An Application of Rough Sets Theory on Traffic Accidents
"An Application of Rough Sets Theory on Traffic Accidents." In the proceedings of International Conference on Engineering and Applied Sciences Optimization, 2014.
CV
Education
- B.S. Banking and Insurance Department, 2008-2010. Anadolu University, Turkey.
- B.S. in Industrial Engineering, 2006-2010 – Industrial Engineering, Istanbul Commerce University, Turkey.
- M.S. in Industrial Engineering, 2010-2013 – Industrial Engineering, Istanbul University, TURKEY. Dissertation: Rough Set Theory and an Application on Traffic Accidents.
- Ph.D 2014-2019 – Industrial Engineering, Sakarya University, TURKEY. Dissertation: Integrated Process Planning, Scheduling And Due Date Assignment in a Dynamic Environment.
Work experience
- 2012-2019: Research Assistant
- Industrial Engineering Department, Faculty of Engineering, Sakarya University, Sakarya, Türkiye
- 2020- : Asst. Prof. Dr.
- Department of International Trade and Finance, Faculty of Applied Science, Sakarya University of Applied Science, Sakarya, Türkiye
- AI Research and Application Center, Sakarya University of Applied Sciences, Sakarya, Türkiye
Interests
- Industrial Engineering
- Operations Research
- Optimization
- Metaheuristic Algorithms
- Machine Scheduling
- Artificial Intelligence
- Machine Learning
- Data Science & Data Mining
Publications
Growth rate factor analysis of Turkey using Grey system theory
"Growth rate factor analysis of Turkey using Grey system theory." Sakarya University Journal of Science, 2015.
A Research on The Analysis of Attitudes Towards Environmental Consciousness and Eco-friendly Products Awareness: The Case of Adiyaman University
"A Research on The Analysis of Attitudes Towards Environmental Consciousness and Eco-friendly Products Awareness: The Case of Adiyaman University." In the proceedings of 3rd International Symposium on Environment and Morality (ISEM2016) 4-6 Nov 2016 Alanya/Antalya - Turkey, 2016.
A Two-Phase Modeling with Genetic Algorithm for Solving Exam-Invigilator Timetabling Problem
"A Two-Phase Modeling with Genetic Algorithm for Solving Exam-Invigilator Timetabling Problem." International Journal of Engineering and Technology Research, 2016.
Fuzzy Axiomatic Design for Solving the Facility Layout Problem of a Furniture Company
"Fuzzy Axiomatic Design for Solving the Facility Layout Problem of a Furniture Company." International Journal of Operations and Logistics Management, 2016.
Integrating Process Planning, WATC Weighted Scheduling, and WPPW Weighted Due-Date Assignment Using Genetic Algorithm for Weighted Jobs
"Integrating Process Planning, WATC Weighted Scheduling, and WPPW Weighted Due-Date Assignment Using Genetic Algorithm for Weighted Jobs." In the proceedings of 3rd International Conference on Computational and Experimental Science and Engineering (ICCESEN 2016), 2016.
Integrating Process Planning, WMS Dispatching, and WPPW Weighted Due Date Assignment Using a Genetic Algorithm
"Integrating Process Planning, WMS Dispatching, and WPPW Weighted Due Date Assignment Using a Genetic Algorithm." International Journal of Computer and Information Engineering, 2016.
Investigation of The Effect on the Buying Behavior of Female Figure Usi?ng Factor Analysis Method: Male Grooming Products Case
"Investigation of The Effect on the Buying Behavior of Female Figure Usi?ng Factor Analysis Method: Male Grooming Products Case." Akademic Perspective, 2016.
.Iplik S"urt"unme "Ozelliklerinin .Incelemesinde Kaba K"umeler Yaklac simi
".Iplik S"urt"unme "Ozelliklerinin .Incelemesinde Kaba K"umeler Yaklac simi." Erzincan University Journal of Science and Technology, 2016.
Sakarya Uni?versi?tesi? Fen Bi?li?mleri? Ensti?t"us"un"u 2016-2017 G"uz Yari Yilinda Terci?h Eden Ou grenci?leri?n Profi?li? ve Terci?h Nedenleri?
