Introduction: In the coal mining process, the intense mining pressure is an important factor hindering the safe and efficient production of the working face. In severe cases, it causes deformations in roadways such as roof breakages and rockbursts, and leads to instability. This can result in the roof falling over a large area and the coal wall, thereby inducing dynamic disasters. These aspects have restricted the economic benefits of coal.Methods: In this study, we set four model limitations based on the limited scope of action of the mining pressure itself and the quantitative relationships between mining pressures in different regions. A multiple linear regression model with these limitations is proposed for predicting the mining pressure for preventing roof breakages and rockbursts. Based on a hydraulic support monitoring dataset from a fully mechanized caving face of coal mining, the mining pressure prediction model is trained by using the first 70% of the dataset. And the linear regression coefficient of the model and the predicted value of the mining pressure are obtained. Then, the last 30% of the dataset was used for the validation of the model.Results: The research results show that the constrained multiple linear regression model can achieve remarkable prediction results. According to predictions of tens of thousands of on-site mining pressure datasets, the predicted data and actual pressure data have the same change trend and maintain a low relative error.Discussion: Therefore, after real-time mining pressure monitoring, the system obtains the roof pressure of the fully mechanized mining face. According to the dataset, the proposed prediction model algorithm quickly predicts the roof pressure value of the next mining section and effectively forewarns roof breakages and other accidents.
机构:
Univ Teknol PETRONAS, Dept Chem Engn, Seri Iskandar 32610, Perak Darul Rid, Malaysia
Univ Teknol PETRONAS, Ctr Adv Proc Safety CAPS, Seri Iskandar 32610, Perak Darul Rid, MalaysiaUniv Teknol PETRONAS, Dept Chem Engn, Seri Iskandar 32610, Perak Darul Rid, Malaysia
Arshad, Ushtar
Taqvi, Syed Ali Ammar
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机构:
NED Univ Engn & Technol, Dept Chem Engn, Karachi 75270, Pakistan
NED Univ Engn & Technol, Neurocomputat Lab, Natl Ctr Artificial Intelligence, Karachi 75270, PakistanUniv Teknol PETRONAS, Dept Chem Engn, Seri Iskandar 32610, Perak Darul Rid, Malaysia
Taqvi, Syed Ali Ammar
Buang, Azizul
论文数: 0引用数: 0
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机构:
Univ Teknol PETRONAS, Dept Chem Engn, Seri Iskandar 32610, Perak Darul Rid, Malaysia
Univ Teknol PETRONAS, Ctr Adv Proc Safety CAPS, Seri Iskandar 32610, Perak Darul Rid, MalaysiaUniv Teknol PETRONAS, Dept Chem Engn, Seri Iskandar 32610, Perak Darul Rid, Malaysia
Buang, Azizul
Awad, Ali
论文数: 0引用数: 0
h-index: 0
机构:
Univ Faisalabad, Dept Chem Engn, Faisalabad, PakistanUniv Teknol PETRONAS, Dept Chem Engn, Seri Iskandar 32610, Perak Darul Rid, Malaysia
机构:
China Huaneng Grp Co Ltd, Beijing 100031, Peoples R China
Huaneng Coal Technol Res Co Ltd, Beijing 100070, Peoples R China
Inner Mongolia Univ, Transportat Inst, Hohhot 010070, Inner Mongolia, Peoples R ChinaChina Huaneng Grp Co Ltd, Beijing 100031, Peoples R China
Hu, Chaowen
Li, Qian
论文数: 0引用数: 0
h-index: 0
机构:
Huaneng Coal Technol Res Co Ltd, Beijing 100070, Peoples R ChinaChina Huaneng Grp Co Ltd, Beijing 100031, Peoples R China
Li, Qian
Wang, Yilong
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h-index: 0
机构:
Huaneng Coal Technol Res Co Ltd, Beijing 100070, Peoples R ChinaChina Huaneng Grp Co Ltd, Beijing 100031, Peoples R China
Wang, Yilong
Li, Yongyuan
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h-index: 0
机构:
Huaneng Coal Technol Res Co Ltd, Beijing 100070, Peoples R ChinaChina Huaneng Grp Co Ltd, Beijing 100031, Peoples R China
Li, Yongyuan
Wang, Yaqian
论文数: 0引用数: 0
h-index: 0
机构:
Weifang Xiashan271 Expt Middle Sch, Weifang 261325, Shandong, Peoples R ChinaChina Huaneng Grp Co Ltd, Beijing 100031, Peoples R China
Wang, Yaqian
Chang, Ke
论文数: 0引用数: 0
h-index: 0
机构:
Jinneng Holiding Grp Co Ltd, Sihe Coal Mine, Jincheng 048000, Shanxi, Peoples R ChinaChina Huaneng Grp Co Ltd, Beijing 100031, Peoples R China
机构:
Dong A Univ, Dept Architectural Engn, Busan 49315, South Korea
Dong A Univ, Dept ICT Integrated Ocean Smart Cities Engn, Busan 49315, South KoreaDong A Univ, Dept Architectural Engn, Busan 49315, South Korea
Kim, Bubryur
Yuvaraj, N.
