Research Article
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Year 2020, Volume: 24 Issue: 6, 1171 - 1184, 01.12.2020
https://doi.org/10.16984/saufenbilder.682459

Abstract

References

  • T. Dereli, Ö. Var and A. Durmuşoğlu, “Clustering universities in Turkey according to their relevance to Industry 4.0,” in 10th International Symposium on Intelligent Manufacturing and Service Systems, pp.1147-1153, 2019.
  • A. Yıldız, “Endüstri 4.0 ve akıllı fabrikalar,” Sakarya University Journal of Science, vol. 22, 2, pp.546-556, 2018.
  • I. Janis and M. Alias, “A systematic literature review: Human roles, competencies and skills in industry 4.0,” in Asia International Multidisciplinary Conference (AIMC), pp. 1052-1072, 2017.
  • J. Dostal and X. J. Wang, “Digital identity- significant topic to be included in curriculum content in primary schools,” in 10th International Conference of Education, Research and Innovation, pp. 3808-3813, 2017.
  • M. Baygin, H. Yetis, M. Karakose, and E. Akin, “An effect analysis of industry 4.0 to higher education,” in 15th International Conference on Information Technology Based Higher Education and Training (ITHET), 2016.
  • N. L. Carutasu and G. Carutasu, “Replicating enterprise environment using Office 365 to enhance graduates' employability,” in 8th International Conference on Manufacturing Science and Education– Trends in New Industrial Revolution, pp. 1-8., 2017.
  • K. Lensing and J. Friedhoff, “Designing a curriculum for the Internet-of-Things-Laboratory to foster creativity and a maker mindset within varying target groups,” in 8th CIRP Sponsored Conference on Learning Factories -Advanced Engineering Education & Training for Manufacturing Innovation, pp. 231-236, 2018.
  • S. Coşkun, Y. Kayıkcı, and E. Gençay, “Adapting engineering education to industry 4.0 vision,” Technologies. vol. 7, 2019.
  • TUBITAK (2019, Aug 15). Entrepreneurial and innovative universities index 2018 [Online]. Available:https://www.tubitak.gov.tr/sites/default/files/289/gyue_ilk50.pdf.
  • M. R. Cesur, O. Torkul, İ. H. Cedimoğlu, and S. Uçar, “Intelligent campus implementation for smart cities,” Sakarya University Journal of Science, vol. 23, 6, pp.1218-1224, 2019.
  • K. Kaur, D. S. Dhaliwal, and R. K. Vohra, “Statistically refining the initial points for K-Means clustering algorithm,” International Journal of Advanced Research in Computer Engineering & Technology, vol. 2, pp. 29972-2977, 2013.
  • P. N. Tan, M. Steinbach, and V. Kumar, Introduction to Data Mining, 1st ed. Boston: Pearson- Addison Wesley, 2006.
  • S. B. Kiriş and F. Tüysüz, “Performance comparison of different clustering methods for manufacturing cell formation,” Sakarya University Journal of Science, vol. 21, 5, pp. 1031-1044, 2017.
  • S. Solak and U. Altunışık, “Görüntü işleme teknikleri ve kümeleme yöntemleri kullanılarak fındık meyvesinin tespit ve sınıflandırılması,” Sakarya University Journal of Science, vol. 22, 1, pp. 56-65, 2018.
  • U. Altınışık and M. Yıldırım, “Veri madenciliği kümeleme algoritmaları kullanarak arıza dayanımlı denetim sistemi tasarımı,” Sakarya University Journal of Science, vol. 17, 1, pp. 9-16, 2013.
  • J. Zeng, J. Wang, L. Guo, G. Fan, K. Zhang, and G. Gui, “Cell scene division and visualization based on auto encoder and K-means algorithm,” IEEE Access, vol. 7, pp. 165217-165225, 2019.

Clustering Entrepreneurial and Innovative Universities in Turkey According to Their Relevance to Industry 4.0

Year 2020, Volume: 24 Issue: 6, 1171 - 1184, 01.12.2020
https://doi.org/10.16984/saufenbilder.682459

Abstract

Industry 4.0 differentiates production and business models through connecting embedded system, production technologies, and smart production processes. Preparing the young generation to this change is a challenge for higher education. In this study, the adaptation of the entrepreneurial and innovative universities in Turkey to Industry 4.0 is linked with their relevance level to Industry 4.0. To represent the relevance level of universities, a cluster analysis is put forward. Three criteria, named as the number of academic publications related to Industry 4.0, the number of physical structures that facilitate the adaptation to Industry 4.0, and the number of events organized by the universities within the Industry 4.0 concept, were selected for the clustering analysis. To access the number of academic publications of universities, ISI Web of Science database was used. “Industry 4.0” and its components were used as keywords. Both the websites of the each university and Google search were used to access the values of remaining two criteria. The obtained data were used for K-means clustering analysis. The optimal number of cluster was determined as five with the elbow method. It is thought that the results of the study could be used as an indicator for universities to determine their Industry 4.0 road maps.

