Research Contents

1. To ensure the development of innovative product ideas for projects by conducting technology research, and based on these, to make analyzes, research, and tell about them,

2. To determine the objectives of the system to be designed and to create sub-systems suitable for the purposes, or to ensure the inclusion of the existing sub-systems in the project,

3. In the project working processes; to follow the project process and to make cost analysis,

4. In project work, to mediate the progress of electronic and software projects as a whole and to ensure the creation of technical solution activities,

5. To support the literature review part of the project. In this context, to ensure the creation of files of articles, papers, reports, and patents in the future, and to contribute to the goals of the project by checking them,

6. To plan, create, and execute R&D Project activities, and to participate in R&D meetings with the related units.

1- A. Ayas, H. Aydın, A. Çetinkaya, Z. Güney, (2023). Artificial Intelligence (AI)-Based Self-Deciding Character Development Application in Two-Dimensional Video Games. Bilgi Ve İletişim Teknolojileri Dergisi, 5(1), 1-19. https://doi.org/10.53694/bited.1247338

2-  Gökhan Beytullah Çap, Ali Çetinkaya, (2022). Yapay Zeka Kapsamında Otonom Araçların Özelliklerinin Değerlendirilmesi, 8. Uluslararası Mühendislik ve Teknoloji Yönetimi Kongresi,  Tam Metin Bildirisi, December 08-10, 2022, Istanbul, Turkey, 

3- Sena Taş, Ercan Aykut, İzzet Yavuz, Kübra Erdoğan, Ali Çetinkaya, Muhammet Cihat Mumcu & Nevzat Yağız Tombal, (2022). Karbon Ayak İzi ve İklim Değişikliği || (Carbon Footprint & Climate Change), 4th International Conference on Applied Engineering and Natural Sciences, Conference Oral Presentation, November 10-13, 2022, Konya, Turkey,

4.  B. Aydemir , H. Aydın , A. Çetinkaya & D. Ş. Polat , (2022). Predicting the Income Groups and Number of Immigrants by Using Machine Learning (ML), International Journal of Multidisciplinary Studies and Innovative Technologies, vol. 6, no. 2, pp. 162-168,  2022, doi: 10.36287/ijmsit.6.2.162 

5. I. Ozcan, H. Aydin, & A. Cetinkaya, (2022) Comparison of Classification Success Rates of Different Machine Learning Algorithms in the Diagnosis of Breast Cancer, Asian Pacific Journal of Cancer Prevention, vol. 23, no. (10), pp. 3287-3297. doi: 10.31557/APJCP.2022.23.10.3287

6- M. Ö. Erdoğan , A. Okatan , U. Uz , F. Yılmaz and A. Çetinkaya, (2022). Production, and Analysis of a Two-Axis Food Liquid Pouring Machine, International Journal of Engineering Technologies IJET, c. 8, sayı. 1, ss. 1-7, doi:10.19072/ijet.1060635 

7. Ö. F. Aslandoğdu, H. Aydın, & A. Çetinkaya, (2022). Bulut üzerinde Tensorflow JavaScript ile geliştirilen Öğretilebilir Makine (ÖM) Modelinin Doğruluk Tahmini ve Analizi: Yüz Tanıma Sistemi Uygulaması [Accuracy Estimation and Analysis of the Teachable Machine (TM) Model developed with Tensorflow JavaScript on the Cloud: Application of a Face Recognition System]. International Journal of Management Information Systems and Computer Science, 6 (1), 66-77. doi: 10.33461/uybisbbd.1106753

8.  H. Aydın & A. Çetinkaya, (2022). Endüstriyel Kontrol Sistemleri (EKS) ve Siber Güvenlik [Industrial Control Systems (ICSs) and Cyber Security], 7th International Engineering and Technology Management Congress, MYTK 2022, (Conference Oral Presentation), 16-18 April 2022.

