Volume 43 Issue 6
Nov.  2024
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Article Contents
ZOU Hemin. Risk assessment and system development of surrounding rock instability in highway tunnel based on Bayesian network[J]. Bulletin of Geological Science and Technology, 2024, 43(6): 89-101. doi: 10.19509/j.cnki.dzkq.tb20240205
Citation: ZOU Hemin. Risk assessment and system development of surrounding rock instability in highway tunnel based on Bayesian network[J]. Bulletin of Geological Science and Technology, 2024, 43(6): 89-101. doi: 10.19509/j.cnki.dzkq.tb20240205

Risk assessment and system development of surrounding rock instability in highway tunnel based on Bayesian network

doi: 10.19509/j.cnki.dzkq.tb20240205
More Information
  • Corresponding author: ZOU Hemin, E-mail: xlsky123@sina.com
  • Received Date: 29 Apr 2024
  • Accepted Date: 01 Jul 2024
  • Rev Recd Date: 17 Jun 2024
  • Objective

    With the rapid development of China's transportation industry, the geological conditions encountered in highway construction are becoming increasingly complex. Tunnels, owing to their ability to traverse mountainous terrain, are widely used in highway projects through challenging geological environments. However, as the number of tunnel projects has increased, the frequency of rock collapses and landslides during highway tunnel construction has also risen, resulting in significant economic losses and casualties. Therefore, accurate risk assessments have become crucial in tunnel engineering.

    Methods

    To address this, 40 cases of instability engineering were summarized and analyzed, refining 14 secondary indicators and establishing a comprehensive risk assessment index system. Risk was then assessed in terms of disaster probability and its consequences. The interpretive structural modeling (ISM) method was employed to construct a hierarchical topology diagram, and a Bayesian network model was established and refined using a causality graph method. The model was trained on 80% of the case data and validated with the remaining 20%. Based on this, the highway tunnel instability risk assessment Bayesian network evaluation system (RIAS) was independently developed, offering both engineering applicability and user-friendly functionality, and enabling accurate and rapid assessments of surrounding rock instability during highway tunnel construction.

    Results

    The system was applied to sections such as ZK5+937~ZK5+917 of the Beigushan Tunnel, predicting an 18.2% probability of tunnel instability with a "None(no risk)" magnitude of instability and a risk level of "Low Ⅰ" -consistent with the actual excavation results.

    Conclusion

    This study introduces and innovative approach by constructing a Bayesian network model tailored for highway tunnel risk assessments, overcoming the limitations of single-risk-level models and the challenge of insufficient engineering datasets. The model is successfully tested in the Beigushan Tunnel and holds significant potential for application in other highway tunnel projects, enhancingsafety and risk prediction capabilities.

     

  • The authors declare that no competing interests exist.
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  • [1]
    童宏纲, 刘佑荣, 杜时贵. 高速公路隧道围岩质量评价系统初步研究[J]. 地质科技情报, 2000, 19(3): 81-86.

    TONG H G, LIU Y R, DU S G. Preliminary study on surrounding rock quality evaluation system of highway tunnel[J]. Geological Science and Technology Information, 2000, 19(3): 81-86. (in Chinese with English abstract)
    [2]
    王剑非, 刘昆珏, 周文皎, 等. 香丽高速公路昌格洛滑坡-隧道工程病害三维数值分析[J]. 地质科技通报, 2022, 41(2): 34-43. doi: 10.19509/j.cnki.dzkq.2022.0009

    WANG J F, LIU K J, ZHOU W J, et al. Three-dimensional numerical analysis of the Changgeluo landslide-tunnel engineering disaster on Shangri-La to Lijiang highway[J]. Bulletin of Geological Science and Technology, 2022, 41(2): 34-43. (in Chinese with English abstract) doi: 10.19509/j.cnki.dzkq.2022.0009
    [3]
    王震, 崔景川, 彭文波, 等. 水平定向钻隧道地质勘察孔岩屑运移与地层相关性研究[J]. 地质科技通报, 2022, 41(6): 331-338. doi: 10.19509/j.cnki.dzkq.2022.0114

    WANG Z, CUI J C, PENG W B, et al. Correlation study of cuttings and formation during tunnel geological investigation using HDD technology[J]. Bulletin of Geological Science and Technology, 2022, 41(6): 331-338. (in Chinese with English abstract) doi: 10.19509/j.cnki.dzkq.2022.0114
    [4]
    孙振海, 韦建昌, 韩玉, 等. 隧道施工事故统计分析[J]. 西部交通科技, 2020(7): 91-93.