References

  • T. Dereli, Ö. Var and A. Durmuşoğlu, “Clustering universities in Turkey according to their relevance to Industry 4.0,” in 10th International Symposium on Intelligent Manufacturing and Service Systems, pp.1147-1153, 2019.
  • A. Yıldız, “Endüstri 4.0 ve akıllı fabrikalar,” Sakarya University Journal of Science, vol. 22, 2, pp.546-556, 2018.
  • I. Janis and M. Alias, “A systematic literature review: Human roles, competencies and skills in industry 4.0,” in Asia International Multidisciplinary Conference (AIMC), pp. 1052-1072, 2017.
  • J. Dostal and X. J. Wang, “Digital identity- significant topic to be included in curriculum content in primary schools,” in 10th International Conference of Education, Research and Innovation, pp. 3808-3813, 2017.
  • M. Baygin, H. Yetis, M. Karakose, and E. Akin, “An effect analysis of industry 4.0 to higher education,” in 15th International Conference on Information Technology Based Higher Education and Training (ITHET), 2016.
  • N. L. Carutasu and G. Carutasu, “Replicating enterprise environment using Office 365 to enhance graduates' employability,” in 8th International Conference on Manufacturing Science and Education– Trends in New Industrial Revolution, pp. 1-8., 2017.
  • K. Lensing and J. Friedhoff, “Designing a curriculum for the Internet-of-Things-Laboratory to foster creativity and a maker mindset within varying target groups,” in 8th CIRP Sponsored Conference on Learning Factories -Advanced Engineering Education & Training for Manufacturing Innovation, pp. 231-236, 2018.
  • S. Coşkun, Y. Kayıkcı, and E. Gençay, “Adapting engineering education to industry 4.0 vision,” Technologies. vol. 7, 2019.
  • TUBITAK (2019, Aug 15). Entrepreneurial and innovative universities index 2018 [Online]. Available:https://www.tubitak.gov.tr/sites/default/files/289/gyue_ilk50.pdf.
  • M. R. Cesur, O. Torkul, İ. H. Cedimoğlu, and S. Uçar, “Intelligent campus implementation for smart cities,” Sakarya University Journal of Science, vol. 23, 6, pp.1218-1224, 2019.
  • K. Kaur, D. S. Dhaliwal, and R. K. Vohra, “Statistically refining the initial points for K-Means clustering algorithm,” International Journal of Advanced Research in Computer Engineering & Technology, vol. 2, pp. 29972-2977, 2013.
  • P. N. Tan, M. Steinbach, and V. Kumar, Introduction to Data Mining, 1st ed. Boston: Pearson- Addison Wesley, 2006.
  • S. B. Kiriş and F. Tüysüz, “Performance comparison of different clustering methods for manufacturing cell formation,” Sakarya University Journal of Science, vol. 21, 5, pp. 1031-1044, 2017.
  • S. Solak and U. Altunışık, “Görüntü işleme teknikleri ve kümeleme yöntemleri kullanılarak fındık meyvesinin tespit ve sınıflandırılması,” Sakarya University Journal of Science, vol. 22, 1, pp. 56-65, 2018.
  • U. Altınışık and M. Yıldırım, “Veri madenciliği kümeleme algoritmaları kullanarak arıza dayanımlı denetim sistemi tasarımı,” Sakarya University Journal of Science, vol. 17, 1, pp. 9-16, 2013.
  • J. Zeng, J. Wang, L. Guo, G. Fan, K. Zhang, and G. Gui, “Cell scene division and visualization based on auto encoder and K-means algorithm,” IEEE Access, vol. 7, pp. 165217-165225, 2019.
There are 16 citations in total.

Details

Primary Language English
Subjects Industrial Engineering
Journal Section Research Articles
Authors

Türkay Dereli 0000-0002-2130-5503

Özge Var 0000-0003-0519-0694

Alptekin Durmuşoğlu 0000-0001-9800-5747

Publication Date December 1, 2020
Submission Date January 31, 2020
Acceptance Date August 31, 2020
Published in Issue Year 2020 Volume: 24 Issue: 6

Cite

APA Dereli, T., Var, Ö., & Durmuşoğlu, A. (2020). Clustering Entrepreneurial and Innovative Universities in Turkey According to Their Relevance to Industry 4.0. Sakarya University Journal of Science, 24(6), 1171-1184. https://doi.org/10.16984/saufenbilder.682459
AMA Dereli T, Var Ö, Durmuşoğlu A. Clustering Entrepreneurial and Innovative Universities in Turkey According to Their Relevance to Industry 4.0. SAUJS. December 2020;24(6):1171-1184. doi:10.16984/saufenbilder.682459
Chicago Dereli, Türkay, Özge Var, and Alptekin Durmuşoğlu. “Clustering Entrepreneurial and Innovative Universities in Turkey According to Their Relevance to Industry 4.0”. Sakarya University Journal of Science 24, no. 6 (December 2020): 1171-84. https://doi.org/10.16984/saufenbilder.682459.
EndNote Dereli T, Var Ö, Durmuşoğlu A (December 1, 2020) Clustering Entrepreneurial and Innovative Universities in Turkey According to Their Relevance to Industry 4.0. Sakarya University Journal of Science 24 6 1171–1184.
IEEE T. Dereli, Ö. Var, and A. Durmuşoğlu, “Clustering Entrepreneurial and Innovative Universities in Turkey According to Their Relevance to Industry 4.0”, SAUJS, vol. 24, no. 6, pp. 1171–1184, 2020, doi: 10.16984/saufenbilder.682459.
ISNAD Dereli, Türkay et al. “Clustering Entrepreneurial and Innovative Universities in Turkey According to Their Relevance to Industry 4.0”. Sakarya University Journal of Science 24/6 (December 2020), 1171-1184. https://doi.org/10.16984/saufenbilder.682459.
JAMA Dereli T, Var Ö, Durmuşoğlu A. Clustering Entrepreneurial and Innovative Universities in Turkey According to Their Relevance to Industry 4.0. SAUJS. 2020;24:1171–1184.
MLA Dereli, Türkay et al. “Clustering Entrepreneurial and Innovative Universities in Turkey According to Their Relevance to Industry 4.0”. Sakarya University Journal of Science, vol. 24, no. 6, 2020, pp. 1171-84, doi:10.16984/saufenbilder.682459.
Vancouver Dereli T, Var Ö, Durmuşoğlu A. Clustering Entrepreneurial and Innovative Universities in Turkey According to Their Relevance to Industry 4.0. SAUJS. 2020;24(6):1171-84.