About me
My current position: Associate Professor, Industrial Engineering Department, Mudanya University, Bursa, Türkiye
My research interests: Artificial intelligence, Metaheuristic algorithms, Machine learning, Deep learning, Operations research, Big data, Data mining, Transportation, Logistics, Multi-objective optimization.
Research software: Python, C#, Java, Minitab, Gurobi, IBM CPLEX.
Work Experience
Industrial Engineering Department
Leiden Institute of Advanced Computer Science
Industrial Engineering Department
Education
Projects
Explainable Artificial Intelligence For Multi-Criteria Optimization And Decision Analysis
- 2023-2024, TUBITAK 2219 project
Smart Maintenance Decision Support System and Predictive Maintenance Application Based on Deep Learning
- 2021-2023, TUBITAK 1505 project
Development of Vehicle Optimization Technique for Shared Taxi Application
- 2021, Turkcell Technology
A Matheuristic Approach for Integrated Tariff Determination and Machinist Scheduling Problem in Rail Systems
- 2017-2020, TUBITAK 1001 project
Publications
Journal Papers
-
A novel hybrid MCDM framework combining TOPSIS, PROMETHEE II, and VIKOR for peach drying method selectionCurrent Research in Food Science, 2025, SCIE
-
GA-Attention-Fuzzy-Stock-Net: An Optimized Neuro-Fuzzy System for Stock Market Price Prediction with Genetic Algorithm and Attention MechanismHeliyon, 2025, SCIE
-
Stock price prediction using the Sand Cat Swarm Optimization and an improved deep Long Short Term Memory networkBorsa Istanbul Review, 2024, SSCI
-
Advancements in maize disease detection: A comprehensive review of convolutional neural networksComputers in Biology and Medicine, 2024, SCIE
-
Multi-objective optimization for green delivery routing problems with flexible time windowsApplied Artificial Intelligence, 2024, SCIE
-
A comprehensive review of convolutional neural networks based disease detection strategies in potato agriculturePotato Research, 2024, SCIE
-
A new multi-objective hyperparameter optimization algorithm for COVID-19 detection from x-ray imagesSoft Computing, 2024, SCIE
-
Advancements in rice disease detection through convolutional neural networks: A comprehensive reviewHeliyon, 2024, SCIE
-
Stock price prediction with optimized deep LSTM network with Artificial Rabbits Optimization AlgorithmExpert Systems with Applications, 2023, SCIE
-
A novel deep neural network model based Xception and Genetic Algorithm for detection of COVID-19 from X-Ray imagesAnnals of Operations Research, 2023, SCIE
-
A novel deep learning model with the Grey Wolf Optimization algorithm for cotton disease detectionJournal of Universal Computer Science, 2023, SCIE
-
Analysis and price prediction of secondhand vehicles in Türkiye with big data and machine learning techniques (Turkish)Journal of Gazi University Engineering Faculty of Architecture, 2023, SCIE
-
FC-Kmeans: Fixed-Centered Kmeans algorithmExpert Systems with Applications, 2023, SCIE
-
A constraint programming based column generation approach for crew scheduling: a case study for the Kayseri RailwayJournal of the Operational Research Society, 2023, SCIE
-
CNN-LSTM and clustering based spatial-temporal demand forecasting for on-demand ride servicesNeural Computing and Applications, 2022, SCIE
-
Optimizing and comparison of market chain product distribution problem with different Genetic Algorithm versions (Turkish)Osmaniye Korkut Ata University Journal of The Institute of Science and Technology, 2022, TR
-
A modeling approach to the train timetabling problem using adaptive headways for dynamic passenger demandInternational Journal of Rail Transportation, 2022, SCIE
-
Social Spider Algorithm for training artificial neural networksInternational Journal of Business Analytics, 2019, ESCI
Books and Book Chapters
-
Improved discrete queuing search algorithm for traveling salesman problemInternational Research in Engineering Sciences VI, 2023, Chapter
-
MonkeypoxHybridNet: A hybrid deep convolutional neural network model for monkeypox disease detectionInternational Research in Engineering Sciences III, 2022, Chapter
-
Demand forecasting and production planning in a factory with time series analysis (Turkish)International Research in Engineering Sciences II, 2022, Chapter
Conference Papers
-
Multi-objective green delivery routing with flexible time windows: minimizing fossile fuel consumption versus maximizing quality of serviceCM3 – TRANSPORT 2023, Jyvaskyla, Finland, 2023
-
Rose leaf disease detection with deep learning using particle swarm optimization (Turkish)International Conference on Modern and Advanced Research, Konya, Türkiye, 2023
-
Helmet Detection with Deep Learning for Workplace Safety (Turkish)International Conference on Engineering and Applied Natural Sciences, Konya, Türkiye, 2023
-
Vehicle Routing Problem Optimization with Artificial Rabbit Algorithm (Turkish)International Conference on Smart Logistics, Istanbul, Türkiye, 2022
-
Prediction of Retail Prices of Roasted Coffee by Time Series AnalysisInternational Anatolian Congress on Coffee & Cocoa, Malatya, Türkiye, 2021
-
Covid-19 Vaccine Distribution Time Optimization with Genetic AlgorithmThe International Conference on Engineering, Natural and Applied Science, Osmaniye, Türkiye, 2021
-
SSIM: A Hybrid of Social Spider and Ions Motion Algorithms and Its Application to ANN TrainingInternational Conference on Engineering and Natural Sciences, Kyiv, Ukraine, 2018
-
Simultaneous Feature Selection and ANN Training for Data Mining ApplicationsInternational Conference on Engineering and Natural Sciences, Kyiv, Ukraine, 2018
-
Training Fuzzy Neural Networks with Social Spider AlgorithmInternational Fuzzy Systems Symposium, Ankara, Türkiye, 2017
-
Stochastic Fractal Search Algorithm for Training ANNs on Production DatasetInternational Symposium for Production Research, Vienna, Austria, 2017
-
Adaptive Social Spider Algorithm for Training Neural NetworksInternational Symposium for Production Research, Vienna, Austria, 2017
-
Training Artificial Neural Networks with Ions Motion Algorithm on Real Estate DatasetInternational Conference on Engineering and Natural Sciences, Budapest, Hungary, 2017
-
Training Artificial Neural Networks with Ions Motion Algorithm (Turkish)Operations Research / Industrial Engineering Congress, Izmir, Türkiye, 2016
-
Operating Room Scheduling in Erciyes University Hospital (Turkish)Operations Research / Industrial Engineering Congress, Izmir, Türkiye, 2016
-
Optimizing of Water Distribution System with Ant Colony Algorithm (Turkish)Operations Research / Industrial Engineering Congress, Ankara, Türkiye, 2015