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Platformlar Aracılığıyla Üretimin Dijital Dönüşümünü Yeniden Düşünmek: Eleştirel Bir İnceleme ve Bütünleştirici Çerçeve

Yıl 2025, Cilt: 13 Sayı: 3, 1214 - 1234, 31.07.2025
https://doi.org/10.29130/dubited.1608551

Öz

Platformlar aracılığıyla üretimin dijital dönüşümü, endüstriyel operasyonlarda bir paradigma değişimini
temsil etmektedir, ancak bu dönüşümleri anlamak ve uygulamak için kapsamlı çerçeveler hala parçalı
durumdadır. Bu çalışma, Web of Science ve Scopus veritabanlarından (2011-2024) 156 yayının
sistematik bibliyometrik bir analizini sunarak, dijital üretim platformu araştırmalarının kritik bir
incelemesini ortaya koymaktadır. Analiz üç evrimsel aşamayı ortaya çıkarmaktadır: kavramsal temel
(2011-2016), entegrasyon (2017-2020) ve ileri düzey uygulama (2021-2024). Mevcut literatür teknik mimarileri ve uygulama metodolojilerini kapsamlı bir şekilde ele almasına rağmen, sürdürülebilirlik
ilkelerinin ve standardizasyon çerçevelerinin bütünsel entegrasyonunu anlamada önemli boşluklar
bulunmaktadır. Bu araştırma, platform tabanlı üretim dönüşümünün teknolojik, organizasyonel ve
çevresel boyutlarını sentezleyen ve beş temel unsuru (platform mimarisi, dijital ikiz entegrasyonu,
birlikte çalışabilirlik standartları, iş modeli inovasyonu ve sürdürülebilirlik entegrasyonu) kapsayan
bütünleştirici bir çerçeve önererek katkı sağlamaktadır. Bulgular, özellikle küçük ve orta ölçekli
işletmeler için teorik kavramsallaştırmalardan pratik uygulama değerlendirmelerine doğru bir kayma
olduğunu göstermektedir. Çalışma, platform tabanlı üretim sistemlerinde platformlar arası birlikte
çalışabilirlik ve yapay zeka entegrasyonu için standartlaştırılmış yaklaşımlara vurgu yaparak gelişen
araştırma yönlerini belirlemekte ve araştırmacılara ve uygulayıcılara sürdürülebilirlik gerekliliklerini
göz önünde bulundurarak rehberlik sağlamaktadır.