    SUN Z H, WEI J C, HAN Y, et al. Statistical analysis of tunnel construction accidents[J]. Western China Communications Science & Technology, 2020(7): 91-93. (in Chinese with English abstract)
    [5]
    WANG X T, LI S C, XU Z H, et al. An interval risk assessment method and management of water inflow and inrush in course of karst tunnel excavation[J]. Tunnelling and Underground Space Technology, 2019, 92: 103033. doi: 10.1016/j.tust.2019.103033
    [6]
    刘尚各, 彭文波, 刘继国, 等. 公路隧道施工风险评估方法及其应用研究[J]. 现代隧道技术, 2020, 57(增刊1): 241-246.

    LIU S G, PENG W B, LIU J G, et al. Risk assessment method of highway tunnel construction and its application[J]. Modern Tunnelling Technology, 2020, 57(S1): 241-246. (in Chinese with English abstract)
    [7]
    LI Z Y, WANG Y C, OLGUN C G, et al. Risk assessment of water inrush caused by karst cave in tunnels based on reliability and GA-BP neural network[J]. Geomatics, Natural Hazards and Risk, 2020, 11(1): 1212-1232. doi: 10.1080/19475705.2020.1785956
    [8]
    WU S C, WU Z G, ZHANG C X. Rock burst prediction probability model based on case analysis[J]. Tunnelling and Underground Space Technology, 2019, 93: 103069. doi: 10.1016/j.tust.2019.103069
    [9]
    BRUSS F T. 250 years of "An essay towards solving a problem in the doctrine of chances. By the late Rev. Mr. Bayes, F.R.S. communicated by Mr. Price, in a letter to John Canton, A.M.F.R.S. "[J]. Jahresbericht Der Deutschen Mathematiker-Vereinigung, 2014, 115(3): 129-133.
    [10]
    DEMPSTER A P, LAIRD N M, RUBIN D B. Maximum likelihood from incomplete data via the EM algorithm[J]. Journal of the Royal Statistical Society Series B(Statistical Methodology), 1977, 39(1): 1-22. doi: 10.1111/j.2517-6161.1977.tb01600.x
    [11]
    徐龙旺. 大跨公路隧道两阶段安全风险评估及对策研究: 以百色隧道为例[D]. 南宁: 广西大学, 2021.

    XU L W. Two stage risk assessment and countermeasures of long span highway tunnel: Taking Baise Tunnel as an example[D]. Nanning: Guangxi University, 2021. (in Chinese with English abstract)
    [12]
    吴波, 朱林萍, 刘聪, 等. 基于未确知测度理论公路隧道塌方风险评价[J]. 福建工程学院学报, 2022, 20(3): 205-212.

    WU B, ZHU L P, LIU C, et al. Tunnel collapse risk assessment based on unascertained measure theory[J]. Journal of Fujian University of Technology, 2022, 20(3): 205-212. (in Chinese with English abstract)
    [13]
    黄亚华. 基于案例管理系统开发的公路隧道塌方处理决策分析[D]. 西安: 长安大学, 2021.

    HUANG Y H. Decision analysis of highway tunnel collapse treatment based on case management system development[D]. Xi'an: Chang'an University, 2021. (in Chinese with English abstract)
    [14]
    茶增云, 陈舞, 肖振江, 等. 基于集对分析法的山岭隧道坍塌风险评价[J]. 水利与建筑工程学报, 2021, 19(1): 122-129.

