Araştırma Makalesi

The Effect of Internal and External MQL Methods Used for Environmentally Friendly Manufacturing on Machining Performance in Drilling AA2024 Alloys: A Comparison for ANN And Taguchi Analyzes

Cilt: 27 Sayı: 79 23 Ocak 2025
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The Effect of Internal and External MQL Methods Used for Environmentally Friendly Manufacturing on Machining Performance in Drilling AA2024 Alloys: A Comparison for ANN And Taguchi Analyzes

Öz

In recent years, the interest in sustainable manufacturing has created an increasing demand for the economical and environmentally friendly Minimum Quantity Lubrication (MQL) method. However, there are not enough studies comparing internal and external MQL applications in drilling operations. The aim of this study is to investigate the effects of internal and external MQL application on drilling performance. Using Taguchi L9 experimental design, AA2024 aluminum alloy was drilled under three different cooling conditions (internal MQL, external MQL, dry), three different cutting speeds (100, 125, 150 m/min) and three different feeds (0.10, 0.15, 0.20 mm/rev). Surface roughness (Ra) was determined as the performance criterion, 30 repetitions were made in each experiment and the average Ra values were calculated for each condition. At the end of the experiments, the lowest Ra value (0.5 µm) was obtained in the internal MQL condition where the lowest cutting speed (100 m/min) and feed (0.1 mm/rev) parameters were used. In the external MQL condition, Ra results close to dry cutting were observed. The ANOVA analysis revealed that the control factor with the greatest effect on Ra values was the cooling condition. In addition, tool wear after the 30th hole was examined with SEM images and minimum deformation was observed in the internal MQL. ANN and Taguchi analyses were applied to the Ra data measured in the experiments. It was observed that the measured Ra data were in agreement with the data estimated using the Taguchi approach by 97% and with the data estimated using the ANN approach by 99%.

Anahtar Kelimeler

Destekleyen Kurum

TÜBİTAK

Etik Beyan

This study is an original study; I declare that I have acted in accordance with the principles and rules of scientific ethics in all stages of the study, including preparation, data collection, analysis and presentation of information.

Teşekkür

The authors would like to thank the Technological Research Council of Turkey (TUBITAK) for this study supports under the program 1002-115M106 coded project finance. Also. the authors would like to thank the Turkish Aerospace Industries Corporation (TUSAŞ/TAI) for the possibility of using machines and equipment in their experiments.

Kaynakça

  1. [1] Çakır, A., 2009. AA7075 and AA6013 Investigation of cutting parameter on aluminium alloys during drilling operations. Gazi University, Graduate School of Natural and Applied Sciences, Master Thesis, Ankara.
  2. [2] Çakır, A., 2015. Investigation of the effect of cooling conditions on cutting performance in drilling AA7075 and AA2024 aluminum materials. Gazi University, Graduate School of Natural and Applied Sciences, Ph.D. Thesis, Ankara.
  3. [3] Mills, B., Redford, A.H., 1983. Machinability of Engineering Materials. Applied Sci. Publishers Ltd.
  4. [4] Akkurt, M., 1998. Metal Cutting Methods and Machine Tools. Birsen Press, pp. 23-90.
  5. [5] Tonshoff, H.L., Spintig, W., Konig, W., Neises, A., 1994. Machining of holes developments in drilling technology. Annals of the CIRP, Vol. 43(2), pp. 551-561.
  6. [6] Ogawa, M., Inose, M., Arai, M., Saga, T., 1994. Micro drilling of 5056 wrought aluminum alloy. Journal of Japan Institute of Light Metals, Vol. 44(9), pp. 486-491. DOI: 10.2464/jilm.44.486.
  7. [7] Pirtini, M., Lazoglu, I., 2005. Forces and hole quality in drilling. International Journal of Machine Tools & Manufacture, Vol. 45(1), pp. 1271-1281. DOI: 10.1016/j.ijmachtools.2005.01.004.
  8. [8] Taşgetiren, S., Aslantaş, K., 2000. A new design of hard metal insert holder for cutting on turning. 3rd GAP Engineering Congress, pp. 150-157.

