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İŞLETMELER İÇİN YENİ BİR VERİMLİLİK TEKNOLOJİSİ: DİJİTAL İKİZ

Yıl 2022, DİJİTAL DÖNÜŞÜM VE VERİMLİLİK, 189 - 206, 12.01.2022

Meral Çalış Duman

https://doi.org/10.51551/verimlilik.981349
Cited By: 1

Öz

Amaç: Bu makalenin amacı, Endüstri 4.0 ile önemi artan dijital ikiz kavramının yeri, önemi, verimliliği ve gelecekteki potansiyelini anlamak, diğer çalışmalar için temel oluşturmak adına literatüre katkı sağlamaktır.

Yöntem: Bu çalışmanın yöntemi literatür taramasıdır. Dijital ikiz ve işletmelerde kullanımı ile ilgili en güncel makaleler, bildiriler, gazete ve internet haberlerine dair örnek uygulamalar incelenerek, konu ile ilgili derinlemesine bir derleme makale çalışması yapılmıştır.

Bulgular: Değerlendirme sonuçlarına göre, dijital ikiz teknolojisi işletmeler için bir çözüm yoludur. Dijital ikiz teknolojisinin katkısı ile siber fiziksel sistemler ve nesnelerin interneti başta olmak üzere Endüstri 4.0 teknolojileri daha etkin kullanılabilmektedir. Dijital ikiz, esnek, daha hızlı, kaliteli ve kişiselleştirilmiş ürünler elde edilmesine yardımcı olmaktadır. İşletmelerin tahmin etme, güvenlik, teşhis etme ve mevcut durumu sorgulamasında önemli avantaj sağlayan dijital ikizler, karar vermede isabet gücünü, ürün ve hizmetlerde kaliteyi, operasyonel faaliyetlerde hızı artırarak, toplamda işletme verimliliğini ve örgütsel performansı iyileştirip işletmelerin rekabet gücünü artırmaktadır.

Özgünlük: Dijital ikiz kavramının yeni ortaya çıkmasına bağlı olarak literatürde önemli bir boşluk bulunmaktadır. Bu nedenle makale, dijital ikiz hakkında bilgi veren, üretimde faydaları ve uygulamaları üzerine odaklanan ilk yerli çalışmalar arasındadır.

