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A database including 336 sets of engineering practical samples was established for rockburst prediction based on literature research. An improved salp swarm algorithm (ISSA) was adopted to optimize the support vector machine (SVM), and then an ISSA-SVM model was constructed for predicting the rockburst intensity grade and its effectiveness was also verified. Results show that this ISSA-SVA model for rockburst prediction can have accuracy up to 94.0%, much higher than other model, which can provide a certain scientific basis for rockburst prevention and control.

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采用文献调研法建立了1个包括336组工程实例样本的岩爆预测数据库,采用改进的樽海鞘算法(ISSA)优化支持向量机(SVM),构建了岩爆烈度等级预测模型(ISSA-SVM),并对其模型有效性进行了验证。结果表明,ISSA-SVM岩爆预测模型的预测准确率可达94.0%,相对于其他模型具有更高的准确性,可为岩爆防控提供一定的科学依据。

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田睿(1988—),男,内蒙古四子王旗人,博士,讲师,主要从事数据分析与挖掘、岩石力学与工程的研究工作。

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田睿(1988—),男,内蒙古四子王旗人,博士,讲师,主要从事数据分析与挖掘、岩石力学与工程的研究工作。

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田睿(1988—),男,内蒙古四子王旗人,博士,讲师,主要从事数据分析与挖掘、岩石力学与工程的研究工作。

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基于改进樽海鞘算法优化支持向量机的岩爆预测模型
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田睿 1 , 李燕卿 1 , 刘占宁 1 , 王创业 2 , 陈世江 2 , 陈丽林 2 , 张志宏 3 , 郭振东 3
矿冶工程杂志 | 采矿 2023,43(2): 5-9
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矿冶工程杂志 | 采矿 2023, 43(2): 5-9
基于改进樽海鞘算法优化支持向量机的岩爆预测模型
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田睿1, 李燕卿1, 刘占宁1, 王创业2, 陈世江2, 陈丽林2, 张志宏3, 郭振东3
作者信息
  • 1.安阳工学院,河南 安阳 455000
  • 2.内蒙古科技大学,内蒙古 包头 014010
  • 3.内蒙古伊泰集团有限公司,内蒙古 鄂尔多斯 017000
  • 田睿(1988—),男,内蒙古四子王旗人,博士,讲师,主要从事数据分析与挖掘、岩石力学与工程的研究工作。

Rockburst Prediction Model with Support Vector Machine Optimized Based on Improved Salp Swarm Algorithm
Rui TIAN1, Yanqing LI1, Zhanning LIU1, Chuangye WANG2, Shijiang CHEN2, Lilin CHEN2, Zhihong ZHANG3, Zhendong GUO3
Affiliations
  • 1.Anyang Institute of Technology, Anyang 455000, Henan, China
  • 2.Inner Mongolia University of Science and Technology, Baotou 014010, Inner Mongolia, China
  • 3.Inner Mongolia Yitai Group Co Ltd, Ordos 017000, Inner Mongolia, China
出版时间: 2023-04-01 doi: 10.3969/j.issn.0253-6099.2023.02.002
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采用文献调研法建立了1个包括336组工程实例样本的岩爆预测数据库,采用改进的樽海鞘算法(ISSA)优化支持向量机(SVM),构建了岩爆烈度等级预测模型(ISSA-SVM),并对其模型有效性进行了验证。结果表明,ISSA-SVM岩爆预测模型的预测准确率可达94.0%,相对于其他模型具有更高的准确性,可为岩爆防控提供一定的科学依据。

岩爆  /  岩爆烈度  /  预测模型  /  樽海鞘算法  /  支持向量机

A database including 336 sets of engineering practical samples was established for rockburst prediction based on literature research. An improved salp swarm algorithm (ISSA) was adopted to optimize the support vector machine (SVM), and then an ISSA-SVM model was constructed for predicting the rockburst intensity grade and its effectiveness was also verified. Results show that this ISSA-SVA model for rockburst prediction can have accuracy up to 94.0%, much higher than other model, which can provide a certain scientific basis for rockburst prevention and control.

rockburst  /  rockburst intensity  /  prediction model  /  salp swarm algorithm (SSA)  /  support vector machine (SVM)
田睿, 李燕卿, 刘占宁, 王创业, 陈世江, 陈丽林, 张志宏, 郭振东. 基于改进樽海鞘算法优化支持向量机的岩爆预测模型. 矿冶工程杂志, 2023 , 43 (2) : 5 -9 . DOI: 10.3969/j.issn.0253-6099.2023.02.002
Rui TIAN, Yanqing LI, Zhanning LIU, Chuangye WANG, Shijiang CHEN, Lilin CHEN, Zhihong ZHANG, Zhendong GUO. Rockburst Prediction Model with Support Vector Machine Optimized Based on Improved Salp Swarm Algorithm[J]. Mining and Metallurgical Engineering, 2023 , 43 (2) : 5 -9 . DOI: 10.3969/j.issn.0253-6099.2023.02.002
  • 国家自然科学基金(51564038; 51464036)
  • 内蒙古自治区高等学校青年科技英才支持计划(NJYT22073)
  • 内蒙古自治区自然科学基金(2022MS05037)
  • 安阳工学院博士科研启动基金(BSJ2022002)
2023年第43卷第2期
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doi: 10.3969/j.issn.0253-6099.2023.02.002
  • 接收时间:2022-10-23
  • 首发时间:2026-03-05
  • 出版时间:2023-04-01
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  • 收稿日期:2022-10-23
基金
国家自然科学基金(51564038; 51464036)
内蒙古自治区高等学校青年科技英才支持计划(NJYT22073)
内蒙古自治区自然科学基金(2022MS05037)
安阳工学院博士科研启动基金(BSJ2022002)
作者信息
    1.安阳工学院,河南 安阳 455000
    2.内蒙古科技大学,内蒙古 包头 014010
    3.内蒙古伊泰集团有限公司,内蒙古 鄂尔多斯 017000
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https://castjournals.cast.org.cn/joweb/kygczz/CN/10.3969/j.issn.0253-6099.2023.02.002
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2种不同金属材料的力学参数

Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
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Genus
种数
Number of
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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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