Assessment and application of deep learning algorithms in civil engineering İnşaat mühendisliğinde derin öğrenme algoritmalarının değerlendirilmesi ve uygulanması

ALKAN ÇAKIROĞLU M., SÜZEN A. A.

El-Cezeri Journal of Science and Engineering, cilt.7, sa.2, ss.906-922, 2020 (Scopus, TRDizin) identifier identifier

  • Yayın Türü: Makale / Tam Makale
  • Cilt numarası: 7 Sayı: 2
  • Basım Tarihi: 2020
  • Doi Numarası: 10.31202/ecjse.679113
  • Dergi Adı: El-Cezeri Journal of Science and Engineering
  • Derginin Tarandığı İndeksler: Scopus, TR DİZİN (ULAKBİM)
  • Sayfa Sayıları: ss.906-922
  • Anahtar Kelimeler: Civil Engineering, Classification, Deep Learning Algorithms, Deep Neural Network, Vision
  • Isparta Uygulamalı Bilimler Üniversitesi Adresli: Evet

Özet

In this study, the applicability of deep learning algorithms in the field of civil engineering has been investigated. Firstly, the information that is about deep learning algorithms has been given. Additionally, deep learning applications, which are made, in subjects such as classification, estimation, and interpretation in the field of civil engineering, have been examined. The applications are elaborated according to civil engineering's sub-branches that transportation, geotechnical and construction. The contributions of the realized applications' in view of success rates to civil engineering that were analyzed. As a result of the study, it is foreseen that in the studies where the number of data is high, high performance will be achieved in the use of deep algorithms.