    CHA Z Y, CHEN W, XIAO Z J, et al. Collapse risk assessment of mountain tunnels based on set pair analysis theory[J]. Journal of Water Resources and Architectural Engineering, 2021, 19(1): 122-129. (in Chinese with English abstract)
    [15]
    魏强, 刘加奇, 王景春, 等. 基于理想模糊物元的隧道施工安全韧性评估[J]. 中国安全科学学报, 2021, 31(8): 62-68.

    WEI Q, LIU J Q, WANG J C, et al. Evaluation of safety resilience in tunnel construction based on ideal fuzzy matter element[J]. China Safety Science Journal, 2021, 31(8): 62-68. (in Chinese with English abstract)
    [16]
    何乐平, 徐应东, 胡启军, 等. 基于博弈论-云模型的软岩隧道大变形风险评估[J]. 现代隧道技术, 2021, 58(6): 85-94.

    HE L P, XU Y D, HU Q J, et al. Assessment of large deformation risk in soft rock tunnels based on game theory-cloud model[J]. Modern Tunnelling Technology, 2021, 58(6): 85-94. (in Chinese with English abstract)
    [17]
    SUN R Y, HUANG S. Risk management and control measures of complex mountain tunnel construction[J]. Science Technology and Engineering, 2021, 21(11): 4627-4633. (in Chinese with English abstract))
    [18]
    翟强, 顾伟红. 基于EW-AHP和未确知测度理论的隧道坍塌风险评价[J]. 安全与环境工程, 2020, 27(5): 92-97.

    ZHAI Q, GU W H. Risk assessment of tunnel collapse by EW-AHP and unascertained measure theory[J]. Safety and Environmental Engineering, 2020, 27(5): 92-97. (in Chinese with English abstract)
    [19]
    王晓形. 基于AHP及专家打分法的大跨度隧道风险评估[J]. 现代隧道技术, 2020, 57(增刊1): 233-240.

    WANG X X. Risk assessment of the large-span tunnel based on AHP and expert scoring method[J]. Modern Tunnelling Technology, 2020, 57(S1): 233-240. (in Chinese with English abstract)
    [20]
    张延杰, 杨小兵, 任孟德, 等. 山岭隧道施工期静态与动态风险评估方法及应用[J]. 铁道科学与工程学报, 2020, 17(10): 2703-2710.

    ZHANG Y J, YANG X B, REN M D, et al. Static and dynamic risk assessment method of mountain tunnel during construction period and its application[J]. Journal of Railway Science and Engineering, 2020, 17(10): 2703-2710. (in Chinese with English abstract)
    [21]
    阎锡东, 高军, 韩翡, 等. 隧道穿越活动断裂带风险评价研究及工程应用[J]. 现代隧道技术, 2020, 57(5): 10-22.

    YAN X D, GAO J, HAN F, et al. Risk evaluation of the tunnel passing through active fault zone and engineering application[J]. Modern Tunnelling Technology, 2020, 57(5): 10-22. (in Chinese with English abstract)
    [22]
    WANG S, LI L P, SHI S S, et al. Dynamic risk assessment method of collapse in mountain tunnels and application[J]. Geotechnical and Geological Engineering, 2020, 38(3): 2913-2926.
    [23]
    刘灿, 郑邦友, 李政, 等. 基于熵权-改进灰色关联模型的公路隧道塌方风险评估[J]. 科学技术与工程, 2020, 20(15): 6292-6297.

    LIU C, ZHENG B Y, LI Z, et al. Risk assessment of highway tunnel collapse in entropy weight-modified grey relational model[J]. Science Technology and Engineering, 2020, 20(15): 6292-6297. (in Chinese with English abstract)
    [24]
    张翾, 刘鑫鑫. 基于概率统计理论的公路隧道大变形风险评估方法研究[J]. 公路, 2020, 65(8): 372-379.

    ZHANG X, LIU X X. Study on risk assessment method of large deformation of highway tunnel based on probability and statistics theory[J]. Highway, 2020, 65(8): 372-379. (in Chinese with English abstract)
    [25]
    田伟, 王文星. 公路隧道设计阶段风险评估中的问题与对策[J]. 公路与汽运, 2020(1): 134-138.

