• 全国中文核心期刊
  • 中国科技核心期刊
  • 美国工程索引(EI)收录期刊
  • Scopus数据库收录期刊
SI Chuanqi, WANG Chen, LIANG Jiaxin, HUA Jian, LIANG Fayun. Application prospects and challenges of intelligent technology in urban coastal soft soil engineering[J]. Chinese Journal of Geotechnical Engineering, 2024, 46(S2): 216-220. DOI: 10.11779/CJGE2024S20045
Citation: SI Chuanqi, WANG Chen, LIANG Jiaxin, HUA Jian, LIANG Fayun. Application prospects and challenges of intelligent technology in urban coastal soft soil engineering[J]. Chinese Journal of Geotechnical Engineering, 2024, 46(S2): 216-220. DOI: 10.11779/CJGE2024S20045

Application prospects and challenges of intelligent technology in urban coastal soft soil engineering

More Information
  • Received Date: June 21, 2024
  • Due to the high-quality urban development, the coastal areas are confronted with demands for urban renewal. These regions typically exhibit environmental sensitivity and complexity, while the conventional approaches often rely on manpower and resources, making it arduous to ensure extensive coverage, high efficiency and uninterrupted implementation. Consequently, the intelligent technology has emerged as a crucial means to tackle this issue. This study provides an overview of the current state of the intelligent technology in three key aspects: data perception, intelligent prediction, and visual interaction. The applications and challenges of contact and non-contact measurements, big data analysis and parametric modeling as well as the digital twin and interactive platform in soft soil engineering are summarized. It aims to facilitate a comprehensive understanding of the essence of the intelligent technology and its prospects while contributing towards fostering new quality productive forces.
  • [1]
    丁智, 张霄, 梁发云, 等. 软土基坑开挖对邻近既有隧道影响研究及展望[J]. 中国公路学报, 2021, 34(3): 50-70.

    DING Zhi, ZHANG Xiao, LIANG Fayun, et al. Research and prospects regarding the effect of foundation pit excavation on an adjacent existing tunnel in soft soil[J]. China Journal of Highway and Transport, 2021, 34(3): 50-70. (in Chinese)
    [2]
    陈湘生, 洪成雨, 苏栋. 智能岩土工程初探[J]. 岩土工程学报, 2022, 44(12): 2151-2159. doi: 10.11779/CJGE202212001

    CHEN Xiangsheng, HONG Chengyu, SU Dong. Intelligent geotechnical engineering[J]. Chinese Journal of Geotechnical Engineering, 2022, 44(12): 2151-2159. (in Chinese) doi: 10.11779/CJGE202212001
    [3]
    黎剑华, 张鸿, 刘优平, 等. 光纤Bragg光栅在公路软基沉降监测中的应用[J]. 中南大学学报(自然科学版), 2011, 42(5): 1442-1446.

    LI Jianhua, ZHANG Hong, LIU Youping, et al. Fiber Bragg grating monitoring technology applied in soft ground settlement of highway[J]. Journal of Central South University (Science and Technology), 2011, 42(5): 1442-1446. (in Chinese)
    [4]
    朱海琴, 胡玉婷, 毛学军, 等. 基于FBG传感技术的软基全断面沉降传感器研发[J]. 南昌工程学院学报, 2016, 35(4): 79-84.

    ZHU Haiqin, HU Yuting, MAO Xuejun, et al. Development of whole cross section settlement sensor for soft soil foundation based on FBG sensing technology[J]. Journal of Nanchang Institute of Technology, 2016, 35(4): 79-84. (in Chinese)
    [5]
    侯公羽, 李子祥, 胡涛, 等. 基于分布式光纤应变传感技术的隧道沉降监测研究[J]. 岩土力学, 2020, 41(9): 3148-3158.

    HOU Gongyu, LI Zixiang, HU Tao, et al. Study of tunnel settlement monitoring based on distributed optic fiber strain sensing technology[J]. Rock and Soil Mechanics, 2020, 41(9): 3148-3158. (in Chinese)
    [6]
    朱建军, 李志伟, 胡俊. InSAR变形监测方法与研究进展[J]. 测绘学报, 2017, 46(10): 1717-1733.