"Sakarya Uni?versi?tesi? Fen Bi?li?mleri? Ensti?t"us"un"u 2016-2017 G"uz Yari Yilinda Terci?h Eden Ou grenci?leri?n Profi?li? ve Terci?h Nedenleri?." In the proceedings of International Conference on Quality in Higher Education, 2016.
Solving Process Planning, ATC Scheduling and Due-date Assignment Problems Concurrently Using Genetic Algorithm for Weighted Customers
"Solving Process Planning, ATC Scheduling and Due-date Assignment Problems Concurrently Using Genetic Algorithm for Weighted Customers." In the proceedings of 4th International Symposium on Innovative Technologies in Engineering and Science (ISITES2016) 3-5 Nov 2016 Alanya/Antalya - Turkey, 2016.
Integrating Process Planning, WMS Dispatching, and WPPW Weighted Due Date Assignment Using a Genetic Algorithm
"Integrating Process Planning, WMS Dispatching, and WPPW Weighted Due Date Assignment Using a Genetic Algorithm." In the proceedings of 18th International Conference on Engineering and Technology Management, 2016.
Determining the Production Amounts in Textile Industry with Fuzzy Linear Programming
"Determining the Production Amounts in Textile Industry with Fuzzy Linear Programming." International Journal of Engineering and Technology Research, 2017.
Integrated Process Planning , WATC Dispatching , and WPPW Weighted Due-Date Assignment Using a Hybrid-SA Search
"Integrated Process Planning , WATC Dispatching , and WPPW Weighted Due-Date Assignment Using a Hybrid-SA Search." In the proceedings of 2nd International Conference on Advanced Engineering Technologies (ICADET'17), 2017.
Investigation of Electromagnetic Pollution Awareness Trends with Apriori Algorithm
"Investigation of Electromagnetic Pollution Awareness Trends with Apriori Algorithm." In the proceedings of 2nd International Conference on Advanced Engineering Technologies (ICADET'17), 2017.
Project Management Application in Food Machine Manufacturing Company
"Project Management Application in Food Machine Manufacturing Company." International Journal of Engineering and Technology Research, 2017.
Solving Weighted Number of Operation Plus Processing Time Due-Date Assignment, Weighted Scheduling and Process Planning Integration Problem Using Genetic and Simulated Annealing Search Methods
"Solving Weighted Number of Operation Plus Processing Time Due-Date Assignment, Weighted Scheduling and Process Planning Integration Problem Using Genetic and Simulated Annealing Search Methods." International Journal of Mechanical, Aerospace, Industrial, Mechatronic and Manufacturing Engineering, 2017.
Students Profile Choosing Sakarya University in the 2016-2017 Fall Semester and Their Reasons to Choose
"Students Profile Choosing Sakarya University in the 2016-2017 Fall Semester and Their Reasons to Choose." The Online Journal of Quality in Higher Education, 2017.
An Investigation of Awareness About Electromagnetic Pollution for Employees Using Data Mining Techniques
"An Investigation of Awareness About Electromagnetic Pollution for Employees Using Data Mining Techniques." In the proceedings of International Conference on Mathematics and Engineering, 2017.
Solving Process Planning and Scheduling with Number of Operation Plus Processing Time Due-Date Assignment Concurrently Using a Genetic Search
"Solving Process Planning and Scheduling with Number of Operation Plus Processing Time Due-Date Assignment Concurrently Using a Genetic Search." International Journal of Mechanical, Aerospace, Industrial, Mechatronic and Manufacturing Engineering, 2017.
Integrating Process Planning, WATC Weighted Scheduling, and WPPW Weighted Due-Date Assignment Using Pure and Hybrid Metaheuristics for Weighted Jobs
"Integrating Process Planning, WATC Weighted Scheduling, and WPPW Weighted Due-Date Assignment Using Pure and Hybrid Metaheuristics for Weighted Jobs." International Journal of Computational and Experimental Science and Engineering, 2017.
Solving Process Planning and Scheduling with Number of Operation Plus Processing Time Due-Date Assignment Concurrently Using a Genetic Search
"Solving Process Planning and Scheduling with Number of Operation Plus Processing Time Due-Date Assignment Concurrently Using a Genetic Search." In the proceedings of 19th International Conference on Advanced Industrial Engineering and Manufacturing Processes, 2017.
