[HTML][HTML] The Implementation of Multimodal Large Language Models for Hydrological Applications: A Comparative Study of GPT-4 Vision, Gemini, LLaVa, and …

LA Kadiyala, O Mermer, DJ Samuel, Y Sermet, I Demir - Hydrology, 2024 - mdpi.com
Large Language Models (LLMs) combined with visual foundation models have
demonstrated significant advancements, achieving intelligence levels comparable to human …

MultiRS flood mapper: a google earth engine application for water extent map** with multimodal remote sensing and quantile-based postprocessing

Z Li, I Demir - Environmental Modelling & Software, 2024 - Elsevier
There is a growing interest in develo** GEE applications to improve the reusability of GEE
scripts and reduce manual effort for water-body extraction. Right now, there is a need for …

Comprehensive analysis of riverine flood impact on bridge and transportation network: Iowa case study

E Duran, Y Alabbad, J Mount, E Yildirim… - International Journal of …, 2025 - Taylor & Francis
Floods have a catastrophic impact on human life in terms of economic loss, infrastructure
damage and loss of life. Understanding vulnerable transportation segments is critical to …

A Comprehensive Evaluation of Multimodal Large Language Models in Hydrological Applications

L Kadiyala, O Mermer, DJ Samuel, Y Sermet, I Demir - 2024 - eartharxiv.org
Large Language Models (LLMs) combined with visual foundation models have
demonstrated remarkable advancements, achieving a level of intelligence comparable to …

Technological Trends in The Field of Hydrology and Environmental Sciences: A Bibliometric Analysis

CE Ramirez, K Song, I Demir - 2024 - eartharxiv.org
The rapid advancement and widespread adoption of technology, particularly in web
applications and artificial intelligence, have significantly impacted various sectors, including …

EarthObsNet: A comprehensive Benchmark dataset for data-driven earth observation image synthesis

Z Li, Y Sermet, I Demir - Environmental Modelling & Software, 2025 - Elsevier
Recently, there are attempts to expand the current usage of satellite Earth surface
observation images to forward-looking applications to support decision-making and fast …

Comprehensive Assessment of Flood Impact, Zonal Statistics, and Site Suitability for Wind Turbines in Iowa

E Duran, I Demir - 2024 - eartharxiv.org
Floods, exacerbated by climate change and urban development, pose significant global
risks, particularly impacting the wind energy sector in Iowa due to its reliance on wind power …

An Integrated Framework for Actionable Flood Warnings on Road Structures Using High Resolution Satellite Imagery

Z Li, BZ Demiray, M Muste, I Demir - 2024 - eartharxiv.org
Floods rank among the most devastating natural hazards globally. Unlike many other natural
calamities, floods typically occur in densely populated regions, resulting in immediate and …