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    Development of Coupled FEM and Fuzzy Rules–Based Procedures for Mitigation of Uncertainty in Forecasting Stability of Underground Pillars

    Source: International Journal of Geomechanics:;2022:;Volume ( 022 ):;issue: 002::page 04021276
    Author:
    Yugal Kishor Patanwar
    ,
    Debasis Deb
    DOI: 10.1061/(ASCE)GM.1943-5622.0002254
    Publisher: ASCE
    Abstract: Stability of underground working depends on geomechanical properties of rocks as well as geometrical and operational parameters of excavation. In this study, a fuzzy rule-based method, minimizing the subjectivity in rock engineering system (RES) is proposed to address the uncertainty in determining stability of underground pillars. A total of 243 elastoplastic 3D numerical models are analyzed by varying attributes of five input (leading) variables: (1) rock mass strength, (2) depth (in situ stress), (3) height of excavation (stope), (4) sequence of excavation with or without filling, and (5) crown pillar thickness. Interaction matrix between the leading input variables are evaluated using fuzzy “IF–THEN” rules considering the results of finite-element models (FEMs) and the “cause–effect” plot of the variables are also determined. Average equivalent plastic strain (EPS) over two consecutive pillars is the target output variable indicating the stability of the excavated zone (stope)–pillar system. Results of FEMs are plotted in the existing stope stability number graph and show that ESP¯≈0.06−0.07 denotes the boundary between “stable” and “transition” zone and ESP¯≈0.09−0.1 represents the boundary between “transition” and “caved” zone. A rib pillar stability index (RPSI) is formulated based on the vulnerability of a pillar for the evaluation of EPS¯ indicating the “stable” or “unstable” condition. Results show that plastic strain decreases exponentially with increasing RPSI having R2 of 0.824. The proposed concept is applied to determine the stability of stopes of a hard rock mine by estimating RPSI and EPS¯ and finds that they are placed in “stable” zone for the given geomining conditions.
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      Development of Coupled FEM and Fuzzy Rules–Based Procedures for Mitigation of Uncertainty in Forecasting Stability of Underground Pillars

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    http://yetl.yabesh.ir/yetl1/handle/yetl/4283381
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    • International Journal of Geomechanics

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    contributor authorYugal Kishor Patanwar
    contributor authorDebasis Deb
    date accessioned2022-05-07T21:09:03Z
    date available2022-05-07T21:09:03Z
    date issued2022-2-1
    identifier other(ASCE)GM.1943-5622.0002254.pdf
    identifier urihttp://yetl.yabesh.ir/yetl1/handle/yetl/4283381
    description abstractStability of underground working depends on geomechanical properties of rocks as well as geometrical and operational parameters of excavation. In this study, a fuzzy rule-based method, minimizing the subjectivity in rock engineering system (RES) is proposed to address the uncertainty in determining stability of underground pillars. A total of 243 elastoplastic 3D numerical models are analyzed by varying attributes of five input (leading) variables: (1) rock mass strength, (2) depth (in situ stress), (3) height of excavation (stope), (4) sequence of excavation with or without filling, and (5) crown pillar thickness. Interaction matrix between the leading input variables are evaluated using fuzzy “IF–THEN” rules considering the results of finite-element models (FEMs) and the “cause–effect” plot of the variables are also determined. Average equivalent plastic strain (EPS) over two consecutive pillars is the target output variable indicating the stability of the excavated zone (stope)–pillar system. Results of FEMs are plotted in the existing stope stability number graph and show that ESP¯≈0.06−0.07 denotes the boundary between “stable” and “transition” zone and ESP¯≈0.09−0.1 represents the boundary between “transition” and “caved” zone. A rib pillar stability index (RPSI) is formulated based on the vulnerability of a pillar for the evaluation of EPS¯ indicating the “stable” or “unstable” condition. Results show that plastic strain decreases exponentially with increasing RPSI having R2 of 0.824. The proposed concept is applied to determine the stability of stopes of a hard rock mine by estimating RPSI and EPS¯ and finds that they are placed in “stable” zone for the given geomining conditions.
    publisherASCE
    titleDevelopment of Coupled FEM and Fuzzy Rules–Based Procedures for Mitigation of Uncertainty in Forecasting Stability of Underground Pillars
    typeJournal Paper
    journal volume22
    journal issue2
    journal titleInternational Journal of Geomechanics
    identifier doi10.1061/(ASCE)GM.1943-5622.0002254
    journal fristpage04021276
    journal lastpage04021276-18
    page18
    treeInternational Journal of Geomechanics:;2022:;Volume ( 022 ):;issue: 002
    contenttypeFulltext
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    DSpace software copyright © 2002-2015  DuraSpace
    نرم افزار کتابخانه دیجیتال "دی اسپیس" فارسی شده توسط یابش برای کتابخانه های ایرانی | تماس با یابش
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