Prof.

DİYAR AKAY


Mühendislik Fakültesi

Endüstri Mühendisliği

Endüstri Mühendisliği

Education Information

2003 - 2006

2003 - 2006

Doctorate

Gazi University, Fen Bilimleri Enstitüsü, Endüstri Mühendisliği (Dr), Turkey

2001 - 2003

2001 - 2003

Postgraduate

Gazi University, Fen Bilimleri Enstitüsü, Endüstri Mühendisliği (Yl) (Tezli), Turkey

1997 - 2001

1997 - 2001

Undergraduate

Gazi University, Mühendislik Fakültesi, Endüstri Mühendisliği Bölümü, Turkey

Foreign Languages

C1 Advanced

C1 Advanced

English

Research Areas

Fuzzy Sets and Systems, Decision Support Systems

Academic Titles / Tasks

2021 - Continues

2021 - Continues

Professor

Gazi University, Mühendislik Fakültesi, Endüstri Mühendisliği

2012 - 2021

2012 - 2021

Associate Professor

Gazi University, Mühendislik Fakültesi, Endüstri Mühendisliği

2009 - 2012

2009 - 2012

Assistant Professor

Gazi University, Mühendislik Fakültesi, Endüstri Mühendisliği

2001 - 2009

2001 - 2009

Research Assistant

Gazi University, Mühendislik Fakültesi, Endüstri Mühendisliği

Managerial Experience

2021 - Continues

2021 - Continues

Coordinator of The Rectorate

Gazi University, Mühendislik Fakültesi, Endüstri Mühendisliği

Courses

Postgraduate

Postgraduate

Knowledge Discovery

Postgraduate

Postgraduate

Fuzzy Set Theory

Undergraduate

Undergraduate

Data Mining

Advising Theses

Articles Published in Journals That Entered SCI, SSCI and AHCI Indexes

2021

2021

Developing a Labeled Affective Magnitude scale and Fuzzy Linguistic scale for tactile feeling

AKAY D. , Duran B. U. , Duran E., Henson B., BORAN F. E.

HUMAN FACTORS AND ERGONOMICS IN MANUFACTURING & SERVICE INDUSTRIES, vol.31, no.1, pp.13-26, 2021 (Journal Indexed in SCI) identifier identifier

2020

2020

Concept design evaluation by using Z-axiomatic design

Aydoğan S. , Gunay E. E. , Akay D. , Kremer G. E. O.

COMPUTERS IN INDUSTRY, vol.122, 2020 (Journal Indexed in SCI) identifier identifier

2020

2020

Linguistic summarization to support supply network decisions

AYDOĞAN S. , Okudan Kremer G. E. , AKAY D.

JOURNAL OF INTELLIGENT MANUFACTURING, 2020 (Journal Indexed in SCI) identifier identifier

2020

2020

Some picture fuzzy Bonferroni mean operators with their application to multicriteria decision making

ATEŞ F., AKAY D.

INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, vol.35, no.4, pp.625-649, 2020 (Journal Indexed in SCI) identifier identifier

2020

2020

ANFIS and Deep Learning based missing sensor data prediction in IoT

GÜZEL M. , KÖK İ. , AKAY D. , Ozdemir S.

CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, vol.32, no.2, 2020 (Journal Indexed in SCI) identifier identifier

2018

2018

Fuzzy Quantification and Opinion Mining on Qualitative Data using Feature Reduction

Dundar B., AKAY D. , BORAN F. E. , Ozdemir S.

INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, vol.33, no.9, pp.1840-1857, 2018 (Journal Indexed in SCI) identifier identifier

2018

2018

An Extension of Fuzzy Linguistic Summarization Considering Probabilistic Uncertainty

AYDOĞAN S. , AKAY D. , BORAN F. E. , Yager R. R.

INTERNATIONAL JOURNAL OF UNCERTAINTY FUZZINESS AND KNOWLEDGE-BASED SYSTEMS, vol.26, no.2, pp.195-215, 2018 (Journal Indexed in SCI) identifier identifier

2017

2017

Fuzzy Linguistic Summarization with Genetic Algorithm: An Application with Operational and Financial Healthcare Data

Altintop T., Yager R. R. , AKAY D. , BORAN F. E. , ÜNAL M.

INTERNATIONAL JOURNAL OF UNCERTAINTY FUZZINESS AND KNOWLEDGE-BASED SYSTEMS, vol.25, no.4, pp.599-620, 2017 (Journal Indexed in SCI) identifier identifier

2017

2017

A holistic and structured CPFR roadmap with an application between automotive supplier and its aftermarket customer

Demiray A., AKAY D. , Tekin S., BORAN F. E.

INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, vol.91, pp.1567-1586, 2017 (Journal Indexed in SCI) identifier identifier

2017

2017

Grey relational analysis between Turkey's macroeconomic indicators and domestic savings

Duran E., Duran B. U. , AKAY D. , BORAN F. E.

GREY SYSTEMS-THEORY AND APPLICATION, vol.7, no.1, pp.45-59, 2017 (Journal Indexed in SCI) identifier

2016

2016

An overview of methods for linguistic summarization with fuzzy sets

BORAN F. E. , AKAY D. , Yager R. R.

EXPERT SYSTEMS WITH APPLICATIONS, vol.61, pp.356-377, 2016 (Journal Indexed in SCI) identifier identifier

2016

2016

Classification of Risks of Occupational Low Back Disorders with Support Vector Machines

ERDEM M. , BORAN F. E. , AKAY D.

HUMAN FACTORS AND ERGONOMICS IN MANUFACTURING & SERVICE INDUSTRIES, vol.26, no.5, pp.550-558, 2016 (Journal Indexed in SCI) identifier identifier

2014

2014

A Probabilistic Framework for Interval Type-2 Fuzzy Linguistic Summarization

BORAN F. E. , AKAY D. , Yager R. R.

IEEE TRANSACTIONS ON FUZZY SYSTEMS, vol.22, no.6, pp.1640-1653, 2014 (Journal Indexed in SCI) identifier identifier

2014

2014

Linguistic Summarization of Europe Brent Spot Price Time Series Along with the Interpretations from the Perspective of Turkey

Hatipoglu H., BORAN F. E. , Avci M., AKAY D.

INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, vol.29, no.10, pp.946-970, 2014 (Journal Indexed in SCI) identifier identifier

2014

2014

A Generic Method for the Evaluation of Interval Type-2 Fuzzy Linguistic Summaries

BORAN F. E. , AKAY D.

IEEE TRANSACTIONS ON CYBERNETICS, vol.44, no.9, pp.1632-1645, 2014 (Journal Indexed in SCI) identifier identifier identifier

2014

2014

Making Tactile Textures with Predefined Affective Properties

Elkharraz G., Thumfart S., AKAY D. , Eitzinger C., Henson B.

IEEE TRANSACTIONS ON AFFECTIVE COMPUTING, vol.5, no.1, pp.57-70, 2014 (Journal Indexed in SCI) Creative Commons License identifier identifier

2013

2013

The Evaluation of Power Plants Investment Alternatives with Grey Relational Analysis Approach for Turkey

AKAY D. , Boran F. E. , YILMAZ M., Atak M.

ENERGY SOURCES PART B-ECONOMICS PLANNING AND POLICY, vol.8, no.1, pp.35-43, 2013 (Journal Indexed in SCI) identifier identifier

2012

2012

ANFIS modeling for predicting affective responses to tactile textures

AKAY D. , Chen X., Barnes C., Henson B.

HUMAN FACTORS AND ERGONOMICS IN MANUFACTURING & SERVICE INDUSTRIES, vol.22, no.3, pp.269-281, 2012 (Journal Indexed in SCI) identifier identifier

2011

2011

Personnel Selection Based on Intuitionistic Fuzzy Sets

BORAN F. E. , Genc S., AKAY D.

HUMAN FACTORS AND ERGONOMICS IN MANUFACTURING & SERVICE INDUSTRIES, vol.21, no.5, pp.493-503, 2011 (Journal Indexed in SCI) identifier identifier

2011

2011

Conceptual design evaluation using interval type-2 fuzzy information axiom

AKAY D. , KULAK O., Henson B.

COMPUTERS IN INDUSTRY, vol.62, no.2, pp.138-146, 2011 (Journal Indexed in SCI) identifier identifier

2009

2009

A multi-criteria intuitionistic fuzzy group decision making for supplier selection with TOPSIS method

Boran F. E. , Genc S., Kurt M., Akay D.

EXPERT SYSTEMS WITH APPLICATIONS, vol.36, no.8, pp.11363-11368, 2009 (Journal Indexed in SCI) identifier identifier

2009

2009

Comparison of direct and iterative artificial neural network forecast approaches in multi-periodic time series forecasting

HAMZAÇEBİ C., AKAY D. , Kutay F.

EXPERT SYSTEMS WITH APPLICATIONS, vol.36, no.2, pp.3839-3844, 2009 (Journal Indexed in SCI) identifier identifier

2009

2009

A neuro-fuzzy based approach to affective design

AKAY D. , KURT M.

INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, vol.40, pp.425-437, 2009 (Journal Indexed in SCI) identifier identifier

2009

2009

Ant Colony Optimization Approach for Classification of Occupational Low Back Disorder Risks

AKAY D. , TOKSARI M. D.

HUMAN FACTORS AND ERGONOMICS IN MANUFACTURING, vol.19, no.1, pp.1-14, 2009 (Journal Indexed in SCI) Creative Commons License identifier identifier

2008

2008

NEFCLASS based extraction of fuzzy rules and classification of risks of low back disorders

AKAY D. , AKCAYOL M. A. , KURT M.

EXPERT SYSTEMS WITH APPLICATIONS, vol.35, no.4, pp.2107-2112, 2008 (Journal Indexed in SCI) identifier identifier

2008

2008

A LITERATURE REVIEW ON USER CENTERED DESIGN AND PRODUCT USABILITY

AKAY D. , KURT M.

JOURNAL OF THE FACULTY OF ENGINEERING AND ARCHITECTURE OF GAZI UNIVERSITY, vol.23, no.2, pp.295-304, 2008 (Journal Indexed in SCI) identifier identifier

2007

2007

Grey prediction with rolling mechanism for electricity demand forecasting of Turkey

AKAY D. , Atak M.

ENERGY, vol.32, no.9, pp.1670-1675, 2007 (Journal Indexed in SCI) identifier identifier

2007

2007

Evaluation of product design concepts using grey-fuzzy information axiom

AKAY D. , KULAK O.

JOURNAL OF GREY SYSTEM, vol.19, no.3, pp.221-234, 2007 (Journal Indexed in SCI) identifier

Articles Published in Other Journals

2021

2021

Patent Mining

Kayakoku A., AKAY D.

JOURNAL OF POLYTECHNIC-POLITEKNIK DERGISI, vol.24, no.2, pp.745-753, 2021 (Journal Indexed in ESCI) identifier

2017

2017

Linguistic Summarization of Structured Patent Data

Esen Yıldız İ., AYDOĞAN S. , BORAN F. E. , AKAY D.

International Journal of Computer and Information Engineering, vol.11, no.9, pp.1024-1027, 2017 (Refereed Journals of Other Institutions)

2015

2015

Trafik Kazalarının Birliktelik Kuralları ile Analizi

Gürdoğan D., AKAY D. , KURT M.

Gazi Mühendislik Bilimleri Dergisi, vol.1, no.2, pp.265-284, 2015 (Other Refereed National Journals)

Refereed Congress / Symposium Publications in Proceedings

2019

2019

Linguistic Summarization of Supply Network Interactions

AYDOĞAN S. , GÜNAY E. E. , AKAY D. , Kremer G.

10th International Symposium on Intelligent Manufacturing and Service Systems, Sakarya, Turkey, 9 - 11 September 2019

2019

2019

Decision-making with Z-Axiomatic Design

Aydoğan S. , Akay D. , Kremer G., Günay E. E. , Park K., Boran F. E.

2019 IISE Annual Conference, Florida, United States Of America, 19 - 21 May 2019 identifier

2017

2017

Forecasting Electricity Consumption in Turkey with Bayesian Polynomial Regression Analysis

ERDEM M., BULKAN S., AKAY D. , BORAN F. E.

5. EUROPEAN CONFERENCE ON RENEWABLE ENERGY SYSTEMS, 27 - 30 August 2017

2017

2017

Yapılandırılmış Patent Verilerinin Dilsel Özetlemesi

İĞDE E. Y. , AYDOĞAN S. , BORAN F. E. , AKAY D.

37. Yöneylem Araştırması ve Endüstri Mühendisliği Ulusal Kongresi, Turkey, 5 - 07 July 2017

2016

2016

OPERASYONEL VE FİNANSAL SAĞLIK VERİSİ İÇİN BULANIK DİLSEL ÖZETLERİN GENETİK ALGORİTMA İLE ÇIKARIMI

ALTINTOP T., AYDOĞAN S. , AKAY D. , BORAN F. E. , ÜNAL M.

Yöneylem Araştırması ve Endüstri Mühendisliği 36. Ulusal Kongresi, Turkey, 13 - 15 July 2016

2016

2016

Ergonomik Kabza Tasarımı ve Uygulaması

AKGÜL E., KIZILKAYA AYDOĞAN E., AKAY D. , SİNANOĞLU C.

3B Baskı Teknolojileri Uluslararası Sempozyumu, 5 - 07 May 2016, pp.51-56

2016

2016

Opinion Mining and Fuzzy Quantification in Hotel Reviews

Dundar B., Ozdemir S., AKAY D.

