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基于相邻道集结构相似性指标的反射槽波成像方法OA

A method of reflected in-seam wave imaging based on the structural similarity index of adjacent gathers

中文摘要英文摘要

[背景]反射槽波探测是煤矿井下异常地质构造探测的主要方法,适用于探测巷道掘进前方或侧帮煤层内断层、陷落柱等隐伏构造.近年来,为符合绿色矿山建设的安全需求,越来越多的反射槽波探测采用机械锤击替代炸药激发震源信号.锤击震源在瞬时能量强度和一致性上与传统炸药震源有较大差距,造成了反射槽波成像质量的下降,干扰了探测结果的准确性和可靠性.[目的和方法]为解决机械锤击震源条件下反射槽波的成像问题,将常规算法中多道集成像结果的直接叠加改为根据局部一致性的加权叠加,先为每一个共激发点道集或共接收点道集按绕射偏移成像,再用结构相似性指标(structural similarity index measure,SSIM)衡量在每个点上当前道集的成像与相邻多个成像之间的局部相似性,并以此作为权值为当前道集成像的各点加权,将所有道集成像加权叠加得到反射槽波成像结果.由于采用局部相似性加权,相似度高的部分对总体成像的影响更大,从而降低矿井振动噪声和激发接收条件的不一致性对成像结果的影响,提高成像质量.[结果和结论]设计并建立了典型工作面及巷道地质条件下的含断层数值模型,通过三维弹性波正演模拟获得槽波数据.分别用常规算法和基于相邻道集局部SSIM加权的反射槽波算法对断层成像,常规算法成像结果中断层的异常区集中在成像区中部,而改进算法结果中断层的异常区延伸性更高,更准确地反映断层形态.分别开展了炸药震源探测巷道揭露断层,以及机械锤击震源隐伏断层的工程试验,在采用了局部SSIM加权叠加的成像结果中,断层异常均呈现出更好的延伸性.尤其是使用机械锤击震源探测巷道侧帮内的3条断层,常规算法成像散乱且边缘小断层不清,难以解释断层具体位置;采用局部SSIM加权叠加可得到连续条带,清晰反映断层形态且小断层明显,据此解释的断层经矿方打钻验证准确,证实该方法对锤击等非炸药震源具有更好的适用性.随着煤矿智能开采模式的不断创新,该方法将使反射槽波探测具有灵活的应用场景.

[Background]Reflected in-seam wave detection represents a major method for exploring geological anom-alies in underground coal mines.This method is well suited to detecting concealed structures(e.g.,faults and collapse columns)within coal seams in the tunneling direction of roadways or along their side walls.In recent years,to meet the safety requirements of green mine construction,explosive sources have been substituted with mechanical hammer im-pacts in increasing reflected in-seam wave detection.However,compared to conventional explosive sources,hammer impacts exhibit significantly lower instantaneous energy intensity and consistency.These limitations lead to reduced quality of reflected in-seam wave imaging,thus compromising the accuracy and reliability of the detection results.[Ob-jective and Method]To achieve effective reflected in-seam wave imaging under mechanical hammer impacts as seis-mic sources,local-consistency-based weighted stacking,instead of conventional direct stacking,was applied to images of multiple gathers.Specifically,each common-shot or common-receiver gather is first subjected to diffraction migra-tion imaging.Then,at each image point,the local similarity between the image of the current gather and images of its adjacent gathers is determined using the structural similarity index(SSIM).The SSIM values are then used to set weight-ing factors for various points in the current gather image.Lastly,the weighted stacking of all gather images yields the fi-nal reflected in-seam wave image.This SSIM-based weighting strategy ensures that regions with high similarity in the gather images exert a more significant influence on the final image,thus suppressing the impacts of mine vibration noise and source-receiver inconsistency and further enhancing imaging quality.[Results and Conclusions]A fault-bearing numerical model was designed and established based on the geological conditions of a typical mining face and roadway tunneling.Three-dimensional(3D)elastic wave forward modeling was then performed to generate in-seam wave data.Subsequently,fault imaging was conducted using conventional direct stacking and the improved SSIM-weighted stack-ing for reflected in-seam waves.While direct stacking concentrated fault anomalies in the central part of the image,the SSIM-weighted stacking derived more significantly extended fault anomaly zones,reflecting the fault morphology more accurately.In practical engineering,field trials were conducted to detect faults encountered by roadway tunneling using explosive sources and concealed faults using mechanical hammer impacts.The results indicate that in all images derived using local SSIM-weighted stacking,fault anomalies with improved lateral extension were presented.Notably,in the case where mechanical hammer impacts were employed as seismic sources to detect three faults within the side walls of the roadway,the conventional direct stacking produced a disordered image where small edge faults were indistinguish-able,making it difficult to pinpoint these faults through interpretation.In contrast,the image derived using SSIM-weighted stacking exhibited continuous anomaly bands,clearly reflecting the major fault morphology and presenting dis-tinct minor faults.The faults determined through interpretation were subsequently verified through borehole drilling by the mining company,confirming that SSIM-weighted stacking is more applicable to non-explosive sources such as mechanical hammer impacts.With continuous innovations in intelligent coal mining modes,this novel method will en-able the flexible application of reflected in-seam wave detection.

王季;魏中理;叶红星;吴国庆;刘硕;牛欢;苏晓云

煤炭科学研究总院,北京 100013||中煤科工西安研究院(集团)有限公司,陕西西安 710077煤炭科学研究总院,北京 100013||中煤科工西安研究院(集团)有限公司,陕西西安 710077中煤科工西安研究院(集团)有限公司,陕西西安 710077中煤科工西安研究院(集团)有限公司,陕西西安 710077中煤科工西安研究院(集团)有限公司,陕西西安 710077中煤科工西安研究院(集团)有限公司,陕西西安 710077中煤科工西安研究院(集团)有限公司,陕西西安 710077

天文与地球科学

槽波探测反射槽波偏移成像超前探测结构相似性指标机械锤击震源

in-seam wave detectionreflected in-seam wavemigration imagingadvance detectionstructural similarity index(SSIM)mechanical hammer-impact as a seismic source

《煤田地质与勘探》 2026 (8)

245-253,9

国家重点研发计划课题(2023YFC3008903)陕西省自然科学基础研究计划项目(2024JC-YBQN-0272)陕西省重点研发计划项目(2025CY-YBXM-606)

10.12363/issn.1001-1986.26.02.0091

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