Solving Process Planning, Weighted Apparent Tardiness Cost Dispatching, and Weighted Processing Plus Weight Due-Date Assignment Simultaneously Using a Hybrid Search
"Solving Process Planning, Weighted Apparent Tardiness Cost Dispatching, and Weighted Processing Plus Weight Due-Date Assignment Simultaneously Using a Hybrid Search." In the proceedings of 2nd International Conference on Advanced Engineering Technologies (ICADET'17), 2017.
Process Planning and Scheduling with WNOPPT Weighted Due-Date Assignment where Earliness , Tardiness and Due- Dates are Penalized
"Process Planning and Scheduling with WNOPPT Weighted Due-Date Assignment where Earliness , Tardiness and Due- Dates are Penalized." Journal of Intelligent Systems: Theory and Applications, 2018.
Solving Process Planning, ATC Scheduling and Due-date Assignment Problems Concurrently Using Genetic Algorithm for Weighted Customers
"Solving Process Planning, ATC Scheduling and Due-date Assignment Problems Concurrently Using Genetic Algorithm for Weighted Customers." Academic Platform-Journal of Engineering and Science, 2018.
Solving Process Planning, WMS Dispatching, and WPPW Weighted Due-Date Assignment Simultaneously Using Random-Genetic-Hybrid Search
"Solving Process Planning, WMS Dispatching, and WPPW Weighted Due-Date Assignment Simultaneously Using Random-Genetic-Hybrid Search." In the proceedings of International Conference on Innovations in Natural Science and Engineering, 2018.
c Cok kriterli karar verme teknikleri ile en uygun LNG dou gal gaz tedarikc cisi sec cimi: G"uncel c sartlara g"ore T"urkiye "Orneu gi
"c Cok kriterli karar verme teknikleri ile en uygun LNG dou gal gaz tedarikc cisi sec cimi: G"uncel c sartlara g"ore T"urkiye "Orneu gi." In the proceedings of International Congress of Energy, Economy and Security, 2018.
Meric c Nehri Akimlarinin Yapay Sinir Au glari ile Tahmini
"Meric c Nehri Akimlarinin Yapay Sinir Au glari ile Tahmini." In the proceedings of 2nd International Symposium on Natural Hazards and Disaster Management, 2018.
Concurrent Solution of WATC Scheduling with WPPW Due Date Assignment for Environmentally Weighted Customers, Jobs and Services Using SA and its Hybrid
"Concurrent Solution of WATC Scheduling with WPPW Due Date Assignment for Environmentally Weighted Customers, Jobs and Services Using SA and its Hybrid." In the proceedings of 4rd International Symposium on Environment and Morals, 2018.
Solving Process Planning, Weighted Apparent Tardiness Cost Dispatching, And Weighted Processing Plus Weight Due-Date Assignment Simultaneously Using A Hybrid Search
"Solving Process Planning, Weighted Apparent Tardiness Cost Dispatching, And Weighted Processing Plus Weight Due-Date Assignment Simultaneously Using A Hybrid Search." e-Journal of New World Sciences Academy, 2018.
Concurrent Solution of WATC Scheduling with WPPW Due Date Assignment for Environmentally Weighted Customers, Jobs and Services Using SA and its Hybrid
"Concurrent Solution of WATC Scheduling with WPPW Due Date Assignment for Environmentally Weighted Customers, Jobs and Services Using SA and its Hybrid." Periodicals of Engineering and Natural Sciences (PEN), 2019.
Solving Integrated Process Planning, Dynamic Scheduling, and Due Date Assignment Using Metaheuristic Algorithms
"Solving Integrated Process Planning, Dynamic Scheduling, and Due Date Assignment Using Metaheuristic Algorithms." Mathematical Problems in Engineering, 2019.
Selection of the Best LNG Natural Gas Supplier with Multi-Criteria Decision-Making Techniques: Turkey Example in Current Conditions
"Selection of the Best LNG Natural Gas Supplier with Multi-Criteria Decision-Making Techniques: Turkey Example in Current Conditions." JOEEP: Journal of Emerging Economies and Policy, 2019.
Determination of New Proper Fire Station Location Using TOPSIS and AHP Techniques: A Case Study from Turkey
"Determination of New Proper Fire Station Location Using TOPSIS and AHP Techniques: A Case Study from Turkey." In the proceedings of 10th International Symposium on Intelligent Manufacturing and Service Systems, 2019.