International Symposium on Networks, Computers and Communications (ISNCC), Hammamet, Tunisia, 11 - 13 May 2016 identifier identifier

2015

2015

Linguistic summarization of restaurant evaluation data set

Dündar B., AKAY D. , ÖZDEMİR S.

4th International Fuzzy Systems Symposium, İstanbul, Turkey, 5 - 06 November 2015, pp.433-439

2015

2015

Rüzgar Enerjisi için Tahmin Algoritmaları ve Kombinasyon Modelleri

Bestil A., AKAY D. , Küçük D.

35. Ulusal Yöneylem Araştırması ve Endüstri Mühendisliği Kongresi, Ankara, Turkey, 9 - 11 September 2015, pp.31

2014

2014

Understanding Customers Affective Needs with Linguistic Summarization

BORAN F. E. , EFE B., AKAY D. , Henson B.

INTERNATIONAL CONFERENCE ON KANSEI ENGINEERING AND EMOTION RESEARCH KEER2014, 11 - 13 June 2014, pp.1235-1245

2010

2010

Predicting Affective Properties of Tactile Textures Using Anfis Modelling

Henson B., Akay D.

International Conference on Kansei Engineering and Emotion Research, Paris, France, 2 - 05 March 2010, pp.2271-2280

2010

2010

Machine Vision Approach to Predicting Affective Properties of Tactile Textures

Henson B., Elkharraz ., Thumfart S., Akay D. , Eitzinger C.

International Conference on Kansei Engineering and Emotion Research , Paris, France, 2 - 05 March 2010, pp.2261-2270

2009

2009

A Method for Solving Multi Criteria Intuitionistic Fuzzy Decision Making Problems

Boran F. E. , Genç S., Akay D.

1st International Fuzzy Systems Symposium, Ankara, Turkey, 1 - 02 October 2009, pp.47-51

2009

2009

TEXTURE FEATURES CORRESPONDING TO HUMAN TOUCH FEELING

Elkharraz G., Thumfart S., AKAY D. , Eitzinger C., Henson B.

16th IEEE International Conference on Image Processing, Cairo, Egypt, 7 - 10 November 2009, pp.1341-1342 identifier identifier

2007

2007

Evaluation of product design concepts using grey-fuzzy information axiom

AKAY D. , KULAK O.

IEEE International Conference on Grey Systems and Intelligent Services, Nanjing, China, 18 - 20 November 2007, pp.1040-1045 identifier identifier

2007

2007

The impact of automation and FMS in flight safety: Results of a survey and an experimental study

AKAY D. , ERASLAN E., Yoldas C.

7th International Conference on Engineering Psychology and Cognitive Ergonomics held at the HCI International 2007, Beijing, China, 22 - 27 July 2007, vol.4562, pp.631-632 identifier identifier

2006

2006

Gri İlişkisel Analiz Kullanarak Trafik Kaza Verileri Üzerine Bir Veri Madenciliği Uygulaması

Çetinyokuş T. , Akay D. , Gökçen H.

YA/EM 2006 Yöneylem Araştırması / Endüstri Mühendisliği XXVI. Ulusal Kongresi, Kocaeli, Turkey, 3 - 05 July 2006

2005

2005

Usable menu design using hierarchical clustering analysis: A case study on designing bank internet websites

Eraslan E., AKAY D. , Aydogmus Ç.

35th International Conference on Computers and Industrial Engineering, ICC and IE 2005, İstanbul, Turkey, 19 - 22 June 2005, pp.611-616 identifier

Books & Book Chapters

2014

2014

TÜSSİDE Yönetim Serisi: Uygulamalı Üretim Yönetimi El Kitabı

Kurt M. , Akay D. , Efe B.

in: İşletmelerde Ergonomi ve İş Etüdü, Osman Kulak,M. Bülent Durmuşoğlu, Editor, TÜBITAK Yayınları, İstanbul, pp.95-133, 2014

Activities in Scientific Journals

2018 - 2019

2018 - 2019

IEEE Access

Assistant Editor

Memberships / Tasks in Scientific Organizations

2018 - Continues

2018 - Continues

IEEE - Senior Member

Member

Mobility Activity

2018 - 2019

2018 - 2019

Sabbatical Leave

Guest Researcher

Martin-Luther-Universitaet Halle-Wittenberg, Germany

2008 - 2009

2008 - 2009

Research Scholarship Program

Post Doc

University of Leeds, England

2007 - 2008

2007 - 2008

Research Scholarship Program

Post Doc

University of Leeds, England



Scholarships

2007 - 2008

2007 - 2008

2219-International Postdoctoral Research Fellowship Program

TUBITAK

Citations

Total Citations (WOS): 1756

h-index (WOS): 13