Mustafa Tuğrul Yılmaz

Department of Civil Engineering
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An explainable two-stage machine learning approach for precipitation forecast
Senocak, Ali Ulvi Galip; Yılmaz, Mustafa Tuğrul; Kalkan, Sinan; Yücel, İsmail; Amjad, Muhammad (2023-12-01)
A common post-processing approach to improve precipitation forecasts is to use machine learning models such as artificial neural networks (more specifically, multi-layer perceptrons) as black-box systems. These models util...
Impacts of Biotechnologically Developed Microorganisms on Ecosystems
Celebi, Dilek; AKALIN, HİLAL; Yılmaz, Mustafa Tuğrul; DÜNDAR, MUNİS (2023-10-01)
Climate change has imposed a significant struggle for survival most of the Earth's species, highlighting the urgent need for a healthy and secure environment. Recent scientific investigations have primarily concentrated on...
Impacts of Climate Change on Extreme Climate Indices in Türkiye Driven by High-Resolution Downscaled CMIP6 Climate Models
Gumus, Berkin; Oruc, Sertac; Yücel, İsmail; Yılmaz, Mustafa Tuğrul (2023-04-01)
CMIP6 Earth System Models Project Greater Acceleration of Climate Zone Change Due To Stronger Warming Rates
Bayar, Ali Serkan; Yılmaz, Mustafa Tuğrul; Yücel, İsmail; Dirmeyer, Paul (2023-04-01)
Warming climate and precipitation changes induce notable shifts in climate zones. In this study, the latest generation of global climate models from the Coupled Model Intercomparison Project Phase 6 (CMIP6) and the previou...
Global spatiotemporal consistency between meteorological and soil moisture drought indices
Afshar, Mahdı Hesamı ; Bulut, B.; Düzenli, Eren; Amjad, M.; Yılmaz, Mustafa Tuğrul (2022-04-01)
In this study, the consistency of a set of meteorological and soil moisture drought indices has been analyzed using the linear relationship between them. Commonly used Standardized Precipitation Index (SPI) and Standardize...
Contribution of the satellite-data driven snow routine to a karst hydrological model
Çallı, Süleyman Özdemir; Çallı, Kübra Özdemir; Yılmaz, Mustafa Tuğrul; ÇELİK, MEHMET (2022-04-01)
Snow recharge is an important dominant hydrological process in the high altitude mountainous karstic aquifer systems. In general, widely used karst-dedicated hydrological models (e.g., KarstMod, Varkarst) do not include a ...
Performance of hydraulic structures, lifelines and industrial structures during October 30, 2020 Samos-Aegean sea earthquake
Toprak, Selcuk; Uckan, M. Eren; Yılmaz, Mustafa Tuğrul; Cuceoglu, Faik; GÜMÜŞAY, MUSTAFA ÜMİT; NACAROĞLU, ENGİN; Kaya, Ercan S.; Aksel, Murat (2022-03-01)
This paper presents the effects of October 30, 2020 Samos-Aegean Sea earthquake on hydraulic structures, lifelines and industrial facilities which mainly located in the western cost of Turkey, within the borders of Izmir a...
Sensitivity of WRF-derived hydrometeorological extremes to sea surface temperatures in regions with complex topography and diverse climate
Pilatin, Heves; Yücel, İsmail; Düzenli, Eren; Yılmaz, Mustafa Tuğrul (2021-12-15)
© 2021 Elsevier B.V.This study investigates the impact of sea surface temperature (SST) describing the lower boundary of Weather Research and Forecasting (WRF) model on the extreme weather events that occurred on the Medit...
Improving WRF-Hydro runoff simulations of heavy floods through the sea surface temperature fields with higher spatio-temporal resolution
Kilicarslan, Berina Mina; Yücel, İsmail; Pilatin, Heves; Düzenli, Eren; Yılmaz, Mustafa Tuğrul (2021-09-01)
This study investigates the impact of the spatio-temporal accuracy of four different sea surface temperature (SST) datasets on the accuracy of the Weather Research and Forecasting (WRF)-Hydro system to simulate hydrologica...
Intercomparison of the expected change in the temperature and the precipitation retrieved from CMIP6 and CMIP5 climate projections: A Mediterranean hot spot case, Turkey
Bağçacı, Soner Çağatay; Yücel, İsmail; Düzenli, Eren; Yılmaz, Mustafa Tuğrul (2021-07-01)
The performances of a large number of Global Circulation Models (GCMs) belonging to the latest release the Coupled Model Intercomparison Project phase 6 (CMIP6) in comparison with its predecessor CMIP5 are evaluated for mo...
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