Kaynakça

  • [1] T. Pauli, E. Fielt and M. Matzner, "Digital industrial platforms," Business & Information Systems Engineering, vol. 63, no. 2, pp. 181-190, 2021.
  • [2] C. M. Lerch, D. Horvat and J. Jasny, "When manufacturers turn into digital platform providers: A transformation model to understand the platformization pathway," International Journal of Production Economics, vol. 273, 2024, Art. no. 109235.
  • [3] W. Reim, E. Andersson and K. Eckerwall, "Enabling collaboration on digital platforms: A study of digital twins," International Journal of Production Research, vol. 61, no. 12, pp. 3926-3942, 2023.
  • [4] E. den Hartigh, C. C. M. Stolwijk, J. R. Ortt and L. M. Punter, "Configurations of digital platforms for manufacturing: An analysis of seven cases according to platform functions and types," Electronic Markets, vol. 33, no. 1, 2023, Art. no. 30.
  • [5] M. Drewel, L. Özcan, C. Koldewey and J. Gausemeier, "Pattern-based development of digital platforms," Creativity and Innovation Management, vol. 30, no. 2, pp. 412-430, 2021.
  • [6] F. Fraile, R. Sanchis, R. Poler and A. Ortiz, "Reference models for digital manufacturing platforms," Applied Sciences, vol. 9, no. 20, 2019, Art. no. 4433.
  • [7] F. Tao et al., "Digital twin and blockchain enhanced smart manufacturing service collaboration and management," Journal of Manufacturing Systems, vol. 62, pp. 903-914, 2022.
  • [8] R. A. Deshmukh, D. Jayakody, A. Schneider and V. Damjanovic-Behrendt, "Data spine: a federated interoperability enabler for heterogeneous IoT platform ecosystems," Sensors, vol. 21, no. 12, 2021, Art. no. 4010.
  • [9] C. M. Lerch and H. Heimberger, "The platformisation of manufacturing: Towards a holistic perspective for systematising digital manufacturing platforms," International Journal of Innovation Management, vol. 26, no. 03, 2022, Art. no. 2240015.
  • [10] M. van Dyck, D. Lüttgens, F. T. Piller, and S. Brenk, "Interconnected digital twins and the future of digital manufacturing: Insights from a Delphi study," Journal of Product Innovation Management, vol. 40, no. 4, pp. 475-505, 2023.
  • [11] Y. Liu, Z.J. Zhang, S. M. Jasimuddin and M. Z. Babai, "Exploring servitization and digital transformation of manufacturing enterprises: Evidence from an industrial internet platform in China," International Journal of Production Research, vol. 62, no. 8, pp. 2812-2831, 2024.
  • [12] T. J. Sturgeon, "Upgrading strategies for the digital economy," Global Strategy Journal, vol. 11, no. 1, pp. 34-57, 2021.
  • [13] J. Cheng, H. Zhang, F. Tao and C. F. Juang, "DT-II: Digital twin enhanced Industrial Internet reference framework towards smart manufacturing," Robotics and Computer-Integrated Manufacturing, vol. 62, 2020, Art. no. 101881.
  • [14] S. Suuronen, J. Ukko, R. Eskola, R. S. Semken and H. Rantanen, "A systematic literature review for digital business ecosystems in the manufacturing industry: Prerequisites, challenges, and benefits," CIRP Journal of Manufacturing Science and Technology, vol. 37, pp. 414-426, 2022.
  • [15] A. Chari et al., "Analysing the antecedents to digital platform implementation for resilient and sustainable manufacturing supply chains - An IDEF0 modelling approach," Journal of Cleaner Production, vol. 429, 2023, Art. no. 139598.
  • [16] T. A. M. Tolio, L. Monostori, J. Vancza and O. Sauer, "Platform-based manufacturing," CIRP Annals, vol. 72, no. 2, pp. 697-723, 2023.
  • [17] Y. Liu and Y. Zhang, "Affording digital transformation: The role of industrial Internet platform in traditional manufacturing enterprises digital transformation," Heliyon, vol. 10, no. 7, 2024, Art. no. e28772.
  • [18] A. Ahmed, S. H. Bhatti, I. Gölgeci and A. Arslan, "Digital platform capability and organizational agility of emerging market manufacturing SMEs: The mediating role of intellectual capital and the moderating role of environmental dynamism," Technological Forecasting and Social Change, vol. 177, 2022, Art. no. 121513.
  • [19] K. Borodulin, G. Radchenko, A. Shestakov, L. Sokolinsky, A. Tchernykh and R. Prodan, "Towards digital twins cloud platform: microservices and computational workflows to rule a smart factory," in UCC '17: Proceedings of the10th International Conference on Utility and Cloud Computing, Austin, Texas, USA, 2017, pp. 209-210.
  • [20] L. Stratmann, V. Stich, R. Conrad, G. Hoeborn, F. Optehostert and M. P. Phong, "A framework for leveraging twin transition in the manufacturing industry," in Smart, Sustainable Manufacturing in an Ever-Changing World, K. von Leipzig, N. Sacks, and M. Mc Clelland, Eds. Stellenbosch, South Africa, 2023, pp. 163-178.
  • [21] A. Margherita, A. Espindola and P. de Sa Freire, "Digital transformation and green operations: A successful entrepreneurial journey at Portobello shop," IEEE Transactions on Engineering Management, vol. 71, pp. 11786-11795, 2024.
  • [22] J. Arm et al., "Automated design and integration of asset administration shells in components of Industry 4.0," Sensors (Basel), vol. 21, no. 6, 2021, Art. no. 2004.
  • [23] A. Babkin, L. Tashenova, D. Mamrayeva, Y. Shkarupeta and D. Karimov, "Digital platforms for network innovation-intensive industrial clusters: Essence and characteristics," International Journal of Technology, vol. 13, no. 7, pp. 1598-1606, 2022.
  • [24] J. M. Davis et al., "Smart manufacturing," Annual Review of Chemical and Biomolecular Engineering, vol. 6, pp. 141-160, 2015.
  • [25] D. Bauer, D. Stock and T. Bauernhansl, "Movement towards service-orientation and apporientation in manufacturing IT," Procedia CIRP, vol. 62, pp. 193-198, 2017.