    ZHU Jianjun, LI Zhiwei, HU Jun. Research progress and methods of InSAR for deformation monitoring[J]. Acta Geodaetica et Cartographica Sinica, 2017, 46(10): 1717-1733. (in Chinese)
    [7]
    WU Y, LIU C, ZHANG Q, et al. Bibliometric analysis of interferometric synthetic aperture radar (InSAR) application in land subsidence from 2000 to 2021[J]. Journal of Sensors, 2022, 2022: 1-15.
    [8]
    WU S, ZHANG B, DING X, et al. Radar interferometry for urban infrastructure stability monitoring: from techniques to applications[J]. Sustainability, 2023, 15(19): 14654. doi: 10.3390/su151914654
    [9]
    邢学敏, 杨东, 张锐, 等. 基于雷达遥感对地观测技术的软土地区公路沉降监测方法[J]. 岩土工程学报, 2023, 45(10): 2172-2179. doi: 10.11779/CJGE20220813

    XING Xuemin, YANG Dong, ZHANG Rui, et al. Monitoring method for subsidence of highways in soft soil areas based on radar remote sensing earth observation technique[J]. Chinese Journal of Geotechnical Engineering, 2023, 45(10): 2172-2179. (in Chinese) doi: 10.11779/CJGE20220813
    [10]
    赵超英, 刘晓杰, 张勤, 等. 甘肃黑方台黄土滑坡InSAR识别、监测与失稳模式研究[J]. 武汉大学学报(信息科学版), 2019, 44(7): 996-1007.

    ZHAO Chaoying, LIU Xiaojie, ZHANG Qin, et al. Study on InSAR recognition, monitoring and instability model of Heifangtai loess landslide in Gansu Province[J]. Geomatics and Information Science of Wuhan University, 2019, 44(7): 996-1007. (in Chinese)
    [11]
    孙懋珩, 王欣. 基于双目视觉的基坑位移监测方案[J]. 计算机工程与设计, 2015, 36(1): 273-276.

    SUN Maoheng, WANG Xin. Excavation displacement monitoring scheme based on binocular vision[J]. Computer Engineering and Design, 2015, 36(1): 273-276. (in Chinese)
    [12]
    李丽萍, 郑晅. 基于双目立体视觉的隧道围岩形变监测系统[J]. 物联网技术, 2021, 11(3): 22-23.

    LI Liping, ZHENG Xuan. Tunnel surrounding rock deformation monitoring system based on binocular stereo vision[J]. Internet of Things Technologies, 2021, 11(3): 22-23. (in Chinese)
    [13]
    HE L, TAN J, HU Q, et al. Non-contact measurement of the surface displacement of a slope based on a smart binocular vision system[J]. Sensors (Basel), 2018, 18(9): E2890. doi: 10.3390/s18092890
    [14]
    HU Q, FENG Z, HE L, et al. Accuracy improvement of binocular vision measurement system for slope deformation monitoring[J]. Sensors, 2020, 20(7): 1994. doi: 10.3390/s20071994
    [15]
    郑健龙, 周驰晴, 张军辉. 双层地基一维固结特性研究综述[J]. 长沙理工大学学报(自然科学版), 2012, 9(1): 1-11.

    ZHENG Jianlong, ZHOU Chiqing, ZHANG Junhui. Summary of 1-D consolidation characteristics of double-layered ground[J]. Journal of Changsha University of Science & Technology (Natural Science), 2012, 9(1): 1-11. (in Chinese)
    [16]
    张冲, 刘钢, 赵明志, 等. 成宜高速某浅层软土上路堤填筑的稳定性分析[J]. 中外公路, 2021, 41(2): 19-25.

    ZHANG Chong, LIU Gang, ZHAO Mingzhi, et al. Stability analysis of embankment filling on a shallow soft soil of Chengyi Expressway[J]. Journal of China & Foreign Highway, 2021, 41(2): 19-25. (in Chinese)
    [17]
    ABIODUN O I, JANTAN A, OMOLARA A E, et al. Comprehensive review of artificial neural network applications to pattern recognition[J]. IEEE ACCESS, 2019, 7: 158820-158846. doi: 10.1109/ACCESS.2019.2945545
    [18]
    ZHANG Q, ZHU Y, MA R, et al. Prediction method of TBM tunneling parameters based on PSO-BI-LSTM model[J]. Frontiers in Earth Science, 2022, 10: 854807. doi: 10.3389/feart.2022.854807
    [19]
    潘秋景, 吴洪涛, 张子龙, 等. 基于多域物理信息神经网络的复合地层隧道掘进地表沉降预测[J]. 岩土力学, 2024, 45(2): 539-551.

    PAN Qiujing, WU Hongtao, ZHANG Zilong, et al. Prediction of tunneling-induced ground surface settlement within composite strata using multi-physics- informed neural network[J]. Rock and Soil Mechanics, 2024, 45(2): 539-551. (in Chinese)
    [20]
    周中, 张俊杰, 丁昊晖, 等. 基于GA-Bi-LSTM的盾构隧道下穿既有隧道沉降预测模型[J]. 岩石力学与工程学报, 2023, 42(1): 224-234.