    TIAN W, WANG W X. Problems and countermeasures in risk assessment of highway tunnel design stage[J]. Highways & Automotive Applications, 2020(1): 134-138. (in Chinese with English abstract)
    [26]
    刘冠男, 王玉田, 姜福香, 等. 山岭公路隧道施工安全动态风险评估方法研究[J]. 北方交通, 2019(10): 84-88.

    LIU G N, WANG Y T, JIANG F X, et al. Research on dynamic risk evaluation method of mountain highway tunnel construction safety[J]. Northern Communications, 2019(10): 84-88. (in Chinese with English abstract)
    [27]
    SHI S S, ZHAO R J, LI S C, et al. Intelligent prediction of surrounding rock deformation of shallow buried highway tunnel and its engineering application[J]. Tunnelling and Underground Space Technology, 2019, 90: 1-11.
    [28]
    朱捷, 曾国伟, 胡国忠, 等. 基于事故统计分析的隧道坍塌施工安全风险评估[J]. 公路交通科技(应用技术版), 2019(9): 237-240.

    ZHU J, ZENG G W, HU G Z, et al. Safety risk assessment of tunnel collapse construction based on accident statistical analysis[J]. Highway Transportation Technology(Applied Technology Edition), 2019(9): 237-240. (in Chinese with English abstract)
    [29]
    许章隆. 基于指标体系的隧道施工与运营安全风险评估方法研究[D]. 重庆: 重庆交通大学, 2019.

    XU Z L. Research on security risk assessment methods of tunnel construction and operation based on index system[D]. Chongqing: Chongqing Jiaotong University, 2019. (in Chinese with English abstract)
    [30]
    GAO C L, LI S C, WANG J, et al. The risk assessment of tunnels based on grey correlation and entropy weight method[J]. Geotechnical and Geological Engineering, 2018, 36(3): 1621-1631.
    [31]
    胡长明, 贡少瑞, 梅源, 等. 山岭隧道穿越冲沟段塌方风险预测与分析[J]. 安全与环境学报, 2013, 13(3): 235-239.

    HU C M, GONG S R, MEI Y, et al. Collapse risk forecast and analysis of cross-mountainous tunnel construction via gully sections[J]. Journal of Safety and Environment, 2013, 13(3): 235-239. (in Chinese with English abstract)
    [32]
    王建. 初步设计阶段公路隧道安全风险评估研究[D]. 西安: 长安大学, 2018.

    WANG J. Study on safety risk assessment of primary design of highway tunnel[D]. Xi'an: Chang'an University, 2018. (in Chinese with English abstract)
    [33]
    张国威. 基于统计分析的隧道塌方规律及围岩压力分布特征研究[D]. 北京: 北京交通大学, 2017.

    ZHANG G W. Study on tunnel collapse law and distribution characteristics of surrounding rock pressure based on statistical analysis[D]. Beijing: Beijing Jiaotong University, 2017. (in Chinese with English abstract)
    [34]
    程远, 朱合华, 刘松玉, 等. 基于模糊理论大跨浅埋公路隧道施工风险评估[J]. 地下空间与工程学报, 2016, 12 (6): 1616-1622.

    CHENG Y, ZHU H H, LIU S Y, et al. Risk assessment for construction of large-span and shallow buried highway tunnels based on fuzzy theory[J]. Chinese Journal of Underground Space and Engineering, 2016, 12(6): 1616-1622. (in Chinese with English abstract)
    [35]
    岳诚东. 隧道工程施工塌方风险评估研究[D]. 兰州: 兰州大学, 2016.

    YUE C D. Study on the collapse risk assessment of tunnel construction project[D]. Lanzhou: Lanzhou University, 2016. (in Chinese with English abstract)
    [36]
    刘喜春. 西山隧道工程建设期安全风险评估研究[D]. 西安: 长安大学, 2016.