  • [26] K. Kannan and N. Arunachalam, "A digital twin for grinding wheel: An information sharing platform for sustainable grinding process," Journal of Manufacturing Science and Engineering, vol. 141, no. 2, 2019, Art. no. 021015.
  • [27] Z. Xiufan and F. Decheng, "Research on digital transformation and organizational innovation of manufacturing firms based on knowledge field," Journal of the Knowledge Economy, vol. 15, pp. 15860-15903, 2024.
  • [28] A. Bettoni, A. Barni, M. Sorlini, S. Menato, P. Giorgetti and G. Landolfi, "Multi-sided digital manufacturing platform supporting exchange of unused company potential," in IEEE International Conference on Engineering, Technology and Innovation (ICE/ITMC), Stuttgart, Germany, 2018, pp. 1-9.
  • [29] C. M. Lerch and D. Horvat, "The platformisation of manufacturing: towards a holistic perspective for systematising digital manufacturing platforms," International Journal of Innovation Management, vol. 26, no. 3, 2023, Art. no. 2240015.
  • [30] G.-Y. Kim et al., "Customized digital twin platform for SMEs in South Korea," IFACPapersOnLine, vol. 56, no. 2, pp. 11044-11049, 2023.
  • [31] J. K. Gerrikagoitia, G. Unamuno, E. Urkia, and A. Serna, "Digital manufacturing platforms in the Industry 4.0 from private and public perspectives," Applied Sciences, vol. 9, no. 14, 2019, Art. no. 2934.
  • [32] R. Liu and X. Xie, "Improve the industrial digital transformation through Industrial Internet platforms," Frontiers of Engineering Management, vol. 11, no. 1, pp. 167-174, 2024.
  • [33] H. D. Silva, A. L. Soares, A. Bettoni, A. B. Francesco and S. Albertario, “A digital platform architecture to support multi-dimensional surplus capacity sharing,” in Collaborative Networks and Digital Transformation. PRO-VE 2019. IFIP Advances in Information and Communication Technology, vol. 568, L. M. Camarinha-Matos, H. Afsarmanesh and D. Antonelli, Eds., Cham, Switzerland: Springer Nature, 2019, pp. 323-334.
  • [34] M. Redeker, J. N. Weskamp, B. Rössl, and F. Pethig, "Towards a digital twin platform for Industrie 4.0," in 2021 4th IEEE International Conference on Industrial Cyber-Physical Systems (ICPS), Victoria, British Columbia, Canada, 2021, pp. 39-46.
  • [35] J. Choi, et al., “Design and implementation of digital twin-based application for global manufacturing enterprises,” in Advances in Production Management Systems. Artificial Intelligence for Sustainable and Resilient Production Systems. APMS 2021. IFIP Advances in Information and Communication Technology, vol. 634, A. Dolgui, A. Bernard, D. Lemoine, G. von Cieminski and D. Romero, Eds., Cham, Switzerland: Springer Nature, 2021, pp. 12-19.
  • [36] J. Yang et al., "Integrated platform and digital twin application for global automotive part suppliers," in Advances in Production Management Systems. Towards Smart and Digital Manufacturing. APMS 2020. IFIP Advances in Information and Communication Technology, vol. 592, B. Lalic, V. Majstorovic, U. Marjanovic, G. von Cieminski and D. Romero, Eds., Cham, Switzerland: Springer Nature, 2020, pp. 230-237.
  • [37] K. Zidek, J. Pitel, M. Adamek, P. Lazorik, and A. Hosovsky, "Digital twin of experimental smart manufacturing assembly system for Industry 4.0 concept," Sustainability, vol. 12, no. 9, 2020, Art. no. 3658.
  • [38] J. O. Montes and F. X. Olleros, "Local on-demand fabrication: microfactories and online manufacturing platforms," Journal of Manufacturing Technology Management, vol. 32, no. 1, pp. 20-41, 2021.
  • [39] M. A. Filz, J. P. Bosse, and C. Herrmann, "Digitalization platform for data-driven quality management in multi-stage manufacturing systems," Journal of Intelligent Manufacturing, vol. 35, no. 6, pp. 2699-2718, 2022.
  • [40] M. Iñigo et al., “Towards an advanced artificial intelligence architecture through asset administration shell and industrial data spaces,” in Advances in Artificial Intelligence in Manufacturing. ESAIM 2023. Lecture Notes in Mechanical Engineering, A. Wagner, K. Alexopoulos and S. Makris, Eds., Cham, Switzerland: Springer Nature, 2023, pp. 35-42.
  • [41] B. Wang and Y. Du, "Influencing factors of digital platform construction of automobile manufacturing industry based on ISM-MICMAC," Journal of Computational Methods in Sciences and Engineering, vol. 24, no. 3, pp. 1921-1930, 2024.
  • [42] P. Cao, "Do specific platforms affect the relationship between digital technology application and green transformation? Evidence from different platforms in China," Finance Research Letters, vol. 69, 2024, Art. no. 106070.
  • [43] C. B. Brahim, Q. Jarrar, M. C. Magnanini, and K. Medini, "Digital platforms and enterprise agility: a systematic literature review," in Collaborative Networks in Digitalization and Society 5.0. PROVE 2023. IFIP Advances in Information and Communication Technology, vol. 688, L. M. Camarinha-Matos, X. Boucher and A. Ortiz, Eds., Cham, Switzerland: Springer Nature, 2023, pp. 606-617.
  • [44] Y. F. Telnov, V. A. Kazakov, A. A. Bryzgalov, and I. G. Fiodorov, "Methods and models for substantiating application scenarios for the digitalization of manufacturing and business processes of network enterprises," Business Informatics, vol. 17, no. 4, pp. 73-93, 2023.
  • [45] N. Selvanathan, D. Jayakody, and V. Damjanovic-Behrendt, "Federated identity management and interoperability for heterogeneous cloud platform ecosystems," in ARES '19: Proceedings of the 14th International Conference on Availability, Reliability and Security, Canterbury, U.K., 2019, pp. 1-7, Art. no. 103.