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机构:
Dong A Univ, Dept Architectural Engn, Busan 49315, South KoreaDong A Univ, Dept Architectural Engn, Busan 49315, South Korea
Yuvaraj, N.
Sri Preethaa, K. R.
论文数: 0引用数: 0
h-index: 0
机构:
KPR Inst Engn & Technol, Dept Artificial Intelligence & Data Sci, Coimbatore 641407, Tamil Nadu, IndiaDong A Univ, Dept Architectural Engn, Busan 49315, South Korea
Sri Preethaa, K. R.
Hu, Gang
论文数: 0引用数: 0
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机构:
Harbin Inst Technol, Sch Civil & Environm Engn, Shenzhen 518055, Peoples R ChinaDong A Univ, Dept Architectural Engn, Busan 49315, South Korea
Hu, Gang
Lee, Dong-Eun
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机构:
Kyungpook Natl Univ, Sch Architecture Civil Environm & Energy Engn, 80 Daehak Ro, Daegu 41566, South KoreaDong A Univ, Dept Architectural Engn, Busan 49315, South Korea
机构:
China Univ Min & Technol, Sch Mines, State Key Lab Coal Resources & Safe Min, Xuzhou 221116, Jiangsu, Peoples R ChinaChina Univ Min & Technol, Sch Mines, State Key Lab Coal Resources & Safe Min, Xuzhou 221116, Jiangsu, Peoples R China
Miao, Kaijun
Wang, Dapeng
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China Univ Min & Technol, Sch Mines, State Key Lab Coal Resources & Safe Min, Xuzhou 221116, Jiangsu, Peoples R China
Shanxi Jinshen Shaping Coal Min Co Ltd, Xinzhou 036500, Peoples R ChinaChina Univ Min & Technol, Sch Mines, State Key Lab Coal Resources & Safe Min, Xuzhou 221116, Jiangsu, Peoples R China
Wang, Dapeng
Tu, Shihao
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China Univ Min & Technol, Sch Mines, State Key Lab Coal Resources & Safe Min, Xuzhou 221116, Jiangsu, Peoples R ChinaChina Univ Min & Technol, Sch Mines, State Key Lab Coal Resources & Safe Min, Xuzhou 221116, Jiangsu, Peoples R China
Tu, Shihao
Tu, Hongsheng
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h-index: 0
机构:
China Univ Min & Technol, Sch Mines, State Key Lab Coal Resources & Safe Min, Xuzhou 221116, Jiangsu, Peoples R ChinaChina Univ Min & Technol, Sch Mines, State Key Lab Coal Resources & Safe Min, Xuzhou 221116, Jiangsu, Peoples R China
Tu, Hongsheng
Zhu, Defu
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h-index: 0
机构:
Taiyuan Univ Technol, Minist Educ, Key Lab In Situ Property Improving Min, Taiyuan 030024, Peoples R ChinaChina Univ Min & Technol, Sch Mines, State Key Lab Coal Resources & Safe Min, Xuzhou 221116, Jiangsu, Peoples R China
Zhu, Defu
Liu, Xuewen
论文数: 0引用数: 0
h-index: 0
机构:
Shanxi Jinshen Shaping Coal Min Co Ltd, Xinzhou 036500, Peoples R ChinaChina Univ Min & Technol, Sch Mines, State Key Lab Coal Resources & Safe Min, Xuzhou 221116, Jiangsu, Peoples R China
Liu, Xuewen
Li, Wenlong
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China Univ Min & Technol, Sch Mines, State Key Lab Coal Resources & Safe Min, Xuzhou 221116, Jiangsu, Peoples R ChinaChina Univ Min & Technol, Sch Mines, State Key Lab Coal Resources & Safe Min, Xuzhou 221116, Jiangsu, Peoples R China