Anahtar Kelimeler

Dijital İkiz Endüstri 4.0 Nesnelerin İnterneti Simülasyon Verimlilik

Kaynakça

  • Aheleroff, S., Xu, X., Zhong, R. Y. ve Lu, Y. (2021) “Digital Twin as a Service (Dtaas) in Industry 4.0: An Architecture Reference Model”, Advanced Engineering Informatics, 47, 101225.
  • Alizadehsalehi, S. ve Yitmen, I. (2021). “Digital Twin-Based Progress Monitoring Management Model Through Reality Capture to Extended Reality Technologies (DRX)”, Smart and Sustainable Built Environment, DOI: 10.1108/SASBE-01-2021-0016.
  • Apillioğulları, L. (2019). “Dijital Dönüşüm: Akıllı Fabrikalar”, Aura Kitapları, İstanbul.
  • Aydın, Ö., ve Karaarslan, E. (2020). “Covid-19 Belirtilerinin Tespiti İçin Dijital İkiz Tabanlı Bir Sağlık Bilgi Sistemi”, Online International Conference of COVID-19 (CONCOVID), İstanbul.
  • Aynacı, İ. (2020). “Dijital İkiz ve Sağlık Uygulamaları”, İzmir Kâtip Çelebi Üniversitesi İktisadi ve İdari Bilimler Fakültesi Dergisi, 3(1), 70- 82.
  • Basl, J. (2016). “The Pilot Survey of The Industry 4.0 Principles Penetration in the Selected Czech and Polish Companies”, Journal of Systems Integration, 7(4), 3-8.
  • Boschert, S. ve Rosen, R. (2016). “Digital Twin-the Simulation Aspect”, Mechatronic Futures, Springer, Cham. Bulut, T. (2020). “İnsanın Dijital İkizi Oluşturulabilir Mi?”, https://www.sanayigazetesi.com.tr/insanin-dijital-ikizi-olusturulabilir-mi-makale,1842.html, (Erişim tarihi 26.08.2021).
  • Ceylan, E.Z. (2019). “Dijital İkizler ve İnşaat Sektöründeki Yeri”, Yapı Bilgi Modelleme, 1(2), 53-61.
  • TC. Çevre ve Şehircilik Bakanlığı (2019). “Şehirlerin "Dijital İkizi" ile Afetlere Önlem Alınacak”, https://www.csb.gov.tr/sehirlerin-dijital-ikizi-ile-afetlere-onlem-alinacak-bakanlik-faaliyetleri-29645., (Erişim tarihi 26.07.2021).
  • Cybermag (2020). “Dijital İkiz Nedir, Faydaları Nelerdir?”, https://www.cybermagonline.com/dijital-ikiz-nedir-faydalari-nelerdir, (Erişim tarihi 26.07.2021).
  • Deepu, T.S. ve Ravi, V. (2021). “Exploring Critical Success Factors Influencing Adoption of Digital Twin and Physical Internet in Electronics Industry Using Grey-DEMATEL Approach”, Digital Business, 1(2), 100009.
  • Deng, T., Zhang, K., ve Shen, Z.J.M. (2021). “A Systematic Review of a Digital Twin City: A New Pattern of Urban Governance toward Smart Cities”, Journal of Management Science and Engineering, 6(2), 125-134.
  • Dönençark, M. ve Tecim, V. (2020). “Kurumsal Karar Destek Sistemlerinde Yapay Zekâ Kullanımı: Tasarım ve Uygulama”, Yönetim Bilişim Sistemleri Dergisi, 6(2), 77-103.
  • Duman, M.C. ve Akdemir, B. (2021). “A Study to Determine the Effects of Industry 4.0 Technology Components on Organizational Performance”, Technological Forecasting and Social Change, 167, 120615.
  • Ekonomist (2021). “Türkiye’nin Yapay Zekâ Stratejisi Açıklandı”, https://www.ekonomist.com.tr/ekonomist/turkiyenin-yapay-zekâ-stratejisi-aciklandi.html, (Erişim tarihi 28.08.2021).
  • Ekren, G. (2020). “Dijital İkiz (Digital Twin) Teknolojisi”, https://www.datasciencearth.com/dijital-ikiz-digital-twin-teknolojisi/, (Erişim tarihi 29.07.2021).
  • Erturan, İ. ve Ergin, E. (2018). “Dijital Denetim ve Dijital İkiz Yöntemi”, Muhasebe Bilim Dünyası Dergisi, 20(4), 810-830.
  • Faller, C. ve Feldmuller, D. (2015). “Industry 4.0 Learning Factory for Regional SMEs”, Procedia CIRP, 32, 88-91. Fan, Y., Yang, J., Chen, J., Hu, P., Wang, X., XU, J. ve Zhou, B. (2021). “A Digital-Twin Visualized Architecture for Flexible Manufacturing System”, Journal of Manufacturing Systems, 60, 176-201.
  • Fedorko, G., Molnár, V., Vasiľ, M. ve Salai, R. (2021). “Proposal of Digital Twin for Testing and Measuring of Transport Belts for Pipe Conveyors within the Concept Industry 4.0”, Measurement, 174, 108978.
  • Fuller, A., Fan, Z., Day, C. ve Barlow, C. (2020). “Digital Twin: Enabling Technologies, Challenges and Open Research”, IEEE Access, 8, 108952-108971.
  • Göçen, S. (2020). “Açık ve Uzaktan Öğrenmede Dijital İkiz Teknolojisinin Kullanımına İlişkin Bir Değerlendirme”, Açıköğretim Uygulamaları ve Araştırmaları Dergisi, 6(4), 155-173.