Rethinking Digital Transformation of Manufacturing Through Platforms: A Critical Review and Integrative Framework

Yıl 2025, Cilt: 13 Sayı: 3, 1214 - 1234, 31.07.2025
https://doi.org/10.29130/dubited.1608551

Öz

The digital transformation of manufacturing through platforms represents a paradigm shift in industrial
operations, yet comprehensive frameworks for understanding and implementing these transformations
remain fragmented. This study presents a systematic bibliometric analysis of 156 publications from Web
of Science and Scopus databases (2011-2024), offering a critical review of digital manufacturing
platform research. The analysis reveals three evolutionary phases: conceptual foundation (2011-2016),
integration (2017-2020), and advanced implementation (2021-2024). While existing literature
extensively addresses technical architectures and implementation methodologies, significant gaps
remain in understanding the holistic integration of sustainability principles and standardization
frameworks. This research contributes by proposing an integrative framework that synthesizes
technological, organizational, and environmental dimensions of platform-based manufacturing
transformation, encompassing five key elements: platform architecture, digital twin integration,
interoperability standards, business model innovation, and sustainability integration. The findings
indicate a shift from theoretical conceptualizations to practical implementation considerations,
particularly for small and medium-sized enterprises. The study identifies emerging research directions,
emphasizing standardized approaches to cross-platform interoperability and artificial intelligence
integration in platform-based manufacturing systems, providing guidance for researchers and
practitioners while considering sustainability imperatives.

