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Nesnelerin İnterneti Teknolojisinin Lojistik Faaliyetlerindeki Uygulama Alanları ve Verimliliğe Etkileri

Yıl 2021, Sayı: 31, 746 - 754, 31.12.2021
https://doi.org/10.31590/ejosat.1004953

Öz

Günümüz modern lojistik sistemleri, karmaşık operasyonlar, yoğun ve hızlı çalışma temposu ve özellikle karmaşık çalışma ortamlarında ağır iş yoğunluğu gibi özelliklere sahiptir. Özellikle Covid-19 pandemisinin ardından yaşanan sınırlılıklar ve sorunlar nedeniyle lojistik sektörü bütün dünyada ele alınması gereken en önemli sektörlerden biri durumuna gelmiştir. Lojistik sistemlerindeki bu iş yoğunluğunun düzenlenmesinde dijital teknolojiler büyük yer tutmaktadır. Bu çalışmada, lojistik faaliyetlerinde dijital teknolojilerden nesnelerin interneti teknolojisinin uygulanması neticesinde elde edilecek kazanımları gözler önüne sermek amaçlanmaktadır. Ayrıca çalışmada nesnelerin interneti uygulamalarının neticesinde elde edilecek verimlilik kazanımları üzerinde durulacaktır. Yapılan araştırmanın sonuçları, işletmelerin temel lojistik faaliyetlerinde nesnelerin interneti teknolojisini kullanmalarının fayda, maliyet ve verimlilik açısından büyük avantajlar sağlamalarına olanak sağlayacağını işaret etmektedir. Bunun yanı sıra bu gibi avantajlara karşın işletmelerin nesnelerin interneti teknolojisinin lojistik faaliyetlerine entegrasyonlarında duydukları kaygıların, bu teknolojiye geçiş sürecini geciktirdiği ve hatta durma noktasına getirdiğine yönelik bulgulara rastlanmıştır.

