SCIENTIFIC RECORD

Publications

IN SUBMISSION

S.1

Interpolation vs. Extrapolation in Flood Forecasting: Exploring the Predictive Capability of Conceptual and Machine Learning Tools in Non-Stationary Scenarios

Mantilla, Barco, Mehboob, Lewkebandara, Perez, Gurbuz, Xiao · 2025 · HESS (submitted)

JOURNAL

J.6

Advancing Machine Learning-Based Streamflow Prediction Through Event Greedy Selection, Asymmetric Loss Function, and Rainfall Forecasting Uncertainty

Tofighi, Gurbuz, Mantilla, Xiao · 2025 · Applied Sciences

J.5

A Data-Driven Framework for Flood Mitigation: Transformer-Based Damage Prediction and Reinforcement Learning for Reservoir Operations

Tofighi, Gurbuz, Mantilla, Xiao · 2025 · Water

J.4

Using a physics-based hydrological model and storm transposition to investigate machine-learning algorithms for streamflow prediction

Gurbuz, Mudireddy, Mantilla, Xiao · 2024 · Journal of Hydrology

J.3

Multivariate modeling of flood characteristics using Vine copulas

Tosunoglu, Gurbuz, İspirli · 2020 · Environmental Earth Sciences 79(19)

J.2

Mapping spatial variability of annual rainfall under different return periods in Turkey: The application of various distribution functions and model selection techniques

Tosunoglu, Gurbuz · 2019 · Meteorological Applications

J.1

Estimation of Missing Streamflow Records in the Euphrates Basin using Flow Duration Curves and Regression ModelsIn Turkish

Tosunoglu, İspirli, Gurbuz, Şengül · 2017 · Iğdır Univ. J. Inst. Sci. & Tech.

BOOK CHAPTER

B.1

The Role of the Çoruh Basin in Sustainable Water Resources Management Practices in TürkiyeIn Turkish

Gürbüz, Sarıkaya, Akca · 2025 · Water, Dams and Energy in Artvin (Akçağ Publishing), Vol. 1, pp. 363–380

CONFERENCE & THESIS

C.3

Transformer-Based Reinforcement Learning for Flood-Resilient Reservoir Operation

Tofighi, Gurbuz, Mantilla, Xiao · 2024 · AGU Fall Meeting (H13Q-1324)

C.2

Interpolation vs. Extrapolation in Flood Forecasting: Exploring the Predictive Capability of Conceptual and Machine Learning Tools in Non-Stationary Scenarios

Mantilla, Barco, Gurbuz, Xiao, Muñoz, Lewkebandara, Sharma · 2024 · EGU24

C.1

The role of AI algorithms in flood prediction and mitigation

Xiao, Mantilla, Gurbuz, Mudireddy · 2021 · AGU Fall Meeting

T

Exploration of Flood Forecasting and Flood Mitigation

Gurbuz · 2020 · M.Sc. Thesis, The University of Iowa

FULL RECORD: Google Scholar →