Kaynakça

  • [1] T. Pauli, E. Fielt and M. Matzner, "Digital industrial platforms," Business & Information Systems Engineering, vol. 63, no. 2, pp. 181-190, 2021.
  • [2] C. M. Lerch, D. Horvat and J. Jasny, "When manufacturers turn into digital platform providers: A transformation model to understand the platformization pathway," International Journal of Production Economics, vol. 273, 2024, Art. no. 109235.
  • [3] W. Reim, E. Andersson and K. Eckerwall, "Enabling collaboration on digital platforms: A study of digital twins," International Journal of Production Research, vol. 61, no. 12, pp. 3926-3942, 2023.
  • [4] E. den Hartigh, C. C. M. Stolwijk, J. R. Ortt and L. M. Punter, "Configurations of digital platforms for manufacturing: An analysis of seven cases according to platform functions and types," Electronic Markets, vol. 33, no. 1, 2023, Art. no. 30.
  • [5] M. Drewel, L. Özcan, C. Koldewey and J. Gausemeier, "Pattern-based development of digital platforms," Creativity and Innovation Management, vol. 30, no. 2, pp. 412-430, 2021.
  • [6] F. Fraile, R. Sanchis, R. Poler and A. Ortiz, "Reference models for digital manufacturing platforms," Applied Sciences, vol. 9, no. 20, 2019, Art. no. 4433.
  • [7] F. Tao et al., "Digital twin and blockchain enhanced smart manufacturing service collaboration and management," Journal of Manufacturing Systems, vol. 62, pp. 903-914, 2022.
  • [8] R. A. Deshmukh, D. Jayakody, A. Schneider and V. Damjanovic-Behrendt, "Data spine: a federated interoperability enabler for heterogeneous IoT platform ecosystems," Sensors, vol. 21, no. 12, 2021, Art. no. 4010.
  • [9] C. M. Lerch and H. Heimberger, "The platformisation of manufacturing: Towards a holistic perspective for systematising digital manufacturing platforms," International Journal of Innovation Management, vol. 26, no. 03, 2022, Art. no. 2240015.
  • [10] M. van Dyck, D. Lüttgens, F. T. Piller, and S. Brenk, "Interconnected digital twins and the future of digital manufacturing: Insights from a Delphi study," Journal of Product Innovation Management, vol. 40, no. 4, pp. 475-505, 2023.
  • [11] Y. Liu, Z.J. Zhang, S. M. Jasimuddin and M. Z. Babai, "Exploring servitization and digital transformation of manufacturing enterprises: Evidence from an industrial internet platform in China," International Journal of Production Research, vol. 62, no. 8, pp. 2812-2831, 2024.
  • [12] T. J. Sturgeon, "Upgrading strategies for the digital economy," Global Strategy Journal, vol. 11, no. 1, pp. 34-57, 2021.
  • [13] J. Cheng, H. Zhang, F. Tao and C. F. Juang, "DT-II: Digital twin enhanced Industrial Internet reference framework towards smart manufacturing," Robotics and Computer-Integrated Manufacturing, vol. 62, 2020, Art. no. 101881.
  • [14] S. Suuronen, J. Ukko, R. Eskola, R. S. Semken and H. Rantanen, "A systematic literature review for digital business ecosystems in the manufacturing industry: Prerequisites, challenges, and benefits," CIRP Journal of Manufacturing Science and Technology, vol. 37, pp. 414-426, 2022.
  • [15] A. Chari et al., "Analysing the antecedents to digital platform implementation for resilient and sustainable manufacturing supply chains - An IDEF0 modelling approach," Journal of Cleaner Production, vol. 429, 2023, Art. no. 139598.
  • [16] T. A. M. Tolio, L. Monostori, J. Vancza and O. Sauer, "Platform-based manufacturing," CIRP Annals, vol. 72, no. 2, pp. 697-723, 2023.
  • [17] Y. Liu and Y. Zhang, "Affording digital transformation: The role of industrial Internet platform in traditional manufacturing enterprises digital transformation," Heliyon, vol. 10, no. 7, 2024, Art. no. e28772.