Kaynakça

  • Aboubakar, M., Kellil, M., ve Roux, P. (2021). A review of IoT network management: Current status and perspectives. Journal of King Saud University - Computer and Information Sciences. doi:https://doi.org/10.1016/j.jksuci.2021.03.006
  • Agostino, Í. R. S., Ristow, C., Frazzon, E. M., ve Taboada Rodriguez, C. M. (2020, 2020//). Perspectives on the Application of Internet of Things in Logistics. Paper presented at the Dynamics in Logistics, Cham.
  • Akhter, R., ve Sofi, S. A. (2021). Precision agriculture using IoT data analytics and machine learning. Journal of King Saud University - Computer and Information Sciences. doi:https://doi.org/10.1016/j.jksuci.2021.05.013
  • Anitha, K., Palaksha Reddy, K., Krishnamoorthy, N., ve Jaiswal, S. (2021). IoT’s in enabling the supply chain visibility and connectivity and optimization of performance. Materials Today: Proceedings. doi:https://doi.org/10.1016/j.matpr.2020.12.343
  • Arif, J., el Farouk, I., Mouzouna, Y., ve Jawab, F. (2019). The use of internet of things (IoT) applications in the logistics outsourcing: Smart RFID tag as an example. Paper presented at the Proceedings of the International Conference on Industrial Engineering and Operations Management, Bangkok, Thailand.
  • Atzori, L., Iera, A., ve Morabito, G. (2010). The Internet of Things: A survey. Computer Networks, 54(15), 2787-2805. doi:https://doi.org/10.1016/j.comnet.2010.05.010
  • Babun, L., Denney, K., Celik, Z. B., McDaniel, P., ve Uluagac, A. S. (2021). A survey on IoT platforms: Communication, security, and privacy perspectives. Computer Networks, 192, 108040. doi:https://doi.org/10.1016/j.comnet.2021.108040
  • Brotsis, S., Limniotis, K., Bendiab, G., Kolokotronis, N., ve Shiaeles, S. (2021). On the suitability of blockchain platforms for IoT applications: Architectures, security, privacy, and performance. Computer Networks, 191, 108005. doi:https://doi.org/10.1016/j.comnet.2021.108005
  • Buntak, K., Kovačić, M., ve Mutavdžija, M. (2019). Internet of things and smart warehouses as the future of logistics. Tehnički glasnik, 13(3), 248-253.
  • Delgosha, M. S., Hajiheydari, N., ve Talafidaryani, M. (2021). Discovering IoT implications in business and management: A computational thematic analysis. Technovation, 102236. doi:https://doi.org/10.1016/j.technovation.2021.102236
  • Ding, Y., Jin, M., Li, S., ve Feng, D. (2021). Smart logistics based on the internet of things technology: an overview. International Journal of Logistics Research and Applications, 24(4), 323-345. doi:10.1080/13675567.2020.1757053
  • Farooq, M. S., Riaz, S., Abid, A., Abid, K., ve Naeem, M. A. (2019). A Survey on the Role of IoT in Agriculture for the Implementation of Smart Farming. IEEE Access, 7, 156237-156271. doi:10.1109/ACCESS.2019.2949703
  • Firouzi, F., Farahani, B., ve Marinšek, A. (2021). The convergence and interplay of edge, fog, and cloud in the AI-driven Internet of Things (IoT). Information Systems, 101840. doi:https://doi.org/10.1016/j.is.2021.101840
  • Fizza, K., Banerjee, A., Mitra, K., Jayaraman, P. P., Ranjan, R., Patel, P., ve Georgakopoulos, D. (2021). QoE in IoT: a vision, survey and future directions. Discover Internet of Things, 1(1), 4. doi:10.1007/s43926-021-00006-7
  • Golpîra, H., Khan, S. A. R., ve Safaeipour, S. (2021). A review of logistics Internet-of-Things: Current trends and scope for future research. Journal of Industrial Information Integration, 22, 100194. doi:https://doi.org/10.1016/j.jii.2020.100194
