Q1 and Q2 publications made by our faculty members are presented in table form.
| Publication Title | Authors | Publication Year | Article Link | Q1-Q2 Information | BM Sustainable Development Goals Group |
|---|---|---|---|---|---|
Development of a fuzzy decision support framework for complex multi-attribute decision problems: A case study for the selection of skilful basketball players | Serkan Ballı, Serdar Korukoğlu | 2014 | https://doi.org/10.1111/exsy.12002 | Q2 | - |
Application of a fuzzy expert system for failure load estimation of two serial pinned or bolted sandwich composite plates | Faruk Şen, Serkan Ballı | 2016 | https://doi.org/10.3139/120.110864 | Q2 | - |
A new unconstrained global optimization method based on clustering and parabolic approximation | İhsan Pençe, Melike Şişeci Çeşmeli, Fatih Ahmet Şenel, Bayram Çetişli | 2016 | https://doi.org/10.1016/j.eswa.2016.02.036 | Q1 | - |
Statistical Edge Detection and Circular Hough Transform for Optic Disk Localization | Halil Murat Ünver, Yunus Kökver, Elvan Duman, Osman Ayhan Erdem | 2019 | https://doi.org/10.3390/app9020350 | Q1 | - |
| Anomaly detection in videos using optical flow and convolutional autoencoder | Elvan Duman, Osman Ayhan Erdem | 2019 | https://doi.org/10.1109/ACCESS.2019.2960654 | Q1 | - |
| Stress Detection via Keyboard Typing Behaviors by Using Smartphone Sensors and Machine Learning Techniques | Ensar Arif Sağbaş, Serdar Korukoğlu, Serkan Ballı | 2020 | https://doi.org/10.1007/s10916-020-1530-z | Q1 | - |
| Deep learning methods and applications for electrical power systems: A comprehensive review | Asiye Kaymaz Özcanlı, Fatma Yaprakdal, Mustafa Baysal | 2020 | https://doi.org/10.1002/er.5331 | Q1 | Goal 7: Affordable and Clean Energy Goal 11: Sustainable Cities and Communities Goal 13: Climate Action |
| A Deep Neural Network-Assisted Approach to Enhance Short-Term Optimal Operational Scheduling of a Microgrid | Fatma Yaprakdal, Mustafa Berkay Yılmaz, Mustafa Baysal, Amjad Anvari-Moghaddam | 2020 | https://doi.org/10.3390/su12041653 | Q2 | Goal 7: Affordable and Clean Energy Goal 11: Sustainable Cities and Communities Goal 13: Climate Action |
| Data analysis of Covid-19 pandemic and short-term cumulative case forecasting using machine learning time series methods | Serkan Ballı | 2021 | https://doi.org/10.1016/j.chaos.2020.110512 | Q1 | - |
| Performance evaluation of artificial neural networks for identification of failure modes in composite plates | Serkan Ballı, Faruk Şen | 2021 | https://doi.org/10.1515/mt-2020-0094 | Q1 | - |
| A novel method for prediction of EuroLeague game results using hybrid feature extraction and machine learning techniques | Serkan Ballı, Engin Özdemir | 2021 | https://doi.org/10.1016/j.chaos.2021.111119 | Q1 | - |
| Forecasting seasonal electricity generation in European countries under Covid-19-induced lockdown using fractional grey prediction models and machine learning methods | Utkucan Şahin, Serkan Ballı, Yan Chen | 2021 | https://doi.org/10.1016/j.apenergy.2021.117540 | Q1 | - |
| Landmine detection training simulation using virtual reality technology | Merve Varol Arısoy, Ecir Uğur Küçüksille | 2021 | https://doi.org/10.1007/s10055-020-00467-1 | Q1 | Goal 4: Quality Education |
| Convolutional neural networks predict the onset of paroxysmal atrial fibrillation: Theory and applications | Murat Sürücü, Yalçın İşler, Matjaž Perc, Resul Kara | 2021 | https://doi.org/10.1063/5.0069272 | Q1 | - |
| Spam SMS Detection for Turkish Language with Deep Text Analysis and Deep Learning Methods | Onur Korasoy, Serkan Ballı | 2022 | https://doi.org/10.1007/s13369-021-06187-1 | Q2 | - |
| A novel method for intrusion detection in computer networks by identifying multivariate outliers and ReliefF feature selection | Birnur Uzun, Serkan Ballı | 2022 | https://doi.org/10.1007/s00521-022-07402-2 | Q2 | - |
| LZW-CIE: A high-capacity linguistic steganography based on LZW char index encoding | Merve Varol Arısoy | 2022 | https://doi.org/10.1007/s00521-022-07499-5 | Q2 | - |