Ayrıntılar

Birincil Dil

İngilizce

Konular

Makine Mühendisliğinde Optimizasyon Teknikleri, Triboloji, İmalat Süreçleri ve Teknolojileri

Bölüm

Araştırma Makalesi

Erken Görünüm Tarihi

15 Ocak 2025

Yayımlanma Tarihi

23 Ocak 2025

Gönderilme Tarihi

26 Ocak 2024

Kabul Tarihi

8 Mayıs 2024

Yayımlandığı Sayı

Yıl 2025 Cilt: 27 Sayı: 79

Kaynak Göster

APA
Çakır Şencan, A., Duran, A., Şeker, U., Koçak, M. R., & Şencan, C. (2025). The Effect of Internal and External MQL Methods Used for Environmentally Friendly Manufacturing on Machining Performance in Drilling AA2024 Alloys: A Comparison for ANN And Taguchi Analyzes. Dokuz Eylül Üniversitesi Mühendislik Fakültesi Fen ve Mühendislik Dergisi, 27(79), 86-98. https://doi.org/10.21205/deufmd.2025277912
AMA
1.Çakır Şencan A, Duran A, Şeker U, Koçak MR, Şencan C. The Effect of Internal and External MQL Methods Used for Environmentally Friendly Manufacturing on Machining Performance in Drilling AA2024 Alloys: A Comparison for ANN And Taguchi Analyzes. DEUFMD. 2025;27(79):86-98. doi:10.21205/deufmd.2025277912
Chicago
Çakır Şencan, Ayşegül, Abdullah Duran, Ulvi Şeker, Müberra Rüveyda Koçak, ve Cevdet Şencan. 2025. “The Effect of Internal and External MQL Methods Used for Environmentally Friendly Manufacturing on Machining Performance in Drilling AA2024 Alloys: A Comparison for ANN And Taguchi Analyzes”. Dokuz Eylül Üniversitesi Mühendislik Fakültesi Fen ve Mühendislik Dergisi 27 (79): 86-98. https://doi.org/10.21205/deufmd.2025277912.
EndNote
Çakır Şencan A, Duran A, Şeker U, Koçak MR, Şencan C (01 Ocak 2025) The Effect of Internal and External MQL Methods Used for Environmentally Friendly Manufacturing on Machining Performance in Drilling AA2024 Alloys: A Comparison for ANN And Taguchi Analyzes. Dokuz Eylül Üniversitesi Mühendislik Fakültesi Fen ve Mühendislik Dergisi 27 79 86–98.
IEEE
[1]A. Çakır Şencan, A. Duran, U. Şeker, M. R. Koçak, ve C. Şencan, “The Effect of Internal and External MQL Methods Used for Environmentally Friendly Manufacturing on Machining Performance in Drilling AA2024 Alloys: A Comparison for ANN And Taguchi Analyzes”, DEUFMD, c. 27, sy 79, ss. 86–98, Oca. 2025, doi: 10.21205/deufmd.2025277912.
ISNAD
Çakır Şencan, Ayşegül - Duran, Abdullah - Şeker, Ulvi - Koçak, Müberra Rüveyda - Şencan, Cevdet. “The Effect of Internal and External MQL Methods Used for Environmentally Friendly Manufacturing on Machining Performance in Drilling AA2024 Alloys: A Comparison for ANN And Taguchi Analyzes”. Dokuz Eylül Üniversitesi Mühendislik Fakültesi Fen ve Mühendislik Dergisi 27/79 (01 Ocak 2025): 86-98. https://doi.org/10.21205/deufmd.2025277912.
JAMA
1.Çakır Şencan A, Duran A, Şeker U, Koçak MR, Şencan C. The Effect of Internal and External MQL Methods Used for Environmentally Friendly Manufacturing on Machining Performance in Drilling AA2024 Alloys: A Comparison for ANN And Taguchi Analyzes. DEUFMD. 2025;27:86–98.
MLA
Çakır Şencan, Ayşegül, vd. “The Effect of Internal and External MQL Methods Used for Environmentally Friendly Manufacturing on Machining Performance in Drilling AA2024 Alloys: A Comparison for ANN And Taguchi Analyzes”. Dokuz Eylül Üniversitesi Mühendislik Fakültesi Fen ve Mühendislik Dergisi, c. 27, sy 79, Ocak 2025, ss. 86-98, doi:10.21205/deufmd.2025277912.
Vancouver
1.Ayşegül Çakır Şencan, Abdullah Duran, Ulvi Şeker, Müberra Rüveyda Koçak, Cevdet Şencan. The Effect of Internal and External MQL Methods Used for Environmentally Friendly Manufacturing on Machining Performance in Drilling AA2024 Alloys: A Comparison for ANN And Taguchi Analyzes. DEUFMD. 01 Ocak 2025;27(79):86-98. doi:10.21205/deufmd.2025277912

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