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Multiparameter optimization method for downward drift mining based on PLS
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Science & Technology Review | 2015, 33(1) : 63 - 69
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Science & Technology Review | 2015, 33(1): 63-69
Multiparameter optimization method for downward drift mining based on PLS
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SHANG Xueyi1, LI Xibing1, WANG Zewei1, PENG Kang2
Affiliations
    1. School of Resources and Safety Engineering, Central South University, Changsha 410083, China;
    2. State Key Laboratory of Coal Mine Disaster Dynamics and Control, Chongqing University, Chongqing 400044, China
Published: 2015-01-13 doi: 10.3981/j.issn.1000-7857.2015.01.011
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To study the relationship between multiple parameters and stability of downward drift, orthogonal simulation and partial least squares regression were used to analyze factors affecting the stability of downward drift. Safety coefficient and reliability analysis were applied to optimize these parameters. On the basis of that, an industrial test was conducted. The results show that: 1) The factors affecting tensile stress of the loading layer in a descending sequence in terms of significance are thickness of the loading layer, drift width, drift height, two-sided elastic modulus of the drift, elastic modulus of the loading layer and Poisson ratio of the backfill, and the first three factors are more effective than the others. 2) Satisfactory fitness and forecast were obtained through partial least squares regression with errors controlled within 15%. 3) The reliability analysis is more reasonable than the safety coefficient method in optimizing multiple parameters, which can achieve safer, more efficient and economical downward drift exploitation. The satisfactory results of industrial test indicate that partial least squares regression has theoretical and practical values in optimizing multiple parameters for downward drift mining.
downward drift  /  orthogonal test  /  partial least squares  /  safety coefficient  /  reliability analysis
尚雪义, 李夕兵, 王泽伟, 彭康. 基于PLS的下向进路多参数优化方法. 科技导报, 2015 , 33 (1) : 63 -69 . DOI: 10.3981/j.issn.1000-7857.2015.01.011
SHANG Xueyi, LI Xibing, WANG Zewei, PENG Kang. Multiparameter optimization method for downward drift mining based on PLS[J]. Science & Technology Review, 2015 , 33 (1) : 63 -69 . DOI: 10.3981/j.issn.1000-7857.2015.01.011
Year 2015 volume 33 Issue 1
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doi: 10.3981/j.issn.1000-7857.2015.01.011
  • Receive Date:2014-06-27
  • Online Date:2015-02-02
  • Published:2015-01-13
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  • Received:2014-06-27
  • Revised:2014-09-28
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表12种不同金属材料的力学参数
科
Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)
属
Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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