| Modeling of energy and emissions from animal manure using machine learning methods: the case of the Western Mediterranean Region, Turkey | İhsan Pençe, Kazım Kumaş, Melike Şişeci Çeşmeli, Ali Özhan Akyüz | 2023 | https://doi.org/10.1007/s11356-022-23780-5 | Q1 | Goal 13: Climate Action |
| Evaluation of machine learning approaches for estimating thermodynamic properties of new generation refrigerant R513A | İhsan Pençe, Ragıp Yıldırım, Melike Şişeci Çeşmeli, Afşin Güngör, Ali Özhan Akyüz | 2023 | https://doi.org/10.1016/j.seta.2022.102973 | Q1 | - |
| A Multivariate Time Series Analysis of Electrical Load Forecasting Based on a Hybrid Feature Selection Approach and Explainable Deep Learning | Fatma Yaprakdal, Merve Varol Arısoy | 2023 | https://doi.org/10.3390/app132312946 | Q2 | Goal 12: Responsible Production and Consumption |
| Real-time detection of acromegaly from facial images with artificial intelligence | Muhammed Kızılgül, Nurettin Doğan Karakış, Hayri Bostan, Muhammed Mutlu Yapıcı, Ümran Gül, Bekir Uçan, Elvan Duman, Hakan Düğer, Erman Çakal, Ömer Akın | 2023 | https://doi.org/10.1093/ejendo/lvad005 | Q1 | - |
| Machine learning-based novel continuous authentication system using soft keyboard typing behavior and motion sensor data | Ensar Arif Sağbaş, Serkan Ballı | 2024 | https://doi.org/10.1007/s00521-023-09360-9 | Q2 | - |
| Real-time stress detection from smartphone sensor data using genetic algorithm-based feature subset optimization and k-nearest neighbor algorithm | Ensar Arif Sağbaş, Serdar Korukoğlu, Serkan Ballı | 2024 | https://doi.org/10.1007/s11042-023-15706-1 | Q2 | - |
| Detailed analysis of Türkiye's agricultural biomass-based energy potential with machine learning algorithms based on environmental and climatic conditions | İhsan Pençe, Kazım Kumaş, Melike Şişeci Çeşmeli, Ali Özhan Akyüz | 2024 | https://doi.org/10.1007/s10098-024-02822-1 | Q2 | Goal 13: Climate Action |
| Future prediction of biogas potential and CH4 emission with boosting algorithms: the case of cattle, small ruminant, and poultry manure from Turkey | İhsan Pençe, Melike Şişeci Çeşmeli, Ali Özhan Akyüz | 2024 | https://doi.org/10.1007/s11356-024-32666-7 | Q1 | Goal 13: Climate Action |
| Increasing the Fitting Precision of Implicit Polynomial Curves in 2D Modeling through Signomial Powers | İhsan Pençe | 2024 | https://doi.org/10.1109/ACCESS.2024.3402112 | Q2 | - |
| The Effect of Noise Removal Filters on Classifying Different Types of Medical Images | Furkan Atlan, İhsan Pençe | 2024 | https://doi.org/10.1016/j.dsp.2024.104613 | Q2 | - |
| Study of biocapacity areas to reduce ecological footprint deficits: A case study of Turkey | İhsan Pençe, Melike Şişeci Çeşmeli, Kazım Kumaş, Ali Özhan Akyüz, Azim Doğuş Tuncer, Afşin Güngör | 2024 | https://doi.org/10.1016/j.scitotenv.2024.173018 | Q1 | Goal 13: Climate Action |
| Animal-based CO2, CH4, and N2O emissions analysis: Machine learning predictions by agricultural regions and climate dynamics in varied scenarios | İhsan Pençe, Kazım Kumaş, Melike Şişeci Çeşmeli, Ali Özhan Akyüz | 2024 | https://doi.org/10.1016/j.compag.2024.109423 | Q1 | Goal 13: Climate Action |
A Multiform Many-objective Evolutionary Algorithm for Multi-label Feature Selection in Classification | Emrah Hançer, Bing Xue, Mengjie Zhang | 2024 | https://doi.org/10.1109/TEVC.2024.3523469 | Q1 | - |
Artificial Bee Colony for Multi-Label Feature Selection: A Logic-Guided Approach With Correlation-Driven Refinement | Emrah Hançer, Bing Xue, Mengjie Zhang | 2024 | https://doi.org/10.1109/TETCI.2024.3502471 | Q1 | - |
CompSegNet: An enhanced U-shaped architecture for nuclei segmentation in H&E histopathology images | Mohamed Traoré, Emrah Hançer, Refik Samet, Zeynep Yıldırım, Nooshin Nemati | 2024 | https://doi.org/10.1016/j.bspc.2024.106699 | Q1 | - |