  • Glaessgen, E. ve Stargel, D. (2012). “The Digital Twin Paradigm for Future NASA and U.S. Air Force Vehicles”, 53. AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics and Materials Conference, Honolulu, Hawaii. Grieves, M. (2014). “Digital Twin: Manufacturing Excellence through Virtual Factory Replication”, Working Paper.
  • Grieves, M. (2016). “Origin of the Digital Twin Concept”, Florida Institute of Tecnology, Working Paper. Grieves, M. (2019). “Virtually Intelligent Product Systems: Digital and Physical Twins”, Complex Systems Engineering: Theory and Practice, DOI: 10.2514/5.9781624105654.0175.0200.
  • Grieves, M. ve Vickers, J. (2017). “Digital Twin: Mitigating Unpredictable, Undesirable Emergent Behavior in Complex Systems”, Transdisciplinary Perspectives on Complex Systems, Springer, Cham.
  • Handan, İ, I. (2021). “2021’de Dijital İkiz Uygulamaları ile En Büyük Kazanç Sağlayacak İlk Beş Sektör”, https://dijitalis.com/blog/2021de-dijital-ikiz-uygulamalari-ile-en-buyuk-kazanc-saglayacak-ilk-bes-sektor/, (Erişim Tarihi 26.07.2021).
  • Kaewunruen, P. Rungskunroch ve J, Welsh. (2019). “A Digital-Twin Evaluation of Net Zero Energy Building for Existing Buildings”, Sustainability, 11, 159.
  • Kahlen F.J., Flumerfelt S. ve Alves A. (2017). “Transdisciplinary Perspectives on Complex Systems: New Findings and Approaches”, Springer, Cham, DOI: 10.1007/978-3-319-38756-7.
  • Kritzinger, W., Karner, M., Traar, G., Henjes, J. ve Sihn, W. (2018). “Digital Twin in Manufacturing: A Categorical Literature Review and Classification”. IFAC-PapersOnLine, 51(11), 1016-1022.
  • Kunath, M. ve Winkler, H. (2018). “Integrating the Digital Twin of the Manufacturing System into a Decision Support System for Improving the Order Management Process”, Procedia CIRP, 72, 225-231.
  • Kutzke, D. T., Carter, J. B. ve Hartman, B. T. (2021). “Subsystem Selection for Digital Twin Development: A Case Study on an Unmanned Underwater Vehicle”, Ocean Engineering, 223, 108629.
  • Lee, J., Azamfar, M. ve Bagheri, B. (2021). “A Unified Digital Twin Framework for Shop Floor Design in Industry 4.0 Manufacturing Systems”, Manufacturing Letters, 27, 87-91.
  • Leng, J., Wang, D., Shen, W., Li, X., Liu, Q. ve Chen, X. (2021). “Digital Twins-Based Smart Manufacturing System Design in Industry 4.0: A Review”, Journal of Manufacturing Systems, 60, 119-137.
  • Li, M., Li, Z., Huang, X. ve Qu, T. (2021). “Blockchain-Based Digital Twin Sharing Platform for Reconfigurable Socialized Manufacturing Resource Integration”, International Journal of Production Economics, 108223.
  • Lu Y., Liu C., Wang K.K., Huang H. ve Xu X. (2020). “Digital Twin-Driven Smart Manufacturing: Connotation, Reference Model, Applications and Research Issues”, Robotics and Computer-Integrated Manufacturing, 61,101837.
  • Lugaresi, G., ve Matta, A. (2021). “Automated Manufacturing System Discovery and Digital Twin Generation”, Journal of Manufacturing Systems, 59, 51-66.
  • Malik, A. A. ve Brem, A. (2021). “Digital Twins for Collaborative Robots: A Case Study in Human-Robot Interaction”, Robotics and Computer-Integrated Manufacturing, 68, 102092.
  • Mashaly, M. (2021). “Connecting the Twins: A Review on Digital Twin Technology & Its Networking Requirements”, Procedia Computer Science, 184, 299-305.
  • Mathupriya, S., Banu, S. S., Sridhar, S. ve Arthi, B. (2020). “Digital Twin Technology on IoT, Industries & Other Smart Environments: A Survey”, Materials Today: Proceedings, DOI: 10.1016/j.matpr.2020.11.358.
  • Meissner, H., Ilsen R. ve Aurich J.C. (2017). “Analysis of Control Architectures in the Context of Industry 4.0”, Procedia CIRP, 62, 165-169.
  • Negri, E., Fumagalli, L. ve Macchi, M. (2017). “A Review of the Roles of Digital Twin in SFS-Based Production Systems”, Procedia Manufacturing, 11, 939–948.
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  • Parmar, R., Leiponen, A. ve Thomas, L.D. (2020). “Building an Organizational Digital Twin”, Business Horizons, 63(6), 725-736.
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  • Schroeder, G. N., Steinmetz, C., Pereira, C.E. ve Espindola, D.B. (2016). “Digital Twin Data Modeling with Automation ML and a Communication Methodology for Data Exchange”. IFAC Papers OnLine, 49(30), 12–17.
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A NEW PRODUCTIVITY TECHNOLOGY FOR BUSINESS: DIGITAL TWIN