9. Ö. Gelemet, H. Aydın, & A. Çetinkaya, (2022). Netflix verileri üzerinde TF-IDF algoritması ve Kosinüs Benzerliği ile Bir İçerik Öneri Sistemi Uygulaması [Application of a Content Recommendation System by TF-IDF algorithm and Cosine Similarity on Netflix data]. AJIT-e: Academic Journal of Information Technology, 13 (48), 31-51. March 2022, doi:10.5824/ajite.2022.01.002.x

10. T. Çetinkaya Saray, M. Ö. Erdoğan,A. Çetinkaya, F. Yılmaz, U. Uz, & I. Myderrizi, (2022). Akıllı İlaç Otomat Makinesinin Kullanılabilirliğinin Geliştirilmesi [Improving the Usability of Intelligent Drug Vending Machine]. 3rd International Congress of Engineering Sciences & Multidisciplinary Approaches, MBMYK 2022, (Conference Oral Presentation), 10-11 February 2022, pp. 168-175, E-ISBN: 978-625-7367-54-7. 

11. H. Yusufoğlu, H. Aydın, & A. Çetinkaya, (2021). Twitter Üzerindeki Finansal Tweetlerin LSTM Sinir Ağı Algoritması ile Duygu Analizi [Emotion Analysis of Financial Tweets on Twitter by LSTM Neural Network Algorithm], Veri Bilimi [Data Science Journal], vol. 4, no. 3, pp. 28-43, Dec. 2021.

12. B. Vatansever, H. Aydın, & A. Çetinkaya, (2021). Genetik Algoritma Yaklaşımıyla Öznitelik Seçimi Kullanılarak, Makine Öğrenmesi Algoritmaları ile Kalp Hastalığı Tahmini [Heart Disease Prediction with Machine Learning Algorithms Using Attribute Selection with Genetic Algorithm Approach]. Journal of Scientific, Technology and Engineering Research, 2(2), pp. 67-80, December 2021, doi:10.53525/jster.1005934

13. H. Aydın, M. A. Barışkan, & A. Çetinkaya, (2021). Siber Güvenlik Kapsamında Enerji Sistemleri Güvenliğinin Değerlendirilmesi [Evaluation of Energy Systems Security within the Scope of Cyber Security]. The Journal of Security Sciences, 10 (1), pp. 151-174, May. 2021, doi:10.28956/gbd.941801

14. A. Doğan, A. Okatan & A. Çetinkaya, (2021). Vehicle Classification and Tracking Using Convolutional Neural Network Based on Darknet Yolo with Coco Dataset. International Conference on Artificial Intelligence (AI) and Big Data in Engineering Applications, ICAIBDEA 2021 [Conference paper], 14-15 June 2021, pp 179-192, E-ISBN: 978-625-7783-826. 

15. C. Akçelik, A. Okatan, & A. Çetinkaya, (2021). Face and Emotion Recognition using Deep Learning Based on Computer Vision Methods. 9th (Online) International Conference on Applied Analysis and Mathematical Modeling-Abstracts Book (ICAAMM21), June 11-13, 2021, Istanbul-Turkey, Doi: 10.20852/ntmsci.2021.423

16. T. Korkmaz, A. Çetinkaya, H. Aydın, & M. A. Barışkan, (2021).Analysis of whether news on the Internet is real or fake by using deep learning methods and the TF-IDF algorithm. International Advanced Researches and Engineering Journal, 5(1), pp. 31-41, Apr. 2021, doi:10.35860/iarej.779019

17. N. Karadağ, A. Çetinkaya, & H. Aydın, (2021). Yerel İkili Desenler Histogramları ile Covid-19 Tanılı Kişiler Üzerinde Kimlik Analizi ve Bildiri Sistemi [Identification Analysis and Alert System on People Diagnosed with Covid-19 by using Local Binary Patterns Histograms], Gazi Journal of Engineering Sciences (GJES), 6(3), pp. 172-183, Dec. 2021, doi:10.30855/gmbd.2020.03.01

18. O. Yılmaz, H. Aydın, & A. Çetinkaya, (2021). Faster R-CNN Evrişimsel Sinir Ağı Üzerinde Geliştirilen Modelin Derin Öğrenme Yöntemleri ile Doğruluk Tahmini ve Analizi: Nesne Tespiti Uygulaması [Using Deep Learning Methods, an Accuracy Estimation and Analysis of a Model Developed on the Faster R-CNN Convolutional Neural Network: Object Detection Application]. European Journal of Science and Technology, no. 20, pp. 783-795, Dec. 2021, doi:10.31590/ejosat.753896

19. A. Çetinkaya & A. Okatan, (2019). Emergency Autonomous Robot Design with Fuzzy Logic Control Approach. Computational Intelligence & Wireless Sensor Network, 1(1), pp. 26-33.