  • [18] A. Ahmed, S. H. Bhatti, I. Gölgeci and A. Arslan, "Digital platform capability and organizational agility of emerging market manufacturing SMEs: The mediating role of intellectual capital and the moderating role of environmental dynamism," Technological Forecasting and Social Change, vol. 177, 2022, Art. no. 121513.
  • [19] K. Borodulin, G. Radchenko, A. Shestakov, L. Sokolinsky, A. Tchernykh and R. Prodan, "Towards digital twins cloud platform: microservices and computational workflows to rule a smart factory," in UCC '17: Proceedings of the10th International Conference on Utility and Cloud Computing, Austin, Texas, USA, 2017, pp. 209-210.
  • [20] L. Stratmann, V. Stich, R. Conrad, G. Hoeborn, F. Optehostert and M. P. Phong, "A framework for leveraging twin transition in the manufacturing industry," in Smart, Sustainable Manufacturing in an Ever-Changing World, K. von Leipzig, N. Sacks, and M. Mc Clelland, Eds. Stellenbosch, South Africa, 2023, pp. 163-178.
  • [21] A. Margherita, A. Espindola and P. de Sa Freire, "Digital transformation and green operations: A successful entrepreneurial journey at Portobello shop," IEEE Transactions on Engineering Management, vol. 71, pp. 11786-11795, 2024.
  • [22] J. Arm et al., "Automated design and integration of asset administration shells in components of Industry 4.0," Sensors (Basel), vol. 21, no. 6, 2021, Art. no. 2004.
  • [23] A. Babkin, L. Tashenova, D. Mamrayeva, Y. Shkarupeta and D. Karimov, "Digital platforms for network innovation-intensive industrial clusters: Essence and characteristics," International Journal of Technology, vol. 13, no. 7, pp. 1598-1606, 2022.
  • [24] J. M. Davis et al., "Smart manufacturing," Annual Review of Chemical and Biomolecular Engineering, vol. 6, pp. 141-160, 2015.
  • [25] D. Bauer, D. Stock and T. Bauernhansl, "Movement towards service-orientation and apporientation in manufacturing IT," Procedia CIRP, vol. 62, pp. 193-198, 2017.
  • [26] K. Kannan and N. Arunachalam, "A digital twin for grinding wheel: An information sharing platform for sustainable grinding process," Journal of Manufacturing Science and Engineering, vol. 141, no. 2, 2019, Art. no. 021015.
  • [27] Z. Xiufan and F. Decheng, "Research on digital transformation and organizational innovation of manufacturing firms based on knowledge field," Journal of the Knowledge Economy, vol. 15, pp. 15860-15903, 2024.
  • [28] A. Bettoni, A. Barni, M. Sorlini, S. Menato, P. Giorgetti and G. Landolfi, "Multi-sided digital manufacturing platform supporting exchange of unused company potential," in IEEE International Conference on Engineering, Technology and Innovation (ICE/ITMC), Stuttgart, Germany, 2018, pp. 1-9.
  • [29] C. M. Lerch and D. Horvat, "The platformisation of manufacturing: towards a holistic perspective for systematising digital manufacturing platforms," International Journal of Innovation Management, vol. 26, no. 3, 2023, Art. no. 2240015.
  • [30] G.-Y. Kim et al., "Customized digital twin platform for SMEs in South Korea," IFACPapersOnLine, vol. 56, no. 2, pp. 11044-11049, 2023.
  • [31] J. K. Gerrikagoitia, G. Unamuno, E. Urkia, and A. Serna, "Digital manufacturing platforms in the Industry 4.0 from private and public perspectives," Applied Sciences, vol. 9, no. 14, 2019, Art. no. 2934.
  • [32] R. Liu and X. Xie, "Improve the industrial digital transformation through Industrial Internet platforms," Frontiers of Engineering Management, vol. 11, no. 1, pp. 167-174, 2024.
  • [33] H. D. Silva, A. L. Soares, A. Bettoni, A. B. Francesco and S. Albertario, “A digital platform architecture to support multi-dimensional surplus capacity sharing,” in Collaborative Networks and Digital Transformation. PRO-VE 2019. IFIP Advances in Information and Communication Technology, vol. 568, L. M. Camarinha-Matos, H. Afsarmanesh and D. Antonelli, Eds., Cham, Switzerland: Springer Nature, 2019, pp. 323-334.