Yıl 2022, DİJİTAL DÖNÜŞÜM VE VERİMLİLİK, 189 - 206, 12.01.2022

Meral Çalış Duman

https://doi.org/10.51551/verimlilik.981349
Cited By: 1

Öz

Purpose: The aim of this article, to understand the place, importance, efficiency and future potential of the digital twin concept, which has increased in importance with Industry 4.0, and to contribute to the literature in order to form the basis for other studies.

Methodology: The method of this study is literature review. An in-depth review article study was conducted by examining the latest articles, proceedings, sample applications of newspaper and internet news about the digital twin and its use in businesses.

Findings: According to the evaluation results, digital twin technology is a solution for businesses. With the contribution of digital twin technology, Industry 4.0 technologies, especially cyber physical systems and internet of things, can be used more effectively. Digital twin helps to obtain flexible, faster, quality and personalized products. Digital twins, which provide significant advantages in forecasting, security, diagnosis and questioning of the current situation, increase the power of accuracy in decision making, quality in products and services, speed in operational activities, improving overall operational efficiency and organizational performance and increasing the competitiveness of enterprises.

Originality: There is an important gap in the literature due to the new emergence of the digital twin concept. For this reason, the article is among the first domestic studies that provide information about the digital twin and focus on its benefits and applications in production.