  • Gulati, K., Kumar Boddu, R. S., Kapila, D., Bangare, S. L., Chandnani, N., ve Saravanan, G. (2021). A review paper on wireless sensor network techniques in Internet of Things (IoT). Materials Today: Proceedings. doi:https://doi.org/10.1016/j.matpr.2021.05.067
  • H, S., ve V, N. (2021). A Review on Fog Computing: Architecture, Fog with IoT, Algorithms and Research Challenges. ICT Express, 7(2), 162-176. doi:https://doi.org/10.1016/j.icte.2021.05.004
  • Hu, P., Ning, H., Qiu, T., Zhang, Y., ve Luo, X. (2017). Fog Computing Based Face Identification and Resolution Scheme in Internet of Things. IEEE Transactions on Industrial Informatics, 13(4), 1910-1920. doi:10.1109/TII.2016.2607178
  • Hussein, A. R. H. (2019). Internet of things (IOT): Research challenges and future applications. International Journal of Advanced Computer Science and Applications, 10(6), 77-82.
  • Ibarra-Esquer, J. E., González-Navarro, F. F., Flores-Rios, B. L., Burtseva, L., ve Astorga-Vargas, M. A. (2017). Tracking the Evolution of the Internet of Things Concept Across Different Application Domains. Sensors, 17(6), 1379.
  • Jagtap, S., Duong, L., Trollman, H., Bader, F., Garcia-Garcia, G., Skouteris, G., . . . Rahimifard, S. (2021). Chapter 5 - IoT technologies in the food supply chain. In C. M. Galanakis (Ed.), Food Technology Disruptions (ss. 175-211): Academic Press.
  • Kavre, M., Gadekar, A., ve Gadhade, Y. (2019, 18-20 Dec. 2019). Internet of Things (IoT): A Survey. Paper presented at the 2019 IEEE Pune Section International Conference (PuneCon).
  • Lawal, K., ve Rafsanjani, H. N. (2021). Trends, benefits, risks, and challenges of IoT implementation in residential and commercial buildings. Energy and Built Environment. doi:https://doi.org/10.1016/j.enbenv.2021.01.009
  • Lydekaityte, J., ve Tambo, T. (2020). Smart packaging: definitions, models and packaging as an intermediator between digital and physical product management. The International Review of Retail, Distribution and Consumer Research, 30(4), 377-410. doi:10.1080/09593969.2020.1724555
  • Macaulay, J., Buckalew, L., ve Chung, G. (2015). Internet of things in logistics. Retrieved from
  • Ouyang, Q., Zheng, J., ve Wang, S. (2019). Investigation of the construction of intelligent logistics system from traditional logistics model based on wireless network technology. EURASIP Journal on Wireless Communications and Networking, 2019(1), 20. doi:10.1186/s13638-018-1334-8
  • Rey, A., Panetti, E., Maglio, R., ve Ferretti, M. (2021). Determinants in adopting the Internet of Things in the transport and logistics industry. Journal of Business Research, 131, 584-590. doi:https://doi.org/10.1016/j.jbusres.2020.12.049
  • Ruile, H. (2021). How the Internet of Things Drives Innovation for the Logistics of the Future. In R. Dornberger (Ed.), New Trends in Business Information Systems and Technology: Digital Innovation and Digital Business Transformation (ss. 267-280). Cham: Springer International Publishing.
  • Said, O., ve Tolba, A. (2021). Accurate performance prediction of IoT communication systems for smart cities: An efficient deep learning based solution. Sustainable Cities and Society, 69, 102830. doi:https://doi.org/10.1016/j.scs.2021.102830
  • Sergi, I., Montanaro, T., Benvenuto, F. L., ve Patrono, L. (2021). A Smart and Secure Logistics System Based on IoT and Cloud Technologies. Sensors, 21(6), 2231.