Li, Wenlong
Tang, Long
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机构:
China Univ Min & Technol, Sch Mines, State Key Lab Coal Resources & Safe Min, Xuzhou 221116, Jiangsu, Peoples R ChinaChina Univ Min & Technol, Sch Mines, State Key Lab Coal Resources & Safe Min, Xuzhou 221116, Jiangsu, Peoples R China
机构:
Univ Teknol PETRONAS, Dept Chem Engn, Seri Iskandar 32610, Perak Darul Rid, Malaysia
Univ Teknol PETRONAS, Ctr Adv Proc Safety CAPS, Seri Iskandar 32610, Perak Darul Rid, MalaysiaUniv Teknol PETRONAS, Dept Chem Engn, Seri Iskandar 32610, Perak Darul Rid, Malaysia
Arshad, Ushtar
Taqvi, Syed Ali Ammar
论文数: 0引用数: 0
h-index: 0
机构:
NED Univ Engn & Technol, Dept Chem Engn, Karachi 75270, Pakistan
NED Univ Engn & Technol, Neurocomputat Lab, Natl Ctr Artificial Intelligence, Karachi 75270, PakistanUniv Teknol PETRONAS, Dept Chem Engn, Seri Iskandar 32610, Perak Darul Rid, Malaysia
Taqvi, Syed Ali Ammar
Buang, Azizul
论文数: 0引用数: 0
h-index: 0
机构:
Univ Teknol PETRONAS, Dept Chem Engn, Seri Iskandar 32610, Perak Darul Rid, Malaysia
Univ Teknol PETRONAS, Ctr Adv Proc Safety CAPS, Seri Iskandar 32610, Perak Darul Rid, MalaysiaUniv Teknol PETRONAS, Dept Chem Engn, Seri Iskandar 32610, Perak Darul Rid, Malaysia
Buang, Azizul
Awad, Ali
论文数: 0引用数: 0
h-index: 0
机构:
Univ Faisalabad, Dept Chem Engn, Faisalabad, PakistanUniv Teknol PETRONAS, Dept Chem Engn, Seri Iskandar 32610, Perak Darul Rid, Malaysia
机构:
China Huaneng Grp Co Ltd, Beijing 100031, Peoples R China
Huaneng Coal Technol Res Co Ltd, Beijing 100070, Peoples R China
Inner Mongolia Univ, Transportat Inst, Hohhot 010070, Inner Mongolia, Peoples R ChinaChina Huaneng Grp Co Ltd, Beijing 100031, Peoples R China
Hu, Chaowen
Li, Qian
论文数: 0引用数: 0
h-index: 0
机构:
Huaneng Coal Technol Res Co Ltd, Beijing 100070, Peoples R ChinaChina Huaneng Grp Co Ltd, Beijing 100031, Peoples R China
Li, Qian
Wang, Yilong
论文数: 0引用数: 0
h-index: 0
机构:
Huaneng Coal Technol Res Co Ltd, Beijing 100070, Peoples R ChinaChina Huaneng Grp Co Ltd, Beijing 100031, Peoples R China
Wang, Yilong
Li, Yongyuan
论文数: 0引用数: 0
h-index: 0
机构:
Huaneng Coal Technol Res Co Ltd, Beijing 100070, Peoples R ChinaChina Huaneng Grp Co Ltd, Beijing 100031, Peoples R China
Li, Yongyuan
Wang, Yaqian
论文数: 0引用数: 0
h-index: 0
机构:
Weifang Xiashan271 Expt Middle Sch, Weifang 261325, Shandong, Peoples R ChinaChina Huaneng Grp Co Ltd, Beijing 100031, Peoples R China
Wang, Yaqian
Chang, Ke
论文数: 0引用数: 0
h-index: 0
机构:
Jinneng Holiding Grp Co Ltd, Sihe Coal Mine, Jincheng 048000, Shanxi, Peoples R ChinaChina Huaneng Grp Co Ltd, Beijing 100031, Peoples R China
机构:
Dong A Univ, Dept Architectural Engn, Busan 49315, South Korea
Dong A Univ, Dept ICT Integrated Ocean Smart Cities Engn, Busan 49315, South KoreaDong A Univ, Dept Architectural Engn, Busan 49315, South Korea
Kim, Bubryur
Yuvaraj, N.