Anahtar Kelimeler

Digital Twin Industry 4.0 Internet of Things Simulation Efficiency

Kaynakça

  • Aheleroff, S., Xu, X., Zhong, R. Y. ve Lu, Y. (2021) “Digital Twin as a Service (Dtaas) in Industry 4.0: An Architecture Reference Model”, Advanced Engineering Informatics, 47, 101225.
  • Alizadehsalehi, S. ve Yitmen, I. (2021). “Digital Twin-Based Progress Monitoring Management Model Through Reality Capture to Extended Reality Technologies (DRX)”, Smart and Sustainable Built Environment, DOI: 10.1108/SASBE-01-2021-0016.
  • Apillioğulları, L. (2019). “Dijital Dönüşüm: Akıllı Fabrikalar”, Aura Kitapları, İstanbul.
  • Aydın, Ö., ve Karaarslan, E. (2020). “Covid-19 Belirtilerinin Tespiti İçin Dijital İkiz Tabanlı Bir Sağlık Bilgi Sistemi”, Online International Conference of COVID-19 (CONCOVID), İstanbul.
  • Aynacı, İ. (2020). “Dijital İkiz ve Sağlık Uygulamaları”, İzmir Kâtip Çelebi Üniversitesi İktisadi ve İdari Bilimler Fakültesi Dergisi, 3(1), 70- 82.
  • Basl, J. (2016). “The Pilot Survey of The Industry 4.0 Principles Penetration in the Selected Czech and Polish Companies”, Journal of Systems Integration, 7(4), 3-8.
  • Boschert, S. ve Rosen, R. (2016). “Digital Twin-the Simulation Aspect”, Mechatronic Futures, Springer, Cham. Bulut, T. (2020). “İnsanın Dijital İkizi Oluşturulabilir Mi?”, https://www.sanayigazetesi.com.tr/insanin-dijital-ikizi-olusturulabilir-mi-makale,1842.html, (Erişim tarihi 26.08.2021).
  • Ceylan, E.Z. (2019). “Dijital İkizler ve İnşaat Sektöründeki Yeri”, Yapı Bilgi Modelleme, 1(2), 53-61.
  • TC. Çevre ve Şehircilik Bakanlığı (2019). “Şehirlerin "Dijital İkizi" ile Afetlere Önlem Alınacak”, https://www.csb.gov.tr/sehirlerin-dijital-ikizi-ile-afetlere-onlem-alinacak-bakanlik-faaliyetleri-29645., (Erişim tarihi 26.07.2021).
  • Cybermag (2020). “Dijital İkiz Nedir, Faydaları Nelerdir?”, https://www.cybermagonline.com/dijital-ikiz-nedir-faydalari-nelerdir, (Erişim tarihi 26.07.2021).
  • Deepu, T.S. ve Ravi, V. (2021). “Exploring Critical Success Factors Influencing Adoption of Digital Twin and Physical Internet in Electronics Industry Using Grey-DEMATEL Approach”, Digital Business, 1(2), 100009.
  • Deng, T., Zhang, K., ve Shen, Z.J.M. (2021). “A Systematic Review of a Digital Twin City: A New Pattern of Urban Governance toward Smart Cities”, Journal of Management Science and Engineering, 6(2), 125-134.
  • Dönençark, M. ve Tecim, V. (2020). “Kurumsal Karar Destek Sistemlerinde Yapay Zekâ Kullanımı: Tasarım ve Uygulama”, Yönetim Bilişim Sistemleri Dergisi, 6(2), 77-103.
  • Duman, M.C. ve Akdemir, B. (2021). “A Study to Determine the Effects of Industry 4.0 Technology Components on Organizational Performance”, Technological Forecasting and Social Change, 167, 120615.
  • Ekonomist (2021). “Türkiye’nin Yapay Zekâ Stratejisi Açıklandı”, https://www.ekonomist.com.tr/ekonomist/turkiyenin-yapay-zekâ-stratejisi-aciklandi.html, (Erişim tarihi 28.08.2021).
  • Ekren, G. (2020). “Dijital İkiz (Digital Twin) Teknolojisi”, https://www.datasciencearth.com/dijital-ikiz-digital-twin-teknolojisi/, (Erişim tarihi 29.07.2021).
  • Erturan, İ. ve Ergin, E. (2018). “Dijital Denetim ve Dijital İkiz Yöntemi”, Muhasebe Bilim Dünyası Dergisi, 20(4), 810-830.
