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1. 国能神东煤炭集团地测公司
2. 太原理工大学安全与应急管理工程学院
Published:2026
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[1]胡海峰,陈明浩,李晨光,等.沿空留巷采空区注氮防灭火参数优化[J].安全与环境学报,2026,26(04):1282-1293.
[1]胡海峰,陈明浩,李晨光,等.沿空留巷采空区注氮防灭火参数优化[J].安全与环境学报,2026,26(04):1282-1293. DOI: 10.13637/j.issn.1009-6094.2025.077610.13637/j.issn.1009-6094.2025.0776.
DOI:10.13637/j.issn.1009-6094.2025.0776.
针对柔模墙沿空留巷采空区自然发火防治难题,基于神东上湾煤矿实践,创新性构建了“理论建模—试验模拟—智能优化—现场验证”四维研究体系。通过建立考虑采空区垮落特征的“C形圈”理论模型,结合自主研发的PLC控制相似模拟平台,实现采空区流场分布高精度可视化。基于48组高密度传感器采集的O
2
体积分数数据,采用Kriging空间插值算法重构三维浓度场,数据精度提升22%。利用机器学习和随机森林算法对1 500组注氮试验数据进行训练,建立了注氮量-氧气(一氧化碳)体积分数分布预测模型,确定最优注氮量为600 m
3
/h。现场试验表明,注氮优化后采空区窒息带(O
2
体积分数5%)占比从52.6%增至78.3%
CO峰值降幅达0.204%
数值模拟与实测误差小于7%。相比传统经验法,该方案节省注氮能耗15%。
To address the challenge of preventing spontaneous combustion in the goaf adjacent to the gob-side entry retaining with flexible formwork walls
we have innovatively established a four-dimensional research framework encompassing “theoretical modeling-experimental simulation-intelligent optimization-field validation”
based on practices at Shendong Shangwan Coal Mine. By developing a “C” ring theory model that accounts for the caving characteristics of the goaf and integrating a self-developed PLC-controlled similarity simulation platform
we achieved high-precision visualization of the flow field distribution within the goaf. Utilizing O
2
concentration data gathered from 48 groups of high-density sensors
we reconstructed a three-dimensional concentration fiel
d using the Kriging spatial interpolation algorithm
which resulted in a 22% improvement in data accuracy. Additionally
we developed a predictive model for the distribution of nitrogen injection volume and O
2
(CO) concentrations by training on 1 500 sets of nitrogen injection experimental data with machine learning techniques
specifically employing random forest algorithms. By comparing the changes in O
2
concentration within the goaf at nitrogen injection rates of 200 m
3
/h
400 m
3
/h
600 m
3
/h
800 m
3
/h
1 000 m
3
/h
and 1 200 m
3
/h
we found that continuously increasing the nitrogen injection volume can lead to a maximum reduction in O
2
concentration of up to 21.2 percentage points. The magnitude and rate of O
2
concentration decline increased as the nitrogen injection rate rose from 200 m
3
/h to 600 m
3
/h. However
when the nitrogen injection rate was further increased from 600 m
3
/h to 1 200 m
3
/h
the reduction in O
2
concentration only improved by 0.4 percentage points
with negligible differences observed in the rate of decline. Field trials have established that the optimal nitrogen injection rate is 600 m
3
/h. Following the optimization of nitrogen injection
the proportion of the asphyxiation zone(where the O
2
volume fraction is less than 5%) in the goaf increased from 52.6% to 78.3%. The peak CO concentration decreased by 0.204%
and the error between numerical simulations and field measurements was found to be less than 7%. Compared to traditional empirical methods
this approach reduces nitrogen injection energy consumption by 15%.
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