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Sizing of rock fragmentation modeling due to bench blasting using adaptive neuro-fuzzy inference system(ANFIS) 被引量:4

Sizing of rock fragmentation modeling due to bench blasting using adaptive neuro-fuzzy inference system(ANFIS)
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摘要 One of the most important characters of blasting,a basic step of surface mining,is rock fragmentation because it directly effects on the costs of drilling and economics of the subsequent operations of loading,hauling and crushing in mines.Adaptive neuro-fuzzy inference system(ANFIS)and radial basis function(RBF)show potentials for modeling the behavior of complex nonlinear processes such as those involved in fragmentation due to blasting of rocks.We developed ANFIS and RBF methods for modeling of sizing of rock fragmentation due to bench blasting by estimation of 80%passing size(K_(80))of Golgohar iron mine of Sirjan.Iran.Comparing the results of ANFIS and RBF models shows that although the statistical parameters RBF model is acceptable but ANFIS proposed model is superior and also simpler because ANFIS model is constructed using only two input parameters while seven input parameters used for construction of RBF model. One of the most important characters of blasting, a basic step of surface mining, is rock fragmentation because it directly effects on the costs of drilling and economics of the subsequent operations of loading, hauling and crushing in mines. Adaptive neuro-fuzzy inference system (ANFIS) and radial basis function (RBF) show potentials for modeling the behavior of complex nonlinear processes such as those involved in fragmentation due to blasting of rocks. We developed ANFIS and RBF methods for modeling of sizing of rock fragmentation due to bench blasting by estimation of 80%passing size (K80) of Golgohar iron mine of Sirjan, Iran. Comparing the results of ANFIS and RBF models shows that although the statistical parame-ters RBF model is acceptable but ANFIS proposed model is superior and also simpler because ANFIS model is constructed using only two input parameters while seven input parameters used for construction of RBF model.
出处 《International Journal of Mining Science and Technology》 SCIE EI 2013年第6期809-813,共5页 矿业科学技术学报(英文版)
基金 financially supported by the Special Fund of Islamic Azad University,Malayer Branch(No.2293)
关键词 SIZING Bench blasting Open pit mine ANFIS RBF Sizing Bench blasting Open pit mine ANFIS RBF
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  • 1Mortazavi A,Katsabanis PD. Modeling burden size and strata dip effects on the surface blasting process[J].{H}International Journal of Rock Mechanics and Mining Sciences,2001,(04):481-498.
  • 2Ozkahraman HT. Fragmentation assessment and design of blast pattern at Goltas Limestone Quarry[J].Int J Rock Mech Min Sci(Turkey),2005,(04):628-633.
  • 3Exner TE,Brickmann J. Docking algorithm based on fuzzy set theory[J].{H}JOURNAL OF MOLECULAR MODELING,1997.321-324.
  • 4Exner TE,Keil M,Brickmann J. Fuzzy set theory and Fuzzy logic and its application to molecular recognition[A].Weinheim:Wiley-VCH,2003.1216-1238.
  • 5Jang JSR. Self-learning fuzzy control er based on temporal back-propagation[J].{H}IEEE Transactions on Neural Networks,1992.714-723.
  • 6Jang JSR. ANFIS:adaptive-network-based fuzzy inference systems[J].{H}IEEE Transactions on Systems Man and Cybernetics,1993.665-685.
  • 7Ful er R. Introduction to neuro-fuzzy systems[A].{H}Heidelberg:Springer-Verlag,1999.
  • 8Buyukbingol E,Sisman A,Akyildiz M,Alparslan FN Adejare A. Adaptive neuro-fuzzy inference system(ANFIS):a new approach to predictive modeling in QSAR applications:a study of neuro-fuzzy modeling of PCP-based NMDA receptor antagonists[J].{H}Bioorganic and Medicinal Chemistry Letters,2007.4265-4282.
  • 9Afiuni-Zadeh S,Azimi G. A QSAR study for modeling of 8-azaadenine analogues proposed as A1 adenosine receptor antagonists using genetic algorithms coupling adaptive neuro-fuzzy inference system(ANFIS)[J].{H}Analytical Sciences,2010.897-902.
  • 10Grima MA. Neuro-fuzzy model ing in engineering geology[M].Rotterdam:A A Balkema,2000.244-246.

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