  • Faller, C. ve Feldmuller, D. (2015). “Industry 4.0 Learning Factory for Regional SMEs”, Procedia CIRP, 32, 88-91. Fan, Y., Yang, J., Chen, J., Hu, P., Wang, X., XU, J. ve Zhou, B. (2021). “A Digital-Twin Visualized Architecture for Flexible Manufacturing System”, Journal of Manufacturing Systems, 60, 176-201.
  • Fedorko, G., Molnár, V., Vasiľ, M. ve Salai, R. (2021). “Proposal of Digital Twin for Testing and Measuring of Transport Belts for Pipe Conveyors within the Concept Industry 4.0”, Measurement, 174, 108978.
  • Fuller, A., Fan, Z., Day, C. ve Barlow, C. (2020). “Digital Twin: Enabling Technologies, Challenges and Open Research”, IEEE Access, 8, 108952-108971.
  • Göçen, S. (2020). “Açık ve Uzaktan Öğrenmede Dijital İkiz Teknolojisinin Kullanımına İlişkin Bir Değerlendirme”, Açıköğretim Uygulamaları ve Araştırmaları Dergisi, 6(4), 155-173.
  • Glaessgen, E. ve Stargel, D. (2012). “The Digital Twin Paradigm for Future NASA and U.S. Air Force Vehicles”, 53. AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics and Materials Conference, Honolulu, Hawaii. Grieves, M. (2014). “Digital Twin: Manufacturing Excellence through Virtual Factory Replication”, Working Paper.
  • Grieves, M. (2016). “Origin of the Digital Twin Concept”, Florida Institute of Tecnology, Working Paper. Grieves, M. (2019). “Virtually Intelligent Product Systems: Digital and Physical Twins”, Complex Systems Engineering: Theory and Practice, DOI: 10.2514/5.9781624105654.0175.0200.
  • Grieves, M. ve Vickers, J. (2017). “Digital Twin: Mitigating Unpredictable, Undesirable Emergent Behavior in Complex Systems”, Transdisciplinary Perspectives on Complex Systems, Springer, Cham.
  • Handan, İ, I. (2021). “2021’de Dijital İkiz Uygulamaları ile En Büyük Kazanç Sağlayacak İlk Beş Sektör”, https://dijitalis.com/blog/2021de-dijital-ikiz-uygulamalari-ile-en-buyuk-kazanc-saglayacak-ilk-bes-sektor/, (Erişim Tarihi 26.07.2021).
  • Kaewunruen, P. Rungskunroch ve J, Welsh. (2019). “A Digital-Twin Evaluation of Net Zero Energy Building for Existing Buildings”, Sustainability, 11, 159.
  • Kahlen F.J., Flumerfelt S. ve Alves A. (2017). “Transdisciplinary Perspectives on Complex Systems: New Findings and Approaches”, Springer, Cham, DOI: 10.1007/978-3-319-38756-7.
  • Kritzinger, W., Karner, M., Traar, G., Henjes, J. ve Sihn, W. (2018). “Digital Twin in Manufacturing: A Categorical Literature Review and Classification”. IFAC-PapersOnLine, 51(11), 1016-1022.
  • Kunath, M. ve Winkler, H. (2018). “Integrating the Digital Twin of the Manufacturing System into a Decision Support System for Improving the Order Management Process”, Procedia CIRP, 72, 225-231.
  • Kutzke, D. T., Carter, J. B. ve Hartman, B. T. (2021). “Subsystem Selection for Digital Twin Development: A Case Study on an Unmanned Underwater Vehicle”, Ocean Engineering, 223, 108629.
  • Lee, J., Azamfar, M. ve Bagheri, B. (2021). “A Unified Digital Twin Framework for Shop Floor Design in Industry 4.0 Manufacturing Systems”, Manufacturing Letters, 27, 87-91.
  • Leng, J., Wang, D., Shen, W., Li, X., Liu, Q. ve Chen, X. (2021). “Digital Twins-Based Smart Manufacturing System Design in Industry 4.0: A Review”, Journal of Manufacturing Systems, 60, 119-137.