An improved evolutionary wrapper-filter feature selection approach with a new initialisation scheme | Emrah Hançer | 2024 | https://doi.org/10.1007/s10994-021-05990-z | Q2 | - |
A Multimodal Multiobjective Evolutionary Algorithm for Filter Feature Selection in Multilabel Classification | Emrah Hançer, Bing Xue, Mengjie Zhang | 2024 | https://doi.org/10.1109/TAI.2024.3380590 | Q1 | - |
| A multi-head attention-enhanced fully connected neural network for predicting the thermodynamic properties of low-GWP refrigerant R450A | Melike Şişeci Çeşmeli | 2025 | https://doi.org/10.1007/s10973-025-14470-8 | Q2 | - |
| Increasing the prediction efficacy of the thermodynamic properties of R515B refrigerant with machine learning algorithms using SMOGN data augmentation method | Melike Şişeci Çeşmeli | 2025 | https://doi.org/10.1016/j.ijrefrig.2025.07.026 | Q1 | - |
| HFSCP: A Heuristic Feature Selection Method Based on Clustering and Parabolic Approximation With Multi-Classifier Evaluation | Melike Şişeci Çeşmeli | 2025 | https://doi.org/10.1109/ACCESS.2025.3630069 | Q2 | - |
| Classification success of salivary interleukin-1β in periodontitis grading with artificial intelligence models: a cross-sectional observational study | Erensu Uzar, İhsan Pençe, Melike Şişeci Çeşmeli, Zuhal Yetkin Ay | 2025 | https://doi.org/10.1590/1678-7757-2024-0580 | Q2 | - |
| Optimization of cleaning and hygiene processes in healthcare using digital technologies and ensuring quality assurance with blockchain | Semra Tebrizcik, Süleyman Ersöz, Elvan Duman, Adnan Aktepe, Ahmet Kürşad Türker | 2025 | https://doi.org/10.3390/app15158460 | Q2 | Goal 3: Health and Quality Life |
| Enhancing Traceability and Reliability in Cold Chain Logistics Through Hyperledger Fabric and IoT | Elvan Duman, Ebru Aydoğan | 2025 | https://doi.org/10.3390/app152212149 | Q2 | Goal 12: Responsible Production and Consumption |
| Machine learning algorithms for predicting energy and exergy performance of vapor compression refrigeration cycle with internal heat exchanger | Ragıp Yıldırım, Arzu Şencan Şahin, İhsan Pençe | 2025 | https://doi.org/10.1007/s10973-025-14954-7 | Q2 | - |
| A Many-Objective Diversity-Guided Differential Evolution Algorithm for Multi-Label Feature Selection in High-Dimensional Datasets | Emrah Hançer, Bing Xue, Mengjje Zhang | 2025 | https://doi.org/10.1109/TETCI.2025.3529840 | Q2 | - |
| Machine learning algorithms for predicting energy and exergy performance of vapor compression refrigeration cycle with internal heat exchanger | Ragıp Yıldırım, Arzu Şencan Şahin, İhsan Pençe | 2025 | https://doi.org/10.1007/s10973-025-14954-7 | Q2 | - |
| Convolutional neural networks can diagnose schizophrenia | Mürşide Değirmenci, Murat Sürücü, Matjaž Perc, Yalçın İşler | 2025 | https://doi.org/10.1016/j.jocs.2025.102634 | Q2 | - |
Awareness, attitudes, and habits of university students enrolled in Turkish language and literature degree programmes towards AI: the case of Türkiye | Nesime Ceyhan Akça, Özlem Yeşim Özbek, Serap Aslan Cobutoğlu, Mehmet Furkan Akça | 2026 | https://doi.org/10.1057/s41599-025-06368-5 | Q1 | - |
| A Survey on Evolutionary Feature Selection in Multilabel Classification | Emrah Hançer, Bing Xue, Mengjje Zhang | 2026 | https://doi.org/10.1109/TEVC.2025.3544681 | Q1 | - |
| Applying large language model for automated quality scoring of radiology requisitions using a standardized criteria | Raşit Eren Büyüktoka, Murat Sürücü, Pelin Berfin Erekli Derinkaya, Zehra Hilal Adıbelli, Ali Salbas, Ali Murat Koç, Aslı Dilara Büyüktoka, Yalçın İşler, Mehmet Alperen Uğur, Elif Işıklar | 2026 | https://doi.org/10.1007/s00330-025-11933-2 | Q1 | - |
| Magnetic resonance imaging-based artificial intelligence model predicts neoadjuvant therapy response in triple-negative breast cancer | Raşit Eren Büyüktoka, Zehra Hilal Adıbelli, Murat Sürücü, Özlem Özdemir, Yalçın İşler, Ali Murat Koç, Aslı Dilara Büyüktoka, Demet Kocatepe Çavdar, Özge Aslan, Serhat Değer, Ayşenur Oktay | 2026 | https://doi.org/10.4274/dir.2025.253376 | Q2 | - |