Open to collaboration

Sebastian R.O. Marshall

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_

Water Resources Hydroinformatics Machine Learning Coastal Engineering Remote Sensing

155+

Citations

3

H-Index

7

Countries

4

Publications

About

Bridging computational science and real-world resilience

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

Fellowships, Honors & Memberships

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

Professional Memberships

ASCE · American Society of Civil Engineers EWRI · Environmental & Water Resources Institute AGU · American Geophysical Union AWWA · American Water Works Association COPRI · Coasts, Oceans, Ports & Rivers Institute JIE · Jamaica Institution of Engineers

Expertise

Research Domains

Hydroinformatics

Data-driven water systems modeling and forecasting

Remote Sensing

Satellite-driven earth observation and analysis

ML / AI

Deep learning for flood prediction and classification

Climate Change

Adaptation, projection, and impact assessment

Flood Forecasting

Real-time prediction and inundation mapping

Water Resources

Sustainable water management and planning

Coastal Resilience

Infrastructure adaptation and defense design

Agricultural Ecosystems

Food security, drought, and GHG analysis

Open Source

Research Tools

Publicly available tools and frameworks developed during my research, each actively maintained with daily automated monitoring.

Scholarship

Publications

Integrating Artificial Intelligence and Machine Learning in Hydrological Modeling for Sustainable Resource Management

SRO Marshall, TND Tran, MR Tapas, BQ Nguyen

International Journal of River Basin Management, 2025

69

citations

42

citations

Assessment of Terrain Scenario Impacts on Hydrological Simulation with SWAT Model: Application to Lai Giang Catchment, Vietnam

TND Tran, QB Nguyen, ND Vo, R Marshall, P Gourbesville

Advances in Hydroinformatics: Models for Complex and Global Water Issues, 2022

37

citations

The Climate and Land-Use Change Feedback

GNT Longandjo, V Sridhar, W Moufouma-Okia, V Lakshmi, HL Kim, et al.

Resilience and Sustainability in the Congo Basin, 2026

New

Technical

Skills & Tools

Programming Languages

PythonRJavaScriptSQLMATLAB

Machine Learning

TensorFlowPyTorchscikit-learnXGBoostCNN / LSTM

GIS & Remote Sensing

Earth EnginegeemapQGISArcGISGDALRasterio

Hydrological & Coastal

SWAT / SWAT+HEC-RASHEC-HMSNASA LISFHANDDelft3DMIKE Suite

Cloud & DevOps

AWSDockerGitHub ActionsGitLinux

Data & Analysis

PostgreSQLMySQLPandasNumPyxarraySQL Server

Journey

Education & Experience

Education

2026 – present

Ph.D. Environmental Health & Engineering

Johns Hopkins University, Baltimore, MD

Geography & Environmental Engineering · Hydrology & Water Resources

2025 – 2026

Ph.D. Civil & Environmental Engineering

University of Virginia, Charlottesville, VA

Began doctoral study · continued at Johns Hopkins

2020 – 2022

M.Sc. Hydroinformatics & Water Management

EuroAquae+ Erasmus Mundus Joint Master

France · Spain · Germany · Poland · United Kingdom

2015 – 2020

B.Eng. Harbor, Waterway & Coastal Engineering

Hohai University, Nanjing, China

CHEC Scholar · Full scholarship

Experience

2026 – present

Graduate Research Assistant

Johns Hopkins University, Baltimore, MD

AI/ML flood forecasting · HAND-FIM · Remote sensing

2022 – 2025

Coastal & Hydroinformatics Engineer

Smith Warner International, Jamaica

Coastal resilience · Flood modeling · Climate adaptation

2022

Smart Water Engineer

SUEZ, Paris, France

IoT sensor networks · Water distribution optimization

2021

Lead Data Analyst

Remote, France

Hydrological data processing · Statistical modeling · Geospatial analysis