  • Li, M., Li, Z., Huang, X. ve Qu, T. (2021). “Blockchain-Based Digital Twin Sharing Platform for Reconfigurable Socialized Manufacturing Resource Integration”, International Journal of Production Economics, 108223.
  • Lu Y., Liu C., Wang K.K., Huang H. ve Xu X. (2020). “Digital Twin-Driven Smart Manufacturing: Connotation, Reference Model, Applications and Research Issues”, Robotics and Computer-Integrated Manufacturing, 61,101837.
  • Lugaresi, G., ve Matta, A. (2021). “Automated Manufacturing System Discovery and Digital Twin Generation”, Journal of Manufacturing Systems, 59, 51-66.
  • Malik, A. A. ve Brem, A. (2021). “Digital Twins for Collaborative Robots: A Case Study in Human-Robot Interaction”, Robotics and Computer-Integrated Manufacturing, 68, 102092.
  • Mashaly, M. (2021). “Connecting the Twins: A Review on Digital Twin Technology & Its Networking Requirements”, Procedia Computer Science, 184, 299-305.
  • Mathupriya, S., Banu, S. S., Sridhar, S. ve Arthi, B. (2020). “Digital Twin Technology on IoT, Industries & Other Smart Environments: A Survey”, Materials Today: Proceedings, DOI: 10.1016/j.matpr.2020.11.358.
  • Meissner, H., Ilsen R. ve Aurich J.C. (2017). “Analysis of Control Architectures in the Context of Industry 4.0”, Procedia CIRP, 62, 165-169.
  • Negri, E., Fumagalli, L. ve Macchi, M. (2017). “A Review of the Roles of Digital Twin in SFS-Based Production Systems”, Procedia Manufacturing, 11, 939–948.
  • Özen, A. ve Gürel, F.N. (2020). “Kamu Denetiminde Dijital Dönüşüm: Dijital İkiz Yöntemi”, İzmir Sosyal Bilimler Dergisi, 2(1), 16-23.
  • Öztürk, G.B. (2021). “Digital Twin Research in the AECO-FM Industry”, Journal of Building Engineering, 40, 102730.
  • Parmar, R., Leiponen, A. ve Thomas, L.D. (2020). “Building an Organizational Digital Twin”, Business Horizons, 63(6), 725-736.
  • Rosar, R., Gollner D., Bernijavoz R., Kaiser L. ve Dumitretcu R. (2021). “Towards Colloborative Life Cycle Specifacition of Dijital Twins in Manufacturing Value Chains”, Procedia CIRP, 98, 229-234.
  • Qi, Q., Tao, F., Hu, T., Anwer, N., Liu, A., Wei, Y. ve Nee, A.Y.C. (2019). “Enabling Technologies and Tools for Digital Twin”, Journal of Manufacturing Systems, 58, 3-21.
  • Sayer, S. ve Ülker, A. (2014). “Ürün Yaşam Döngüsü Yönetimi”, Mühendis ve Makina, 55(657), 65-72.
  • Schroeder, G. N., Steinmetz, C., Pereira, C.E. ve Espindola, D.B. (2016). “Digital Twin Data Modeling with Automation ML and a Communication Methodology for Data Exchange”. IFAC Papers OnLine, 49(30), 12–17.
  • Schwab, K. (2016). “Dördüncü Sanayi Devrimi”, World Economic Forum, Optimist Yayınları, İstanbul. Scime, L., Singh, A. ve Paquit, V. (2021). “A Scalable Digital Platform for the Use of Digital Twins in Additive Manufacturing”, Manufacturing Letters, DOI: 10.1016/j.mfglet.2021.05.007.
  • Semeraro, C., Lezoche, M., Panetto, H., ve Dassisti, M. (2021). “Digital Twin Paradigm: A Systematic Literature Review”, Computers in Industry, 130, 103469.
  • Shaw, K. ve Fruhlinger, J. (2019). “What is a Digital Twin? And How It's Changing IoT, AI and More”, https://www.networkworld.com/article/3280225/what-is-digital-twin-technology-and-why-itmatters.html, (Erişim tarihi 27.07.2021).