    LIU X C. Research on security risk assessment during construction of Xishan Tunnel[D]. Xi'an: Chang'an University, 2016. (in Chinese with English abstract)
    [37]
    王超. 山岭公路隧道施工安全风险评估与应用研究[D]. 武汉: 武汉理工大学, 2015.

    WANG C. Research on risk assessment and its application in mountain highway tunnel construction[D]. Wuhan: Wuhan University of Technology, 2015. (in Chinese with English abstract)
    [38]
    苏永华, 刘科伟, 张进华. 基于粗糙集重心理论的公路隧道塌方风险分析[J]. 湖南大学学报(自然科学版), 2013, 40(1): 21-26.

    SU Y H, LIU K W, ZHANG J H. Fuzzy evaluation of collapse incidents in highway tunnel construction based on rough set and barycenter theory[J]. Journal of Hunan University (Natural Sciences), 2013, 40(1): 21-26. (in Chinese with English abstract)
    [39]
    周宗青, 李术才, 李利平, 等. 浅埋隧道塌方地质灾害成因及风险控制[J]. 岩土力学, 2013, 34(5): 1375-1382.

    ZHOU Z Q, LI S Z, LI L P, et al. Causes of geological hazards and risk control of collapse in shallow tunnels[J]. Rock and Soil Mechanics, 2013, 34(5): 1375-1382. (in Chinese with English abstract)
    [40]
    刘科伟. 公路隧道建造期塌方风险分析及控制的系统研究[D]. 长沙: 湖南大学, 2012.

    LIU K W. The systemic landslide risk analysis and control in the construction of highway tunnels[D]. Changsha: Hunan University, 2012. (in Chinese with English abstract)
    [41]
    何美丽, 刘霁, 刘浪, 等. 隧道坍方风险评价的未确知测度模型及工程应用[J]. 中南大学学报(自然科学版), 2012, 43(9): 3665-3671.

    HE M L, LIU J, LIU L, et al. Unascertained measure model of assessment tunnel collapse risk and its application in engineering[J]. Journal of Central South University (Science and Technology), 2012, 43(9): 3665-3671. (in Chinese with English abstract)
    [42]
    李风云. 隧道塌方风险预测与控制研究[D]. 长沙: 中南大学, 2011.

    LI F Y. Research on risk prediction and control of tunnel collapse[D]. Changsha: Central South University, 2011. (in Chinese with English abstract)
    [43]
    袁龙. 基于模糊层次综合评估法的隧道洞口段塌方风险评估[D]. 西安: 长安大学, 2010.

    YUAN L. Risk assessment in tunnel portal landslide based on fuzzy AHP comprehensive evaluation[D]. Xi'an: Chang'an University, 2010. (in Chinese with English abstract)
    [44]
    王迎超. 山岭隧道塌方机制及防灾方法[D]. 杭州: 浙江大学, 2010.

    WANG Y C. Mechanism andcontrol measures of collapse of mountain tunnel[D]. Hangzhou: Zhejiang University, 2010. (in Chinese with English abstract)
    [45]
    周峰. 山岭隧道塌方风险模糊层次评估研究[D]. 长沙: 中南大学, 2008.

    ZHOU F. Research on fuzzy analytic hierarchy process evaluation of mountain tunnel collapse risk[D]. Changsha: Central South University, 2008. (in Chinese with English abstract)
    [46]
    中华人民共和国住房和城乡建设部, 中华人民共和国国家质量监督检验检疫总局. 工程岩体分级标准: GB/T50218-2014[S]. 北京: 中国计划出版社, 2014.

    Ministry of Housing and Urban-Rural Development of the People's Republic of China, General Administration of Quality Supervision, Inspection and Quarantine of the People's Republic of China. Standard for engineering classification of rock mass: GB/T50218-2014[S]. Beijing: China Planning Press, 2014. (in Chinese)
    [47]
    包毅辉. 弄莫隧道隧址区岩溶水文地质条件及隧道涌水研究[D]. 成都: 成都理工大学, 2018.