  • [34] M. Redeker, J. N. Weskamp, B. Rössl, and F. Pethig, "Towards a digital twin platform for Industrie 4.0," in 2021 4th IEEE International Conference on Industrial Cyber-Physical Systems (ICPS), Victoria, British Columbia, Canada, 2021, pp. 39-46.
  • [35] J. Choi, et al., “Design and implementation of digital twin-based application for global manufacturing enterprises,” in Advances in Production Management Systems. Artificial Intelligence for Sustainable and Resilient Production Systems. APMS 2021. IFIP Advances in Information and Communication Technology, vol. 634, A. Dolgui, A. Bernard, D. Lemoine, G. von Cieminski and D. Romero, Eds., Cham, Switzerland: Springer Nature, 2021, pp. 12-19.
  • [36] J. Yang et al., "Integrated platform and digital twin application for global automotive part suppliers," in Advances in Production Management Systems. Towards Smart and Digital Manufacturing. APMS 2020. IFIP Advances in Information and Communication Technology, vol. 592, B. Lalic, V. Majstorovic, U. Marjanovic, G. von Cieminski and D. Romero, Eds., Cham, Switzerland: Springer Nature, 2020, pp. 230-237.
  • [37] K. Zidek, J. Pitel, M. Adamek, P. Lazorik, and A. Hosovsky, "Digital twin of experimental smart manufacturing assembly system for Industry 4.0 concept," Sustainability, vol. 12, no. 9, 2020, Art. no. 3658.
  • [38] J. O. Montes and F. X. Olleros, "Local on-demand fabrication: microfactories and online manufacturing platforms," Journal of Manufacturing Technology Management, vol. 32, no. 1, pp. 20-41, 2021.
  • [39] M. A. Filz, J. P. Bosse, and C. Herrmann, "Digitalization platform for data-driven quality management in multi-stage manufacturing systems," Journal of Intelligent Manufacturing, vol. 35, no. 6, pp. 2699-2718, 2022.
  • [40] M. Iñigo et al., “Towards an advanced artificial intelligence architecture through asset administration shell and industrial data spaces,” in Advances in Artificial Intelligence in Manufacturing. ESAIM 2023. Lecture Notes in Mechanical Engineering, A. Wagner, K. Alexopoulos and S. Makris, Eds., Cham, Switzerland: Springer Nature, 2023, pp. 35-42.
  • [41] B. Wang and Y. Du, "Influencing factors of digital platform construction of automobile manufacturing industry based on ISM-MICMAC," Journal of Computational Methods in Sciences and Engineering, vol. 24, no. 3, pp. 1921-1930, 2024.
  • [42] P. Cao, "Do specific platforms affect the relationship between digital technology application and green transformation? Evidence from different platforms in China," Finance Research Letters, vol. 69, 2024, Art. no. 106070.
  • [43] C. B. Brahim, Q. Jarrar, M. C. Magnanini, and K. Medini, "Digital platforms and enterprise agility: a systematic literature review," in Collaborative Networks in Digitalization and Society 5.0. PROVE 2023. IFIP Advances in Information and Communication Technology, vol. 688, L. M. Camarinha-Matos, X. Boucher and A. Ortiz, Eds., Cham, Switzerland: Springer Nature, 2023, pp. 606-617.
  • [44] Y. F. Telnov, V. A. Kazakov, A. A. Bryzgalov, and I. G. Fiodorov, "Methods and models for substantiating application scenarios for the digitalization of manufacturing and business processes of network enterprises," Business Informatics, vol. 17, no. 4, pp. 73-93, 2023.
  • [45] N. Selvanathan, D. Jayakody, and V. Damjanovic-Behrendt, "Federated identity management and interoperability for heterogeneous cloud platform ecosystems," in ARES '19: Proceedings of the 14th International Conference on Availability, Reliability and Security, Canterbury, U.K., 2019, pp. 1-7, Art. no. 103.
Toplam 45 adet kaynakça vardır.