论文数: 0引用数: 0
h-index: 0
机构:
Dong A Univ, Dept Architectural Engn, Busan 49315, South KoreaDong A Univ, Dept Architectural Engn, Busan 49315, South Korea
Yuvaraj, N.
Sri Preethaa, K. R.
论文数: 0引用数: 0
h-index: 0
机构:
KPR Inst Engn & Technol, Dept Artificial Intelligence & Data Sci, Coimbatore 641407, Tamil Nadu, IndiaDong A Univ, Dept Architectural Engn, Busan 49315, South Korea
Sri Preethaa, K. R.
Hu, Gang
论文数: 0引用数: 0
h-index: 0
机构:
Harbin Inst Technol, Sch Civil & Environm Engn, Shenzhen 518055, Peoples R ChinaDong A Univ, Dept Architectural Engn, Busan 49315, South Korea
Hu, Gang
Lee, Dong-Eun
论文数: 0引用数: 0
h-index: 0
机构:
Kyungpook Natl Univ, Sch Architecture Civil Environm & Energy Engn, 80 Daehak Ro, Daegu 41566, South KoreaDong A Univ, Dept Architectural Engn, Busan 49315, South Korea
机构:
China Univ Min & Technol, Sch Mines, State Key Lab Coal Resources & Safe Min, Xuzhou 221116, Jiangsu, Peoples R ChinaChina Univ Min & Technol, Sch Mines, State Key Lab Coal Resources & Safe Min, Xuzhou 221116, Jiangsu, Peoples R China
Miao, Kaijun
Wang, Dapeng
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Min & Technol, Sch Mines, State Key Lab Coal Resources & Safe Min, Xuzhou 221116, Jiangsu, Peoples R China
Shanxi Jinshen Shaping Coal Min Co Ltd, Xinzhou 036500, Peoples R ChinaChina Univ Min & Technol, Sch Mines, State Key Lab Coal Resources & Safe Min, Xuzhou 221116, Jiangsu, Peoples R China
Wang, Dapeng
Tu, Shihao
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Min & Technol, Sch Mines, State Key Lab Coal Resources & Safe Min, Xuzhou 221116, Jiangsu, Peoples R ChinaChina Univ Min & Technol, Sch Mines, State Key Lab Coal Resources & Safe Min, Xuzhou 221116, Jiangsu, Peoples R China
Tu, Shihao
Tu, Hongsheng
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Min & Technol, Sch Mines, State Key Lab Coal Resources & Safe Min, Xuzhou 221116, Jiangsu, Peoples R ChinaChina Univ Min & Technol, Sch Mines, State Key Lab Coal Resources & Safe Min, Xuzhou 221116, Jiangsu, Peoples R China
Tu, Hongsheng
Zhu, Defu
论文数: 0引用数: 0
h-index: 0
机构:
Taiyuan Univ Technol, Minist Educ, Key Lab In Situ Property Improving Min, Taiyuan 030024, Peoples R ChinaChina Univ Min & Technol, Sch Mines, State Key Lab Coal Resources & Safe Min, Xuzhou 221116, Jiangsu, Peoples R China
Zhu, Defu
Liu, Xuewen
论文数: 0引用数: 0
h-index: 0
机构:
Shanxi Jinshen Shaping Coal Min Co Ltd, Xinzhou 036500, Peoples R ChinaChina Univ Min & Technol, Sch Mines, State Key Lab Coal Resources & Safe Min, Xuzhou 221116, Jiangsu, Peoples R China
Liu, Xuewen
Li, Wenlong
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Min & Technol, Sch Mines, State Key Lab Coal Resources & Safe Min, Xuzhou 221116, Jiangsu, Peoples R ChinaChina Univ Min & Technol, Sch Mines, State Key Lab Coal Resources & Safe Min, Xuzhou 221116, Jiangsu, Peoples R China
Li, Wenlong
Tang, Long
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Min & Technol, Sch Mines, State Key Lab Coal Resources & Safe Min, Xuzhou 221116, Jiangsu, Peoples R ChinaChina Univ Min & Technol, Sch Mines, State Key Lab Coal Resources & Safe Min, Xuzhou 221116, Jiangsu, Peoples R China