This study proposes a new uncertain rule-based fuzzy approach for the evaluation of blast-induced backbreak. The proposed approach is based on rock engineering systems (RES) updated by the fuzzy system. Additionally, a genetic algorithm (GA) and imperialist competitive algorithm (ICA) were employed for the prediction aim. The most key step in modeling of fuzzy RES is the coding of the interaction matrix. This matrix is responsible for analyzing the interrelationships among the parameters influencing the rock engineering activities. The codes of the interaction matrix are not unique; thus, probabilistic coding can be done non-deterministically, which allows the uncertainties to be considered in the RES analysis. To achieve the objective of this research, 62 blasts in Shur River dam region, located in south of Iran, were investigated and the required datasets were measured. The performance of the proposed models was then evaluated in accordance with the statistical criteria such as coefficient of determination (R-2). The results signify the effectiveness of the proposed GA- and ICA-based models in the simulating process. R-2 of 0.963 and 0.934 obtained from ICA- and GA-based models, respectively, revealed that both models were capable of predicting the backbreak. Further, the fuzzy RES was introduced as a powerful uncertain approach to evaluate and predict the backbreak.
机构:
Amirkabir Univ Technol, Dept Min & Met Engn, Tehran Polytech, Tehran, IranAmirkabir Univ Technol, Dept Min & Met Engn, Tehran Polytech, Tehran, Iran
Abbaszadeh, Maliheh
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Hezarkhani, Ardeshir
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Soltani-Mohammadi, Saeed
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机构:
Univ Kashan, Dept Min Engn, Kashan, IranAmirkabir Univ Technol, Dept Min & Met Engn, Tehran Polytech, Tehran, Iran
机构:
Univ Teknol Malaysia, Fac Civil Engn, Dept Geotech & Transportat, Skudai 81310, Johor, MalaysiaUniv Teknol Malaysia, Fac Civil Engn, Dept Geotech & Transportat, Skudai 81310, Johor, Malaysia
Armaghani, D. Jahed
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Mohamad, E. Tonnizam
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Univ Teknol Malaysia, Fac Civil Engn, Dept Geotech & Transportat, Skudai 81310, Johor, MalaysiaUniv Teknol Malaysia, Fac Civil Engn, Dept Geotech & Transportat, Skudai 81310, Johor, Malaysia
Mohamad, E. Tonnizam
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Hajihassani, M.
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Univ Teknol Malaysia, Construct Res Alliance, Skudai 81310, Johor, MalaysiaUniv Teknol Malaysia, Fac Civil Engn, Dept Geotech & Transportat, Skudai 81310, Johor, Malaysia
Hajihassani, M.
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Abad, S. V. Alavi Nezhad Khalil
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Univ Teknol Malaysia, Fac Civil Engn, Dept Geotech & Transportat, Skudai 81310, Johor, MalaysiaUniv Teknol Malaysia, Fac Civil Engn, Dept Geotech & Transportat, Skudai 81310, Johor, Malaysia
Abad, S. V. Alavi Nezhad Khalil
;
Marto, A.
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Univ Teknol Malaysia, Fac Civil Engn, Dept Geotech & Transportat, Skudai 81310, Johor, MalaysiaUniv Teknol Malaysia, Fac Civil Engn, Dept Geotech & Transportat, Skudai 81310, Johor, Malaysia
Marto, A.
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Moghaddam, M. R.
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Islamic Azad Univ, South Tehran Branch, Tehran, Iran
Saman Zamin Hamgam Engn Co, Tehran, IranUniv Teknol Malaysia, Fac Civil Engn, Dept Geotech & Transportat, Skudai 81310, Johor, Malaysia
机构:
Amirkabir Univ Technol, Dept Min & Met Engn, Tehran Polytech, Tehran, IranAmirkabir Univ Technol, Dept Min & Met Engn, Tehran Polytech, Tehran, Iran
Abbaszadeh, Maliheh
;
论文数: 引用数:
h-index:
机构:
Hezarkhani, Ardeshir
;
Soltani-Mohammadi, Saeed
论文数: 0引用数: 0
h-index: 0
机构:
Univ Kashan, Dept Min Engn, Kashan, IranAmirkabir Univ Technol, Dept Min & Met Engn, Tehran Polytech, Tehran, Iran
机构:
Univ Teknol Malaysia, Fac Civil Engn, Dept Geotech & Transportat, Skudai 81310, Johor, MalaysiaUniv Teknol Malaysia, Fac Civil Engn, Dept Geotech & Transportat, Skudai 81310, Johor, Malaysia
Armaghani, D. Jahed
;
Mohamad, E. Tonnizam
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h-index: 0
机构:
Univ Teknol Malaysia, Fac Civil Engn, Dept Geotech & Transportat, Skudai 81310, Johor, MalaysiaUniv Teknol Malaysia, Fac Civil Engn, Dept Geotech & Transportat, Skudai 81310, Johor, Malaysia
Mohamad, E. Tonnizam
;
Hajihassani, M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Teknol Malaysia, Construct Res Alliance, Skudai 81310, Johor, MalaysiaUniv Teknol Malaysia, Fac Civil Engn, Dept Geotech & Transportat, Skudai 81310, Johor, Malaysia
Hajihassani, M.
;
Abad, S. V. Alavi Nezhad Khalil
论文数: 0引用数: 0
h-index: 0
机构:
Univ Teknol Malaysia, Fac Civil Engn, Dept Geotech & Transportat, Skudai 81310, Johor, MalaysiaUniv Teknol Malaysia, Fac Civil Engn, Dept Geotech & Transportat, Skudai 81310, Johor, Malaysia
Abad, S. V. Alavi Nezhad Khalil
;
Marto, A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Teknol Malaysia, Fac Civil Engn, Dept Geotech & Transportat, Skudai 81310, Johor, MalaysiaUniv Teknol Malaysia, Fac Civil Engn, Dept Geotech & Transportat, Skudai 81310, Johor, Malaysia
Marto, A.
;
Moghaddam, M. R.
论文数: 0引用数: 0
h-index: 0
机构:
Islamic Azad Univ, South Tehran Branch, Tehran, Iran
Saman Zamin Hamgam Engn Co, Tehran, IranUniv Teknol Malaysia, Fac Civil Engn, Dept Geotech & Transportat, Skudai 81310, Johor, Malaysia