    BAO Y H. Study on karst hydrogeological conditions and tunnel water gushing in Nongmo Tunnel[D]. Chengdu: Chengdu University of Technology, 2018. (in Chinese with English abstract)
    [48]
    国家质量监督检验检疫总局, 中国国家标准化管理委员会. 降水量等级: GB/T28592-2012[S]. 北京: 中国标准出版社, 2012.

    General Administration of Quality Supervision, Inspection and Quarantine of the People's Republic of China, Standardization Administration of the People's Republic of China. Grade of precipitation: GB/T 28592-2012[S]. Beijing: Standards Press of China, 2012. (in Chinese)
    [49]
    中华人民共和国交通运输部. 公路隧道施工技术规范: JTG/T 3660-2020[S]. 北京: 人民交通出版社股份有限公司, 2020.

    Ministry of Transport of the People's Republic of China. Technical Specifications for Construction of Highway Tunnel: JTG/T3660-2020[S]. Beijing: China Communications Press Co., Ltd., 2020. (in Chinese)
    [50]
    李朝阳. 基于数据学习的岩溶隧道突涌水风险评估及预警研究[D]. 江苏徐州: 中国矿业大学, 2020.

    LI Z Y. Risk assessment and warning research of water inrush in karst tunnels based on data learning[D]. Xuzhou Jiangsu: China University of Mining and Technology, 2020. (in Chinese with English abstract)
    [51]
    刘敦文, 曹敏, 唐宇, 等. 基于云模型的富水岩溶隧道涌水风险评价[J]. 中国安全生产科学技术, 2021, 17(1): 109-115.

    LIU D W, CAO M, TANG Y, et al. Risk evaluation of water inrush in water-rich karst tunnel based on cloud model[J]. Journal of Safety Science and Technology, 2021, 17(1): 109-115. (in Chinese with English abstract)
    [52]
    王密田. 运营期隧道病害风险评估及预警系统开发[D]. 江苏徐州: 中国矿业大学, 2021.

    WANG M T. Development of risk assessment and early warning system for tunnel diseases during operation period[D]. Xuzhou Jiangsu: China University of Mining and Technology, 2021. (in Chinese with English abstract)
    [53]
    中华人民共和国交通运输部. 公路隧道设计细则: JTG/T D70-2010[S]. 北京: 人民交通出版社, 2010.

    Ministry of Transport of the People's Republic of China. Guidelines for design of highway tunnel: JTG/T D70-2010[S]. Beijing: China Communications Press, 2010. (in Chinese with English abstract)
    [54]
    姚道洪. 基于ISM的可达矩阵简易算法及实现[J]. 价值工程, 2015, 34(28): 212-213.

    YAO D H. The simple algorithm and implementation of reachability matrix based on ISM[J]. Value Engineering, 2015, 34(28): 212-213. (in Chinese with English abstract)
    [55]
    百色市应急管理局. 关于百色市乐业县乐业大道道路工程(含隧道工程)一期工程"9·10"较大隧道坍塌事故结案的通知[EB/OL]. (2020-12-29)[2024-4-15]. http://www.baise.gov.cn/zwgk/zdlyxxgk/qtzdxx/scaqsgxx/aqsgdcbg/t7481058.shtml.

    Baise Emergency Management Bureau. About Baise City Leye County Leye Avenue road project (including tunnel project) a project "9-10" larger tunnel collapse accident closure notice[EB/OL]. (2020-12-29)[2024-4-15].http://www.baise.gov.cn/zwgk/zdlyxxgk/qtzdxx/scaqsgxx/aqsgdcbg/t7481058.shtml .(in Chinese with English abstract)
    [56]
    姜雯. 公路隧道围岩分级及失稳风险评估与系统开发[D]. 江苏徐州: 中国矿业大学, 2023.

    JIANG W. Highway tunnel surrounding rock classification and instability risk assessment and application developmen[D]. Xuzhou Jiangsu: China University of Mining and Technology, 2023. (in Chinese with English abstract)
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