  • Shahid, N., ve Aneja, S. (2017, 10-11 Feb. 2017). Internet of Things: Vision, application areas and research challenges. Paper presented at the 2017 International Conference on I-SMAC (IoT in Social, Mobile, Analytics and Cloud) (I-SMAC).
  • Singh, S. K., ve Roy, S. (2020). Internet of Things (IoT) Based Green Logistics Operations for Sustainable Development in the Indian Context, Singapore.
  • Song, Y., Yu, F. R., Zhou, L., Yang, X., ve He, Z. (2021). Applications of the Internet of Things (IoT) in Smart Logistics: A Comprehensive Survey. IEEE Internet of Things Journal, 8(6), 4250-4274. doi:10.1109/JIOT.2020.3034385
  • Statista. (2021). Number of Internet of Things (IoT) connected devices worldwide from 2019 to 2030, https://www.statista.com/statistics/1183457/iot-connected-devices-worldwide/, (Erişim Tarihi: 13.07.2021)
  • Taliaferro, A., Ernst, R., Ahmed, U., Harolikar, A., ve Ray, S. (2019). Creating IoT ecosystems in transportation: Logistics companies are looking to connect IoT technologies to traditional systems. Retrieved from Toronto, Canada:
  • Thomas, M. O., ve Rad, B. B. (2017). Reliability evaluation metrics for internet of things, car tracking system: a review. Int. J. Inf. Technol. Comput. Sci.(IJITCS), 9(2), 1-10. Tran-Dang, H., Krommenacker, N., Charpentier, P., ve Kim, D.-S. (2020). The Internet of Things for Logistics: Perspectives, Application Review, and Challenges. IETE Technical Review, 1-29. doi:10.1080/02564602.2020.1827308
  • Tsogbaatar, E., Bhuyan, M. H., Taenaka, Y., Fall, D., Gonchigsumlaa, K., Elmroth, E., ve Kadobayashi, Y. (2021). DeL-IoT: A deep ensemble learning approach to uncover anomalies in IoT. Internet of Things, 14, 100391. doi:https://doi.org/10.1016/j.iot.2021.100391
  • van Geest, M., Tekinerdogan, B., ve Catal, C. (2021). Design of a reference architecture for developing smart warehouses in industry 4.0. Computers in Industry, 124, 103343. doi:https://doi.org/10.1016/j.compind.2020.103343
  • Verdouw, C. N., Robbemond, R. M., Verwaart, T., Wolfert, J., ve Beulens, A. J. M. (2018). A reference architecture for IoT-based logistic information systems in agri-food supply chains. Enterprise Information Systems, 12(7), 755-779. doi:10.1080/17517575.2015.1072643
  • Wang, J., Lim, M. K., Wang, C., ve Tseng, M.-L. (2021). The evolution of the Internet of Things (IoT) over the past 20 years. Computers & Industrial Engineering, 155, 107174. doi:https://doi.org/10.1016/j.cie.2021.107174
  • Yu, W. (2019). Research on Optimization of Logistics Management Information System Based on Internet of Things. Paper presented at the 2019 5th International Conference on Education Technology, Management and Humanities Science (ETMHS 2019).
  • Zaychenko, I., Smirnova, A., Shytova, Y., Mutalieva, B., ve Pimenov, N. (2021). Digital Logistics Transformation: Implementing the Internet of Things (IoT), Cham.
  • Zhang, D., Liu, Y., Han, K., Liu, A., ve Liu, L. (2012). The Application of RFID-Based on IOT in Logistics Management, Berlin, Heidelberg.
  • Zhang, G., Shang, X., Alawneh, F., Yang, Y., ve Nishi, T. (2021). Integrated production planning and warehouse storage assignment problem: An IoT assisted case. International Journal of Production Economics, 234, 108058. doi:https://doi.org/10.1016/j.ijpe.2021.108058
  • Zhang, H., Zhang, G., ve Cai, X. (2021). Logistics Transfer Center Planning Based on Internet of Things Technology, Cham.