    ZHOU Zhong, ZHANG Junjie, DING Haohui, et al. Settlement prediction model of shield tunnel under-crossing existing tunnel based on GA-Bi-LSTM[J]. Chinese Journal of Rock Mechanics and Engineering, 2023, 42(1): 224-234. (in Chinese)
    [21]
    林东, 郑俊杰, 薛鹏鹏, 等. 基于贝叶斯方法的软土深基坑不确定性位移反演分析[J]. 土木与环境工程学报(中英文), 2024, 46(3): 52-60.

    LIN Dong, ZHENG Junjie, XUE Pengpeng, et al. Probabilistic method for displacement back analysis of deep excavations in soft soil based on Bayesian method[J]. Journal of Civil and Environmental Engineering, 2024, 46(3): 52-60. (in Chinese)
    [22]
    王长虹, 吴昭欣, 王昆, 等. CPTU数据校准上海深层软土参数的随机力学-贝叶斯方法[J]. 岩土工程学报, 2023, 45(1): 75-84. doi: 10.11779/CJGE20211494

    WANG Changhong, WU Zhaoxin, WANG Kun, et al. Stochastic mechanics-based Bayesian method for calibrating geotechnical parameters of Shanghai deep soft clay using CPTU data[J]. Chinese Journal of Geotechnical Engineering, 2023, 45(1): 75-84. (in Chinese) doi: 10.11779/CJGE20211494
    [23]
    VARDAKOS S, GUTIERREZ M, XIA C C. Parameter identification in numerical modeling of tunneling using the differential evolution genetic algorithm (DEGA)[J]. Tunnelling and Underground Space Technology, 2012, 28: 109-123.
    [24]
    戴斌, 胡耘, 王惠生. 上海地区相邻基坑同步开挖影响分析与实践[J]. 岩土工程学报, 2021, 43(增刊2): 129-132. doi: 10.11779/CJGE2021S2031

    DAI Bin, HU Yun, WANG Huisheng. Analysis and practice of influence of synchronous excavation of adjacent foundation pits in Shanghai Area[J]. Chinese Journal of Geotechnical Engineering, 2021, 43(S2): 129-132. (in Chinese) doi: 10.11779/CJGE2021S2031
    [25]
    唐洪祥, 崔家铭, 张雪, 等. 岩土体大变形分析的Cosserat-粒子有限元法[J]. 岩土工程学报, 2023, 45(3): 495-502. doi: 10.11779/CJGE20211244

    TANG Hongxiang, CUI Jiaming, ZHANG Xue, et al. Cosserat-particle finite element method for large deformation analysis of rock and soil[J]. Chinese Journal of Geotechnical Engineering, 2023, 45(3): 495-502. (in Chinese) doi: 10.11779/CJGE20211244
    [26]
    王辉, 陈卫忠, 陈培帅, 等. 浅埋大跨小净距隧道断面形态及合理间距的优化研究[J]. 岩土力学, 2011, 32(增刊2): 641-646.

    WANG Hui, CHEN Weizhong, CHEN Peishuai, et al. Study of section morphology and reasonable distance optimization of large-span twin tunnels with small clear spacing in shallow rock mass[J]. Rock and Soil Mechanics, 2011, 32(S2): 641-646. (in Chinese)
    [27]
    TAO F, MA X, HU T, et al. Research on digital twin standard system[J]. Computer Intergraded Manufacturing Systems, 2019, 25(10), 2405–2418.
    [28]
    GRIEVES M, VICKERS J. Digital Twin: Mitigating Unpredictable, Undesirable Emergent Behavior in Complex Systems[M]. Cham: Springer International Publishing, 2017.
    [29]
    CHENG X, WANG C, LIANG F Y, et al. A preliminary investigation on enabling digital twin technology for operations and maintenance of urban underground infrastructure[J]. AI in Civil Engineering, 2024, 3(1): 4.
    [30]
    陈健, 盛谦, 陈国良, 等. 岩土工程数字孪生技术研究进展[J]. 华中科技大学学报(自然科学版), 2022, 50(8): 79-88.

    CHEN Jian, SHENG Qian, CHEN Guoliang, et al. Research progress in digital twin technology for geotechnical engineering[J]. Journal of Huazhong University of Science and Technology (Natural Science Edition), 2022, 50(8): 79-88. (in Chinese)
    [31]
    何满潮. 滑坡地质灾害远程监测预报系统及其工程应用[J]. 岩石力学与工程学报, 2009, 28(6): 1081-1090.

    HE Manchao. Real-time remote monitoring and forecasting system for geological disasters of landslides and its engineering application[J]. Chinese Journal of Rock Mechanics and Engineering, 2009, 28(6): 1081-1090. (in Chinese)
    [32]
    张斌, 冯其波, 杨婧, 等. 路基沉降远程自动监测系统的研发[J]. 中国铁道科学, 2012, 33(1): 139-144.