Ayrıntılar

Birincil Dil İngilizce
Konular Makine Öğrenme (Diğer)
Bölüm Makaleler
Yazarlar

Ouranıa Areta Hızıroğlu 0000-0001-8607-6089

Yayımlanma Tarihi 31 Temmuz 2025
Gönderilme Tarihi 27 Aralık 2024
Kabul Tarihi 9 Mayıs 2025
Yayımlandığı Sayı Yıl 2025 Cilt: 13 Sayı: 3

Kaynak Göster

APA Areta Hızıroğlu, O. (2025). Rethinking Digital Transformation of Manufacturing Through Platforms: A Critical Review and Integrative Framework. Duzce University Journal of Science and Technology, 13(3), 1214-1234. https://doi.org/10.29130/dubited.1608551
AMA Areta Hızıroğlu O. Rethinking Digital Transformation of Manufacturing Through Platforms: A Critical Review and Integrative Framework. DÜBİTED. Temmuz 2025;13(3):1214-1234. doi:10.29130/dubited.1608551
Chicago Areta Hızıroğlu, Ouranıa. “Rethinking Digital Transformation of Manufacturing Through Platforms: A Critical Review and Integrative Framework”. Duzce University Journal of Science and Technology 13, sy. 3 (Temmuz 2025): 1214-34. https://doi.org/10.29130/dubited.1608551.
EndNote Areta Hızıroğlu O (01 Temmuz 2025) Rethinking Digital Transformation of Manufacturing Through Platforms: A Critical Review and Integrative Framework. Duzce University Journal of Science and Technology 13 3 1214–1234.
IEEE O. Areta Hızıroğlu, “Rethinking Digital Transformation of Manufacturing Through Platforms: A Critical Review and Integrative Framework”, DÜBİTED, c. 13, sy. 3, ss. 1214–1234, 2025, doi: 10.29130/dubited.1608551.
ISNAD Areta Hızıroğlu, Ouranıa. “Rethinking Digital Transformation of Manufacturing Through Platforms: A Critical Review and Integrative Framework”. Duzce University Journal of Science and Technology 13/3 (Temmuz2025), 1214-1234. https://doi.org/10.29130/dubited.1608551.
JAMA Areta Hızıroğlu O. Rethinking Digital Transformation of Manufacturing Through Platforms: A Critical Review and Integrative Framework. DÜBİTED. 2025;13:1214–1234.
MLA Areta Hızıroğlu, Ouranıa. “Rethinking Digital Transformation of Manufacturing Through Platforms: A Critical Review and Integrative Framework”. Duzce University Journal of Science and Technology, c. 13, sy. 3, 2025, ss. 1214-3, doi:10.29130/dubited.1608551.
Vancouver Areta Hızıroğlu O. Rethinking Digital Transformation of Manufacturing Through Platforms: A Critical Review and Integrative Framework. DÜBİTED. 2025;13(3):1214-3.