Applications of Internet of Things Technology in Logistics Activities and Its Effects on Productivity

Yıl 2021, Sayı: 31, 746 - 754, 31.12.2021
https://doi.org/10.31590/ejosat.1004953

Öz

Today's modern logistics systems have features such as complex operations, intense and fast work pace and heavy workload, especially in complex working environments. Due to the limitations and problems experienced especially after the Covid-19 pandemic, the Logistics sector has become one of the most important sectors to be addressed all over the world. Digital technologies have a great place in the regulation of this workload in logistics systems. In this study, it is aimed to reveal the gains that will be obtained as a result of the application of the internet of things technology from digital technologies in logistics activities. In addition, the study will focus on the productivity gains to be obtained as a result of the Internet of Things applications. The results of the research indicate that using the internet of things technology in the basic logistics activities of the enterprises will enable them to provide great advantages in terms of benefit, cost and productivity. In addition, despite such advantages, there were findings that the concerns of the enterprises in the integration of the internet of things technology into their logistics activities delayed the transition to this technology and even brought it to a standstill.

Kaynakça

  • Aboubakar, M., Kellil, M., ve Roux, P. (2021). A review of IoT network management: Current status and perspectives. Journal of King Saud University - Computer and Information Sciences. doi:https://doi.org/10.1016/j.jksuci.2021.03.006
  • Agostino, Í. R. S., Ristow, C., Frazzon, E. M., ve Taboada Rodriguez, C. M. (2020, 2020//). Perspectives on the Application of Internet of Things in Logistics. Paper presented at the Dynamics in Logistics, Cham.
  • Akhter, R., ve Sofi, S. A. (2021). Precision agriculture using IoT data analytics and machine learning. Journal of King Saud University - Computer and Information Sciences. doi:https://doi.org/10.1016/j.jksuci.2021.05.013
  • Anitha, K., Palaksha Reddy, K., Krishnamoorthy, N., ve Jaiswal, S. (2021). IoT’s in enabling the supply chain visibility and connectivity and optimization of performance. Materials Today: Proceedings. doi:https://doi.org/10.1016/j.matpr.2020.12.343
  • Arif, J., el Farouk, I., Mouzouna, Y., ve Jawab, F. (2019). The use of internet of things (IoT) applications in the logistics outsourcing: Smart RFID tag as an example. Paper presented at the Proceedings of the International Conference on Industrial Engineering and Operations Management, Bangkok, Thailand.
  • Atzori, L., Iera, A., ve Morabito, G. (2010). The Internet of Things: A survey. Computer Networks, 54(15), 2787-2805. doi:https://doi.org/10.1016/j.comnet.2010.05.010
  • Babun, L., Denney, K., Celik, Z. B., McDaniel, P., ve Uluagac, A. S. (2021). A survey on IoT platforms: Communication, security, and privacy perspectives. Computer Networks, 192, 108040. doi:https://doi.org/10.1016/j.comnet.2021.108040
  • Brotsis, S., Limniotis, K., Bendiab, G., Kolokotronis, N., ve Shiaeles, S. (2021). On the suitability of blockchain platforms for IoT applications: Architectures, security, privacy, and performance. Computer Networks, 191, 108005. doi:https://doi.org/10.1016/j.comnet.2021.108005
  • Buntak, K., Kovačić, M., ve Mutavdžija, M. (2019). Internet of things and smart warehouses as the future of logistics. Tehnički glasnik, 13(3), 248-253.
  • Delgosha, M. S., Hajiheydari, N., ve Talafidaryani, M. (2021). Discovering IoT implications in business and management: A computational thematic analysis. Technovation, 102236. doi:https://doi.org/10.1016/j.technovation.2021.102236
  • Ding, Y., Jin, M., Li, S., ve Feng, D. (2021). Smart logistics based on the internet of things technology: an overview. International Journal of Logistics Research and Applications, 24(4), 323-345. doi:10.1080/13675567.2020.1757053
