首页|基于无人机倾斜摄影测量技术与SVR算法的开采沉陷监测与预计

基于无人机倾斜摄影测量技术与SVR算法的开采沉陷监测与预计

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为实现矿区开采沉陷高精度监测与预计,将无人机倾斜摄影测量技术与支持向量回归算法(Support Vector Regression Algorithm,SVR)相结合,对赤峰市六家煤矿采区沉降量进行了监测与预计,并将预计结果与GPS实测结果进行了对比.结果表明:GPS实测矿区10 d测量沉降量为0.2~15.8 mm,东西南北区平均沉降量分别为51.2、31.5、46.6、130.8 mm,北侧沉降量分别为东、西、南侧的 2.55、4.15、2.81 倍,矿区北侧为沉降严重区,需要进行重点监测并制定合理有效的防治措施.基于无人机倾斜摄影测量技术与SVR算法预测的矿区东西南北区累计平均沉降量分别为 49.4、31.5、45.8、134.6 mm,所有测点 2 种测量方式所得相对误差均在 5%以内,反映出所提方法预计精度较高,为实现矿区开采沉陷高精度监测与预计提供了参考.
Mining Subsidence Monitoring and Prediction Based on UAV Tilt Photogrammetry Technology and SVR Algorithm
In order to realize high-precision monitoring and prediction of mining subsidence,UAV tilt photography tech-nology was combined with Support Vector Regression Algorithm(SVR)to monitor and predict the subsidence of Liujia Coal mining Area in Chifeng City.The predicted results are compared with the measured results of GPS.The results show that:the subsidence measured by GPS in the mining area in 10 days is 0.2~15.8 mm,the average subsidence in the east,west and north regions is 51.2,31.5,46.6 and 130.8 mm,respectively,and the subsidence in the north side is 2.55,4.15 and 2.81 times that in the east,west and south,respectively.The subsidence in the north side of the mining area is a serious area.It is necessary to focus on monitoring and develop reasonable and effective prevention and control measures.The cumulative average settlement in the east,west,north and south regions of the mining area predicted based on human-machine oblique photography technology and SVR algorithm is 49.4,31.5,45.8 and 134.6 mm,respectively.The relative error values measured by the two measurement methods at all measuring points are within 5%,reflecting the high prediction accuracy of the proposed method in this study.It provides a reference for realizing high-precision monitoring and prediction of mining subsidence.

mining subsidenceUAV tilt photography photogrammetrySVR algorithmGPSsubsidence monitoring

张凌、邱斌、张源

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湖南水利水电职业技术学院建筑工程学院,湖南 长沙 410131

中南大学地球科学与信息物理学院,湖南 长沙 410083

开采沉陷 无人机倾斜摄影测量 SVR算法 GPS 沉降监测

2022年湖南省职业教育教学改革研究项目

ZJGB2022715

2024

金属矿山
中钢集团马鞍山矿山研究院 中国金属学会

金属矿山

CSTPCD北大核心
影响因子:0.935
ISSN:1001-1250
年,卷(期):2024.(7)