20. A. Çetinkaya, O. Öztürk, & A. Okatan, (2019). Controlling A Robotic Arm Using Hand Recognition Software. International Journal of Engineering Technologies IJET, 5(2), pp. 59-63, Jun. 2019.

21. A. Çetinkaya, O. Öztürk, & A. Okatan, (2019). Controlling A Robotic Arm Using Handwritten Digit Recognition Software. International Journal of Engineering Technologies IJET, 5(1), pp. 15-23, Mar. 2019, doi:10.19072/ijet.462378

22. T. Saray, E. Mendi & A. Çetinkaya, (2017). Radyo Dalgalari Kullanarak Yeralti Maden Ocaǧinda Çalişan Madencilerin İzlenmesi [Monitoring of Miners Working in Underground Mines Using Radio Waves]. 2nd International Conference on Computer Science and Engineering, UBMK 2017 [Conference paper] Doi: 10.1109/UBMK.2017.8093441, Scopus- Elsevier 

23. T. Saray, A. Okatan, & A. Çetinkaya, (2017). Optik Karakter Tanıma Yöntemi ile Otomatik Tabela Okuyucu [Automatic Signboard Reader with Optical Character Recognition Method]. 2nd International Conference on Computer Science and Engineering, UBMK 2017, [Conference-paper], Doi: 10.1109/UBMK.2017.8093466, 1 Scopus - Elsevier 

24. A. Çetinkaya, N. Allahverdi, Y. Afaghani, T. Saray, (2017). Fuzzy Position Control Approach for Autonomous Robot Controller.5th International Conference On Advanced Technology & Sciences (ICAT 2017), [Conference-paper ], ICAT2017-007, Istanbul/Turkey, ISBN: 978-605-67535-1-0, 2017 

25. Ali Çetinkaya, (2017). Otonom Bir Robotun Bulanık Kontrolör Yaklaşımı ile Konum Kontrolü [Position Control of an Autonomous Robot with a Fuzzy Controller Approach]. Master’s Thesis, KTO Karatay University, Institute of Natural and Applied Sciences, Konya, Turkey, 2017 | DOI: 10.13140/RG.2.2.16279.70563

1. Project Name: Improving the Usability of Smart Drug Vending Machine (Under the supervision of Assoc. Prof. Dr. Indrit MYDERRIZI) (Completed). Project Code:HD-200220-RY. Supporting Institution:IGU BAPUM. Project Duration: 12 Months. Acceptance Date: 15.03.2021. Project Team: 6 people. Project Manager: Assoc. Prof. Indrit MYDERRIZI. Project Researchers: Ali ÇETİNKAYA, Muhammet Ömer ERDOGAN, Tuğba SARAY ÇETİNKAYA, Furkan YILMAZ, and Umut UZ. My task in the project:Researcher- Software Developer.

2. Project Name: Design and Application of an Electric Unmanned Aerial Vehicle to be Used in Air Transportation (TUSI) (Under the supervision of Prof. Dr. Ali Okatan) (Completed). Supporting Institution: IGU. Project Duration: 30 Months. Project Start Date: 10.01.2018. Project Completion Date: 25.06.2020 Project Team: 6 people. Project Manager: Prof. Ali OKATAN. Project Researchers: Ali ÇETİNKAYA, Muhammet Ömer ERDOGAN, Tuğba SARAY ÇETİNKAYA, Furkan YILMAZ, and Umut UZ. My task in the project:Researcher- TUSI Control System Design.