Integrated Process Planning, Wms Dispatching, And Wslk Due-Date Assignment Using Hybrid Semi-Tabu Search And Hybrid Evolutionary Strategies
"Integrated Process Planning, Wms Dispatching, And Wslk Due-Date Assignment Using Hybrid Semi-Tabu Search And Hybrid Evolutionary Strategies." In the proceedings of 10th International Symposium on Intelligent Manufacturing and Service Systems, 2019.
Dynamic integrated process planning, scheduling and due-date assignment using ant colony optimization
"Dynamic integrated process planning, scheduling and due-date assignment using ant colony optimization." Computers & Industrial Engineering, 2020.
Green Supply Chain Management in the Context of Sustainability
"Green Supply Chain Management in the Context of Sustainability." Journal of Business and Trade, 2021.
Hybrid Evolutionary Strategy and Simulated Annealing Algorithms for Integrated Process Planning, Scheduling and Due-Date Assignment Problem
"Hybrid Evolutionary Strategy and Simulated Annealing Algorithms for Integrated Process Planning, Scheduling and Due-Date Assignment Problem." Academic Platform Journal of Engineering and Science, 2021.
A Tabu Search and Hybrid Evolutionary Strategies Algorithms for the Integrated Process Planning and Scheduling with Due-date Agreement
"A Tabu Search and Hybrid Evolutionary Strategies Algorithms for the Integrated Process Planning and Scheduling with Due-date Agreement." Journal of Intelligent Systems: Theory and Applications, 2021.
A Multi-Criteria Decision Making and Goal Programming Model for Fire Station Location Selection
"A Multi-Criteria Decision Making and Goal Programming Model for Fire Station Location Selection." In the proceedings of Proceedings of 11th International Symposium on Intelligent Manufacturing and Service Systems, 2021.
Alternative Cleaning Company Selection Method With Fuzzy Topsis
"Alternative Cleaning Company Selection Method With Fuzzy Topsis." In the proceedings of Proceedings of 11th International Symposium on Intelligent Manufacturing and Service Systems, 2021.
Evaluation of data preprocessing and feature selection process for prediction of hourly PM10 concentration using long short-term memory models
"Evaluation of data preprocessing and feature selection process for prediction of hourly PM10 concentration using long short-term memory models." Environmental Pollution, 2022.
Economic Analysis and Determination of Profitability of an Automotive Company's Building Construction Investment
"Economic Analysis and Determination of Profitability of an Automotive Company's Building Construction Investment." In the proceedings of 4th International Conference on Applied Engineering and Natural Sciences, 2022.
The Transition to 5G Project In The Telecommunications Industry Using CPM and PERT Techniques
"The Transition to 5G Project In The Telecommunications Industry Using CPM and PERT Techniques." In the proceedings of 4th International Conference on Applied Engineering and Natural Sciences, 2022.
Machine learning approaches for prediction of fine-grained soils liquefaction
"Machine learning approaches for prediction of fine-grained soils liquefaction." Computers and Geotechnics, 2022.
A modified integer and categorical PSO algorithm for solving integrated process planning, dynamic scheduling and due date assignment problem
"A modified integer and categorical PSO algorithm for solving integrated process planning, dynamic scheduling and due date assignment problem." Scientia Iranica, 2023.
Genetic algorithm-based hyperparameter optimization of deep learning models for PM2.5 time-series prediction
"Genetic algorithm-based hyperparameter optimization of deep learning models for PM2.5 time-series prediction." International Journal of Environmental Science and Technology, 2023.
Predicting next hour fine particulate matter (PM2.5) in the Istanbul Metropolitan City using deep learning algorithms with time windowing strategy
"Predicting next hour fine particulate matter (PM2.5) in the Istanbul Metropolitan City using deep learning algorithms with time windowing strategy." Urban Climate, 2023.
Talks
Teaching
Service
Editor
- Sakarya University Journal of Science
- Journal of Intelligent Systems: Theory and Applications
- Academic Platform Journal of Engineering and Smart Systems
- International Journal Of Engineering Technologies And Management Research
- International Conference on Machine Learning
- International Joint Conferences on Artificial Intelligence Organization
- Neural Information Processing Systems
- International Journal of Data Science