Spatial estimation of some mechanical properties of rocks by fuzzy modelling

TÜTMEZ B., Tercan A. E.

COMPUTERS AND GEOTECHNICS, cilt.34, sa.1, ss.10-18, 2007 (SCI-Expanded) identifier identifier

  • Yayın Türü: Makale / Tam Makale
  • Cilt numarası: 34 Sayı: 1
  • Basım Tarihi: 2007
  • Doi Numarası: 10.1016/j.ceramint.2005.09.005
  • Dergi Adı: COMPUTERS AND GEOTECHNICS
  • Derginin Tarandığı İndeksler: Science Citation Index Expanded (SCI-EXPANDED), Scopus
  • Sayfa Sayıları: ss.10-18
  • Hacettepe Üniversitesi Adresli: Evet

Özet

This article compares the performances of two fuzzy modeling approaches such as Mamdani (linguistic) model and Takagi-Sugeno (clustering based) model in spatial interpolation of mechanical properties of rocks. For this purpose, both simulated and measured data sets are used and prediction error and data variability are considered as performance criteria. In addition, a new clustering validity approach is used for clustering-based modeling. The results indicate that prediction performance of the clustering-based fuzzy modeling approach is higher than that of the Mamdani model. (c) 2006 Elsevier Ltd. All rights reserved.