· Language Tests: 

•  iTEP-Academic English Proficiency Test Score: 4.2/6 CEFR: B2 / April, 2022

· ÖSYM – ALES:

• Quantitative Test Score: 71.79191 / April, 2022 

1. Çetinkaya A. (2022). Fuzzy Logic and Python Applications. Istanbul Gelisim University Press. 2023, pp.144, ISBN:978-605-4827-98-5, Turkish (Scientific Book)

2- A. Çetinkaya, "Approaches With Artificial Intelligence (Ai) Algorithms to Smart System Works," In International Research in Engineering Sciences , Ankara: Platanus Publishing, 2023, pp.85-101. English (Scientific Book Chapter)

3- T. Saray Çetinkaya ve A. Çetinkaya, "Algorithm Design In Programming Language Education," In Interdisciplinary Studies on Contemporary Research Practices in Engineering in the 21st Century II , Gaziantep: Özgür Yayınları, 2023, pp.127-153. English (Scientific Book Chapter)

4- A.  Çetinkaya, "Mühendislik Alanında Yapay Zeka (YZ) İçerikli Araştırmalarda Yaklaşımlar," In  Mühendislik Alanında Uluslararası Araştırmalar - I , İzmir: Serüven Yayınevi, 2022, pp.157-171. ISBN:978-625-6399-08-2, Turkish (Scientific Book Chapter)

1. “Flying Car that can Vertical Landing-Take-Off”, Istanbul Gelişim University, Turkish Patent Institute Application Number: 2021/022082; PCT Patent Application Number: PCT / TR2022/050663.

2. “A Smart Walking Stick that Increases Environmental Awareness, has a Monitoring System, and is Suitable for every length”, Istanbul Gelisim University; Turkish Patent Institute Application Number: 2022/007332; PCT Patent Application Number: PCT/TR2022/050644.

3. “Optical Shift Prevention System”, Istanbul Gelisim University; Turkish Patent Institute Application Number: 2022/007331; PCT Patent Application Number: PCT/TR2022/050645.

4. “Portable Oxygen Respirator-Fresh Air Mask”, Istanbul Gelisim University; Turkish Patent Institute Application Number: 2022/008372; PCT Patent Application Number: PCT/TR2022/050640.

5. “Health Status Analysis System Based on Historical Data”, Istanbul Gelisim University; Turkish Patent Institute Application Number: 2022/011992; PCT Patent Application Number: PCT/TR2022/051022.

6. “A New System that Detects the Health Status of Leaves by Analyzing Tree Leaves”, Istanbul Gelisim University; Turkish Patent Institute Application Number: 2022/012051; PCT Patent Application Number: PCT/TR2022/051021.

1. BGT211 - ARTIFICIAL INTELLIGENCE

a. Objective: The objective of this course is to enable students to understand the concept of artificial intelligence, analyze the characteristics of problems that may arise related to this topic, and learn and apply appropriate solution techniques for them.

b. Content: Introduction to Artificial Intelligence, Search Methods Used in Artificial Intelligence Problem Solving, The Use of Artificial Intelligence in Image Processing, The Use of Artificial Intelligence in Natural Language Processing, The Use of Artificial Intelligence in Autonomous Vehicles, The Use of Artificial Intelligence in Cyber Security, Machine Learning, Fuzzy Logic, Artificial Neural Networks, Deep Learning, Expert Systems, Genetic Algorithms, Robotics, and Student Project Presentations

c. Learning Outcomes of The Course: (When students successfully complete this course, they demonstrate the following knowledge, skills and/or competencies.)

· To understand and define the concept of artificial intelligence and its algorithms.

· To determine the appropriate artificial intelligence algorithms for solving a particular problem.

· Applying basic artificial intelligence algorithms.

· Developing applications with C++ and Python programming languages and artificial intelligence algorithms

d. Web Page of the Course: https://gbs.gelisim.edu.tr/ders-detay-4-5-12030-1 

2. ETP107 - ALGORITHM AND PROGRAMMING

a. Objective: In this course, it is aimed students to gain basic algorithm and programming knowledge and skills.

b. Content: Programming, algorithm, flow diagram, compiler, arithmetic and logical expressions, number systems, data processing.

c. Learning Outcomes of the Course: (When students successfully complete this course, they demonstrate the following knowledge, skills and/or competencies.)

· To define programming

· To draw flow diagrams for solving problems.

· To creates algorithm with flow diagrams.

d. Web Page of the Course: https://gbs.gelisim.edu.tr/ders-detay-4-210-11700-1 

 Web of Science ResearcherID: AAO-4213-2020 

ORCID ID:  0000-0003-4535-3953

Google Scholar: Ali Çetinkaya

Researchgate: Ali Çetinkaya

DergiPark: Ali Çetinkaya

Academia: Ali Çetinkaya

Scopus: Ali Çetinkaya