework data products. Authentication, spatial/temporal subsetting, and format conversion for MODIS, ERA5, and satellite-derived datasets.
Scholarship
SRO Marshall, TND Tran, MR Tapas, BQ Nguyen
International Journal of River Basin Management, 2025
citations
SRO Marshall, TND Tran, A Arshad, MM Rahman, V Lakshmi
Earth Systems and Environment, 2025
citations
TND Tran, QB Nguyen, ND Vo, R Marshall, P Gourbesville
Advances in Hydroinformatics: Models for Complex and Global Water Issues, 2022
citations
GNT Longandjo, V Sridhar, W Moufouma-Okia, V Lakshmi, HL Kim, et al.
Resilience and Sustainability in the Congo Basin, 2026
Technical
Journey
2026 – present
Johns Hopkins University, Baltimore, MD
Geography & Environmental Engineering · Hydrology & Water Resources
2025 – 2026
University of Virginia, Charlottesville, VA
Began doctoral study · continued at Johns Hopkins
2020 – 2022
EuroAquae+ Erasmus Mundus Joint Master
France · Spain · Germany · Poland · United Kingdom
2015 – 2020
Hohai University, Nanjing, China
CHEC Scholar · Full scholarship
2026 – present
Johns Hopkins University, Baltimore, MD
AI/ML flood forecasting · HAND-FIM · Remote sensing
2022 – 2025
Smith Warner International, Jamaica
Coastal resilience · Flood modeling · Climate adaptation
2022
SUEZ, Paris, France
IoT sensor networks · Water distribution optimization
2021
Remote, France
Hydrological data processing · Statistical modeling · Geospatial analysis