Araştırma Makalesi

TRANSFORMATION OF THE MACHINES FROM LEARNER TO DECISION MAKER: INDUSTRY 4.0 AND BIG DATA

Cilt: 4 Sayı: 2 19 Aralık 2018
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TRANSFORMATION OF THE MACHINES FROM LEARNER TO DECISION MAKER: INDUSTRY 4.0 AND BIG DATA

Öz

When the historical journey of industrialization was reviewed, a particular paradigm shift can be observed because of every technological change and innovation. These paradigm shifts, called industrial revolutions, have changed the core from mechanics to electrical energy, from electrical energy to electronics and automation. Today's economy is about to face the fourth industrial revolution triggered by social, economic, technological and political changes. That revolution, known as Industry 4.0, is based on smart manufacturing, the implementation of cyber-physical systems in production (CPS), Internet of Things (IoT), cloud computing, and big data. In addition to the difference in production processes, the concept is planned to reveal personalized products and services. The fulfillment of all this depends on the continuity of the environment regarding innovation and learning. This continuity will be ensured by analyzing every data that may directly or indirectly affect the production process. Establishing such a data processing policy for today's classic factory structures is an essential competitive advantage. However, when it comes to smart factories, this policy will evolve into the big data analytics-driven one, and become a necessity beyond the competitive advantage. From this point of view, the role of big data in the Industry 4.0 concept and its impact on each stakeholder, which has different and variety contribution from production processes to qualified human resources, should be carefully examined. In this study, it is aimed to show the role and effectiveness of big data by presenting industrial applications and cyber-physical system architecture under the concept of Industry 4.0.

Anahtar Kelimeler

Kaynakça

  1. [1] Drath, R., & Horch, A., "Industrie 4.0: Hit or Hype?", IEEE Industrial Electronics Magazine 8(2), 56-59, 2014.
  2. [2] Höller, J., Tsiatsis, V., Mulligan, C., Karnouskos, S., Avesand, S., & Boyle, D. "Machine-to-Machine to the Internet of Things: Introduction to a New Age of Intelligence", Elsevier Publishing, e-ISBN: 9780080994017 , 1-352, 2014.
  3. [3]Buhr, D., "Social Innovation Policy for Industry 4.0", Friedrich Ebert Stiftung, 3-16, 2015.
  4. [4] Bauer, W., “Industry 4.0- An Economy Based on The Internet of Things”, 23rd International Conference for Production Research, Manila, Philippines, 2015.http://www.piie.org/icpr23/downloads/04%20Bauer.pdf
  5. [5] Zug, S., Wilske, S., Steup, C., & Lüder, A., "Online Evaluation Of Manipulation Tasks For Mobile Robots İn Industry 4.0 Scenarios", IEEE 20th Conference on Emerging Technologies & Factory Automation (ETFA), Luxembourg: IEEE, 1-7, 2015.
  6. [6] Zhou, K., Liu, T., & Zhou, L., "Industry 4.0: Towards Future Industrial Opportunities And Challenges", 12th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD), Zhangjiajie: IEEE, 2147-2152, 2015.
  7. [7] Niesen, T., Houy, C., Fettke, P., & Loos, P., "Towards An Integrative Big Data Analysis Framework For Data-Driven Risk Management In Industry 4.0", 49th Hawaii International Conference on System Sciences (HICSS), Koloa: IEEE, 5065-5074, 2016.
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Ayrıntılar

Birincil Dil

İngilizce

Konular

Mühendislik

Bölüm

Araştırma Makalesi

Yayımlanma Tarihi

19 Aralık 2018

Gönderilme Tarihi

22 Temmuz 2018

Kabul Tarihi

19 Ekim 2018

Yayımlandığı Sayı

Yıl 2018 Cilt: 4 Sayı: 2

Kaynak Göster

APA
Özdemir, Ş., Erkollar, A., & Oberer, B. (2018). TRANSFORMATION OF THE MACHINES FROM LEARNER TO DECISION MAKER: INDUSTRY 4.0 AND BIG DATA. Mugla Journal of Science and Technology, 4(2), 219-223. https://doi.org/10.22531/muglajsci.463474
AMA
1.Özdemir Ş, Erkollar A, Oberer B. TRANSFORMATION OF THE MACHINES FROM LEARNER TO DECISION MAKER: INDUSTRY 4.0 AND BIG DATA. MJST. 2018;4(2):219-223. doi:10.22531/muglajsci.463474
Chicago
Özdemir, Şebnem, Alptekin Erkollar, ve Birgit Oberer. 2018. “TRANSFORMATION OF THE MACHINES FROM LEARNER TO DECISION MAKER: INDUSTRY 4.0 AND BIG DATA”. Mugla Journal of Science and Technology 4 (2): 219-23. https://doi.org/10.22531/muglajsci.463474.
EndNote
Özdemir Ş, Erkollar A, Oberer B (01 Aralık 2018) TRANSFORMATION OF THE MACHINES FROM LEARNER TO DECISION MAKER: INDUSTRY 4.0 AND BIG DATA. Mugla Journal of Science and Technology 4 2 219–223.
IEEE
[1]Ş. Özdemir, A. Erkollar, ve B. Oberer, “TRANSFORMATION OF THE MACHINES FROM LEARNER TO DECISION MAKER: INDUSTRY 4.0 AND BIG DATA”, MJST, c. 4, sy 2, ss. 219–223, Ara. 2018, doi: 10.22531/muglajsci.463474.
ISNAD
Özdemir, Şebnem - Erkollar, Alptekin - Oberer, Birgit. “TRANSFORMATION OF THE MACHINES FROM LEARNER TO DECISION MAKER: INDUSTRY 4.0 AND BIG DATA”. Mugla Journal of Science and Technology 4/2 (01 Aralık 2018): 219-223. https://doi.org/10.22531/muglajsci.463474.
JAMA
1.Özdemir Ş, Erkollar A, Oberer B. TRANSFORMATION OF THE MACHINES FROM LEARNER TO DECISION MAKER: INDUSTRY 4.0 AND BIG DATA. MJST. 2018;4:219–223.
MLA
Özdemir, Şebnem, vd. “TRANSFORMATION OF THE MACHINES FROM LEARNER TO DECISION MAKER: INDUSTRY 4.0 AND BIG DATA”. Mugla Journal of Science and Technology, c. 4, sy 2, Aralık 2018, ss. 219-23, doi:10.22531/muglajsci.463474.
Vancouver
1.Şebnem Özdemir, Alptekin Erkollar, Birgit Oberer. TRANSFORMATION OF THE MACHINES FROM LEARNER TO DECISION MAKER: INDUSTRY 4.0 AND BIG DATA. MJST. 01 Aralık 2018;4(2):219-23. doi:10.22531/muglajsci.463474

Cited By

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Mugla Journal of Science and Technology (MJST) dergisi Creative Commons Atıf-GayriTicari 4.0 Uluslararası Lisansı ile lisanslanmıştır.