  • Shengli, W. (2021). “Is Human Digital Twin Possible?”, Computer Methods and Programs in Biomedicine Update, 1, 100014.
  • Sierla, S., Kyrki, V., Aarnio, P. ve Vyatkin, V. (2018). “Automatic Assembly Planning Based on Digital Product Descriptions”, Computers in Industry, 97, 34-46.
  • Singh, S., Weeber, M. ve Birke, K. P. (2021). “Advancing Digital Twin Implementation: A Toolbox for Modelling and Simulation”, Procedia CIRP, 99, 567-572.
  • Tao, F., Cheng, J., QI, Q., Zhang, M., Zhang, H., ve Sui, F. (2018). “Digital Twin-Driven Product Design, Manufacturing and Service with Big Data”, The International Journal of Advanced Manufacturing Technology, 94(9-12), 3563-3576.
  • Tao, F., Sui, F., Liu, A., Qi, Q., Zhang, M., Song, B.ve Nee, A.Y. (2019). “Digital Twin-Driven Product Design Framework”, International Journal of Production Research, 57(12), 3935-3953.
  • Thinktech STM (2020). “Dijital İkiz Teknolojileri ve Üretime Faydaları”, https://thinktech.stm.com.tr /uploads/raporlar/pdf/952019111434675_stm_blog_dijital_ikiz_teknolojileri.pdf, (Erişim tarihi 26.07.2021). Vanderhorn, E., ve Mahadevan, S. (2021). “Digital Twin: Generalization, Characterization and Implementation”, Decision Support Systems, 145, 113524.
  • Wang, L. ve Wang, G. (2016). “Big Data in Cyber-Physical Systems, Digital Manufacturing and Industry 4.0”, I.J. Engineering and Manufacturing, 4, 1-8.
  • White, G., Zink, A., Codecá, L., ve Clarke, S. (2021). “A Digital Twin Smart City for Citizen Feedback”, Cities, 110, 103064.
  • Yeşilyurt, E.F. (2018). “TAI Dijital Dönüşümde Siemens’i Tercih Etti”, https://www.aa.com.tr/tr/sirkethaberleri/bilisim /tai-dijital-donusumde-siemens-i-tercih-etti/645365, (Erişim tarihi 26.07.2021).
  • Yükcü, S. ve Aydın, Ö. (2020). “Maliyet Düşürme Yöntemi Olarak Dijital İkiz”, Muhasebe Bilim Dünyası Dergisi, 22(3), 563-579.
  • Yükcü, S., Aydın Ö. ve Koçakoğlu, Ü.Ö. (2020). “Bağımsız Denetimde Dijital İkiz Uygulaması”, Mali Çözüm Dergisi/Financial Analysis, 30(161), 13-26.
  • Zhang, J., Deng, T., Jiang, H., Chen, H., Qin, S. ve Ding, G. (2021). “Bi-Level Dynamic Scheduling Architecture Based on Service Unit Digital Twin Agents”, Journal of Manufacturing Systems, 60, 59-79.
  • Zheng, Y., Yang, S., ve Cheng, H. (2019). “An Application Framework of Digital Twin and Its Case Study”, Journal of Ambient Intelligence and Humanized Computing, 10(3), 1141-1153.
  • Zhu, Z., Xi, X., Xu, X. ve Cai, Y. (2021). “Digital Twin-Driven Machining Process for Thin-Walled Part Manufacturing”, Journal of Manufacturing Systems, 59, 453-466.
  • Zhuang C., Liu J. ve Xiong, H. (2018). “Digital Twin-Based Smart Production Management and Control Framework for the Complex Product Assembly Shop-Floor”, The International Journal of Advanced Manufacturing Technology, 96(1-4), 1149-1163.
Toplam 65 adet kaynakça vardır.

Ayrıntılar

Birincil Dil Türkçe
Bölüm Makaleler
Yazarlar

Meral Çalış Duman 0000-0002-8283-5188

Yayımlanma Tarihi 12 Ocak 2022
Gönderilme Tarihi 12 Ağustos 2021
Yayımlandığı Sayı Yıl 2022 DİJİTAL DÖNÜŞÜM VE VERİMLİLİK

Kaynak Göster

APA Çalış Duman, M. (2022). İŞLETMELER İÇİN YENİ BİR VERİMLİLİK TEKNOLOJİSİ: DİJİTAL İKİZ. Verimlilik Dergisi189-206. https://doi.org/10.51551/verimlilik.981349

Cited By

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