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Zeynep Bala Duranay

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Open access Aug 2026

Monokristal, polikristal ve ince film fotovoltaik hücrelerin karşılaştırmalı analizi: Verim, sıcaklık ve ışınım etkileri

Bu çalışmada, monokristal, polikristal ve ince film fotovoltaik (FV) hücrelerin verim, sıcaklık ve güneş ışınımı etkileri açısından karşılaştırmalı olarak incelenmesi amaçlanmıştır. Bu kapsamda, seçilen ticari modüllere ait teknik parametreler kullanılarak MATLAB ortamında sıcaklık ve güneş ışınımının hücre verimi üzer...

Halid Elcüriye, Zeynep Bala Duranay, Hanifi Güldemir · 0 citations
Open access Sep 2026

Predictive Modeling of Basalt-Fiber-Reinforced Bentonite Strength Using Gaussian Process Regression

This study proposes a Gaussian Process Regression (GPR) method for estimating the compressive strength of soil mixtures containing bentonite and basalt fibers. GPR is a preferred probabilistic machine learning approach, especially for limited datasets, due to its high generalization ability and its ability to directly...

Zülfü Gürocak, Zeynep Bala Duranay, Yasemin Aslan Topçuoğlu et al. · 0 citations
Open access Aug 2026

Lag-Based Feature Engineering for One-Hour-Ahead Wind Speed Prediction Using Artificial Neural Networks

The results show that using lagged variables allows the model to learn the temporal dependencies of wind speed more effectively and produce competitive RMSE-based prediction performance, while the persistence model remains competitive according to MAE and R.

Aslıhan Şair, Zeynep Bala Duranay · 0 citations
Open access Aug 2026

Neural Network-Driven Fault Classification for HVAC Transmission Systems: A Comparative Evaluation of Voltage, Current, and Phase Angle Inputs

The results indicate that phase-angle information provides supplementary and class dependent discriminative value, but does not consistently improve all fault classes, whereas conventional voltage and current measurements alone represent a simpler and more stable alternative, whereas phase-angle measurements may be inc...

Zeynep Bala Duranay, İsmail Anıl Avcı, Mohammed Bushra Mohammed et al. · 0 citations

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