    ZHANG Bin, FENG Qibo, YANG Jing, et al. Development of remote automatic monitoring system for subgrade settlement[J]. China Railway Science, 2012, 33(1): 139-144. (in Chinese)
    [33]
    邬凯, 盛谦, 张勇慧, 等. 山区公路路基边坡地质灾害远程监测预报系统开发及应用[J]. 岩土力学, 2010, 31(11): 3683-3687.

    WU Kai, SHENG Qian, ZHANG Yonghui, et al. Development of real-time remote monitoring and forecasting system for geological disasters at subgrade slopes of mountainous highways and its application[J]. Rock and Soil Mechanics, 2010, 31(11): 3683-3687. (in Chinese)
  • Cited by

    Periodical cited type(17)

    1. 王骏华,宋韬,郭浩天,江瑶瑶,陈政辛. 季冻区粉质黏土分凝冻胀特性试验研究. 路基工程. 2024(02): 89-94 .
    2. 唐丽云,王鹏宇,郑娟娟,于永堂,金龙,崔玉鹏,罗滔. 冰水赋存演化下冻结土石混合体-结构界面强度劣化机制及模型. 岩土工程学报. 2024(05): 988-997 . 本站查看
    3. 赫金良,李晓宁,李青龙,赵思远,董洋君. 基于优化SVM的粗粒土路基冻胀特性影响因素敏感性分析. 科学技术与工程. 2024(22): 9577-9586 .
    4. 陈汉青,程桦,荣传新,蔡海兵,姚直书. 冻土/岩的液相吸力与固相冰压作用机制. 岩土力学. 2023(01): 251-258 .
    5. 温智,邓友生,冯文杰,Aleksandr ZHIRKOV,张莲海,高樯. 冻土水分迁移机理研究:评述与展望. 冰川冻土. 2023(02): 588-598 .
    6. 董庆杰,尹国宏,赵健,李玉玲,宗云翠,韩春鹏. 有机硅改性路基土体渗透性变化及微观结构分析. 自然灾害学报. 2023(05): 117-125 .
    7. 汪恩良,杜世林,姜海强,邹亦云,刘兴超,周腾飞. 不同改良方法下膨胀土性能变化试验研究. 东北农业大学学报. 2023(12): 72-87 .
    8. 赵金召,李予红,孙闪闪,刘玉,康小迪. 毛细水在矿山高陡岩质边坡生态修复绿化养护中的应用研究. 节水灌溉. 2022(01): 80-84 .
    9. 陈汉青,程桦,曹广勇,蔡海兵,荣传新,姚直书. 冻土毛细-薄膜水迁移统一模型及其试验验证. 土木工程学报. 2022(06): 92-101 .
    10. 韩大伟,杨成松,张莲海,石亚军,尚飞. 基于分层核磁测试新技术的未冻水变化规律研究——以砂土冻融过程为例. 冰川冻土. 2022(02): 667-683 .
    11. 陈汉青,程桦,曹璐,荣传新,姚直书,蔡海兵. 土/岩体的冻融回滞及水分迁移综合机制研究. 岩石力学与工程学报. 2022(11): 2365-2375 .
    12. 魏道凯,荆皓,陈琦,寇海磊. 寒区土体一维水-热-力耦合模型与数值分析. 自然灾害学报. 2022(05): 150-157 .
    13. 邱恩喜,何巧玲,孙希望,路建国,张蕊,万旭升,渠孟飞. 冻融循环作用下西藏东南冰碛土剪切力学特性试验研究. 防灾减灾工程学报. 2022(06): 1267-1279 .
    14. 刘杰,张瀚,王瑞红,王芳,何卓文. 冻融循环作用下砂岩层进式损伤劣化规律研究. 岩土力学. 2021(05): 1381-1394 .
    15. 陈汉青,程桦,曹广勇,蔡海兵,荣传新,姚直书. 冻土薄膜水压-吸单元模型的建立及试验验证. 岩土力学. 2021(09): 2480-2488 .
    16. 殷健超,林键,姚亚锋,陈旭,樊华,杨溢,马茂艳. 基于NMR的冻融过程中砂土未冻水含量试验分析. 兰州工业学院学报. 2021(04): 1-4 .
    17. 周扬,武子寒,许程,卢萌盟,周国庆. 高温下饱和冻土一维融化热固结模型及解答. 岩土工程学报. 2021(12): 2190-2199 . 本站查看

    Other cited types(31)

Catalog

    Article views PDF downloads Cited by(48)
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return