  • Farooq, M. S., Riaz, S., Abid, A., Abid, K., ve Naeem, M. A. (2019). A Survey on the Role of IoT in Agriculture for the Implementation of Smart Farming. IEEE Access, 7, 156237-156271. doi:10.1109/ACCESS.2019.2949703
  • Firouzi, F., Farahani, B., ve Marinšek, A. (2021). The convergence and interplay of edge, fog, and cloud in the AI-driven Internet of Things (IoT). Information Systems, 101840. doi:https://doi.org/10.1016/j.is.2021.101840
  • Fizza, K., Banerjee, A., Mitra, K., Jayaraman, P. P., Ranjan, R., Patel, P., ve Georgakopoulos, D. (2021). QoE in IoT: a vision, survey and future directions. Discover Internet of Things, 1(1), 4. doi:10.1007/s43926-021-00006-7
  • Golpîra, H., Khan, S. A. R., ve Safaeipour, S. (2021). A review of logistics Internet-of-Things: Current trends and scope for future research. Journal of Industrial Information Integration, 22, 100194. doi:https://doi.org/10.1016/j.jii.2020.100194
  • Gulati, K., Kumar Boddu, R. S., Kapila, D., Bangare, S. L., Chandnani, N., ve Saravanan, G. (2021). A review paper on wireless sensor network techniques in Internet of Things (IoT). Materials Today: Proceedings. doi:https://doi.org/10.1016/j.matpr.2021.05.067
  • H, S., ve V, N. (2021). A Review on Fog Computing: Architecture, Fog with IoT, Algorithms and Research Challenges. ICT Express, 7(2), 162-176. doi:https://doi.org/10.1016/j.icte.2021.05.004
  • Hu, P., Ning, H., Qiu, T., Zhang, Y., ve Luo, X. (2017). Fog Computing Based Face Identification and Resolution Scheme in Internet of Things. IEEE Transactions on Industrial Informatics, 13(4), 1910-1920. doi:10.1109/TII.2016.2607178
  • Hussein, A. R. H. (2019). Internet of things (IOT): Research challenges and future applications. International Journal of Advanced Computer Science and Applications, 10(6), 77-82.
  • Ibarra-Esquer, J. E., González-Navarro, F. F., Flores-Rios, B. L., Burtseva, L., ve Astorga-Vargas, M. A. (2017). Tracking the Evolution of the Internet of Things Concept Across Different Application Domains. Sensors, 17(6), 1379.
  • Jagtap, S., Duong, L., Trollman, H., Bader, F., Garcia-Garcia, G., Skouteris, G., . . . Rahimifard, S. (2021). Chapter 5 - IoT technologies in the food supply chain. In C. M. Galanakis (Ed.), Food Technology Disruptions (ss. 175-211): Academic Press.
  • Kavre, M., Gadekar, A., ve Gadhade, Y. (2019, 18-20 Dec. 2019). Internet of Things (IoT): A Survey. Paper presented at the 2019 IEEE Pune Section International Conference (PuneCon).
  • Lawal, K., ve Rafsanjani, H. N. (2021). Trends, benefits, risks, and challenges of IoT implementation in residential and commercial buildings. Energy and Built Environment. doi:https://doi.org/10.1016/j.enbenv.2021.01.009
  • Lydekaityte, J., ve Tambo, T. (2020). Smart packaging: definitions, models and packaging as an intermediator between digital and physical product management. The International Review of Retail, Distribution and Consumer Research, 30(4), 377-410. doi:10.1080/09593969.2020.1724555
  • Macaulay, J., Buckalew, L., ve Chung, G. (2015). Internet of things in logistics. Retrieved from
  • Ouyang, Q., Zheng, J., ve Wang, S. (2019). Investigation of the construction of intelligent logistics system from traditional logistics model based on wireless network technology. EURASIP Journal on Wireless Communications and Networking, 2019(1), 20. doi:10.1186/s13638-018-1334-8
  • Rey, A., Panetti, E., Maglio, R., ve Ferretti, M. (2021). Determinants in adopting the Internet of Things in the transport and logistics industry. Journal of Business Research, 131, 584-590. doi:https://doi.org/10.1016/j.jbusres.2020.12.049
  • Ruile, H. (2021). How the Internet of Things Drives Innovation for the Logistics of the Future. In R. Dornberger (Ed.), New Trends in Business Information Systems and Technology: Digital Innovation and Digital Business Transformation (ss. 267-280). Cham: Springer International Publishing.
  • Said, O., ve Tolba, A. (2021). Accurate performance prediction of IoT communication systems for smart cities: An efficient deep learning based solution. Sustainable Cities and Society, 69, 102830. doi:https://doi.org/10.1016/j.scs.2021.102830
