Modification of rock mass rating system using soft computing techniques

被引:12
作者
Rad, Hima Nikafshan [1 ]
Jalali, Zakaria [2 ]
机构
[1] Tabari Univ Babol, Coll Comp Sci, Babol Sar, Iran
[2] Shahid Bahonar Univ Kerman, Dept Min Engn, Higher Educ Complex Zarand, Kerman, Iran
关键词
RMR system based on continuous rating; Multi-objective optimization; Genetic algorithm; Fuzzy clustering algorithm; FUZZY C-MEANS; TRADE-OFF; PREDICTION; OPTIMIZATION; INFORMATION; ALGORITHMS; PARAMETERS; NUMBER; RULES; MODEL;
D O I
10.1007/s00366-018-0667-6
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Classification systems such as rock mass rating (RMR) are used to evaluate rock mass quality. This paper intended to evaluate RMR based on a fuzzy clustering algorithm to improve linguistic and empirical criteria for the RMR classification system. In the proposed algorithm, membership functions were first extracted for each RMR parameter based on the questionnaires filled out by experts. RMR clustering algorithm was determined by considering the percent importance of each parameter in the RMR classification system. In all implementation stages of the proposed algorithm, no empirical judgment was made in determining the classification classes in the RMR system. According to the obtained results, the proposed algorithm is a powerful tool to modify the rock mass rating system and can be generalized for future research.
引用
收藏
页码:1333 / 1357
页数:25
相关论文
共 48 条
[1]  
Agrawal R., 1994, VLDB 1994, V1215, P487
[2]  
Alcala R., 2007, IEEE INT C FUZZ SYST, P1
[3]   The potential application of particle swarm optimization algorithm for forecasting the air-overpressure induced by mine blasting [J].
AminShokravi, Amir ;
Eskandar, Hajar ;
Derakhsh, Ali Mahmodi ;
Rad, Hima Nikafshan ;
Ghanadi, Ali .
ENGINEERING WITH COMPUTERS, 2018, 34 (02) :277-285
[4]  
[Anonymous], 1992, OREBODY B JOINT VENT
[5]  
[Anonymous], 2008, DP01R3BB11C0000AS001
[6]  
[Anonymous], 1998, Calculateurs paralleles, reseaux et systems repartis
[7]  
[Anonymous], 2008, DP01R3BB11C0000AC001
[8]  
BELLMAN RE, 1970, MANAGE SCI B-APPL, V17, pB141
[9]   CONVERGENCE THEORY FOR FUZZY C-MEANS - COUNTEREXAMPLES AND REPAIRS [J].
BEZDEK, JC ;
HATHAWAY, RJ ;
SABIN, MJ ;
TUCKER, WT .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1987, 17 (05) :873-877
[10]   OPTIMAL FUZZY PARTITIONS - HEURISTIC FOR ESTIMATING PARAMETERS IN A MIXTURE OF NORMAL DISTRIBUTIONS [J].
BEZDEK, JC ;
DUNN, JC .
IEEE TRANSACTIONS ON COMPUTERS, 1975, 24 (08) :835-838