  • Sergi, I., Montanaro, T., Benvenuto, F. L., ve Patrono, L. (2021). A Smart and Secure Logistics System Based on IoT and Cloud Technologies. Sensors, 21(6), 2231.
  • Shahid, N., ve Aneja, S. (2017, 10-11 Feb. 2017). Internet of Things: Vision, application areas and research challenges. Paper presented at the 2017 International Conference on I-SMAC (IoT in Social, Mobile, Analytics and Cloud) (I-SMAC).
  • Singh, S. K., ve Roy, S. (2020). Internet of Things (IoT) Based Green Logistics Operations for Sustainable Development in the Indian Context, Singapore.
  • Song, Y., Yu, F. R., Zhou, L., Yang, X., ve He, Z. (2021). Applications of the Internet of Things (IoT) in Smart Logistics: A Comprehensive Survey. IEEE Internet of Things Journal, 8(6), 4250-4274. doi:10.1109/JIOT.2020.3034385
  • Statista. (2021). Number of Internet of Things (IoT) connected devices worldwide from 2019 to 2030, https://www.statista.com/statistics/1183457/iot-connected-devices-worldwide/, (Erişim Tarihi: 13.07.2021)
  • Taliaferro, A., Ernst, R., Ahmed, U., Harolikar, A., ve Ray, S. (2019). Creating IoT ecosystems in transportation: Logistics companies are looking to connect IoT technologies to traditional systems. Retrieved from Toronto, Canada:
  • Thomas, M. O., ve Rad, B. B. (2017). Reliability evaluation metrics for internet of things, car tracking system: a review. Int. J. Inf. Technol. Comput. Sci.(IJITCS), 9(2), 1-10. Tran-Dang, H., Krommenacker, N., Charpentier, P., ve Kim, D.-S. (2020). The Internet of Things for Logistics: Perspectives, Application Review, and Challenges. IETE Technical Review, 1-29. doi:10.1080/02564602.2020.1827308
  • Tsogbaatar, E., Bhuyan, M. H., Taenaka, Y., Fall, D., Gonchigsumlaa, K., Elmroth, E., ve Kadobayashi, Y. (2021). DeL-IoT: A deep ensemble learning approach to uncover anomalies in IoT. Internet of Things, 14, 100391. doi:https://doi.org/10.1016/j.iot.2021.100391
  • van Geest, M., Tekinerdogan, B., ve Catal, C. (2021). Design of a reference architecture for developing smart warehouses in industry 4.0. Computers in Industry, 124, 103343. doi:https://doi.org/10.1016/j.compind.2020.103343
  • Verdouw, C. N., Robbemond, R. M., Verwaart, T., Wolfert, J., ve Beulens, A. J. M. (2018). A reference architecture for IoT-based logistic information systems in agri-food supply chains. Enterprise Information Systems, 12(7), 755-779. doi:10.1080/17517575.2015.1072643
  • Wang, J., Lim, M. K., Wang, C., ve Tseng, M.-L. (2021). The evolution of the Internet of Things (IoT) over the past 20 years. Computers & Industrial Engineering, 155, 107174. doi:https://doi.org/10.1016/j.cie.2021.107174
  • Yu, W. (2019). Research on Optimization of Logistics Management Information System Based on Internet of Things. Paper presented at the 2019 5th International Conference on Education Technology, Management and Humanities Science (ETMHS 2019).
  • Zaychenko, I., Smirnova, A., Shytova, Y., Mutalieva, B., ve Pimenov, N. (2021). Digital Logistics Transformation: Implementing the Internet of Things (IoT), Cham.
  • Zhang, D., Liu, Y., Han, K., Liu, A., ve Liu, L. (2012). The Application of RFID-Based on IOT in Logistics Management, Berlin, Heidelberg.
  • Zhang, G., Shang, X., Alawneh, F., Yang, Y., ve Nishi, T. (2021). Integrated production planning and warehouse storage assignment problem: An IoT assisted case. International Journal of Production Economics, 234, 108058. doi:https://doi.org/10.1016/j.ijpe.2021.108058
  • Zhang, H., Zhang, G., ve Cai, X. (2021). Logistics Transfer Center Planning Based on Internet of Things Technology, Cham.
Toplam 45 adet kaynakça vardır.

Ayrıntılar

Birincil Dil Türkçe
Konular Mühendislik
Bölüm Makaleler
Yazarlar

Ümit Yılmaz 0000-0003-4268-8598

Özlem Kuvat 0000-0001-7017-4557

Yayımlanma Tarihi 31 Aralık 2021
Yayımlandığı Sayı Yıl 2021 Sayı: 31

Kaynak Göster

APA Yılmaz, Ü., & Kuvat, Ö. (2021). Nesnelerin İnterneti Teknolojisinin Lojistik Faaliyetlerindeki Uygulama Alanları ve Verimliliğe Etkileri. Avrupa Bilim Ve Teknoloji Dergisi(31), 746-754. https://doi.org/10.31590/ejosat.1004953