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Coal and gas outburst prediction model based on principal component analysis and improved support vector machine 基于主成分分析和改进型支持向量机的煤与瓦斯突出预测模型
Pub Date : 2023-12-01 DOI: 10.1016/j.ghm.2023.11.003
Chaojun Fan, Xinfeng Lai, Haiou Wen, Lei Yang

In order to predict the coal outburst risk quickly and accurately, a PCA-FA-SVM based coal and gas outburst risk prediction model was designed. Principal component analysis (PCA) was used to pre-process the original data samples, extract the principal components of the samples, use firefly algorithm (FA) to improve the support vector machine model, and compare and analyze the prediction results of PCA-FA-SVM model with BP model, FA-SVM model, FA-BP model and SVM model. Accuracy rate, recall rate, Macro-F1 and model prediction time were used as evaluation indexes. The results show that: Principal component analysis improves the prediction efficiency and accuracy of FA-SVM model. The accuracy rate of PCA-FA-SVM model predicting coal and gas outburst risk is 0.962, recall rate is 0.955, Macro-F1 is 0.957, and model prediction time is 0.312s. Compared with other models, The comprehensive performance of PCA-FA-SVM model is better.

为了快速准确地预测煤矿瓦斯突出风险,设计了基于 PCA-FA-SVM 的煤与瓦斯突出风险预测模型。采用主成分分析法(PCA)对原始数据样本进行预处理,提取样本的主成分,利用萤火虫算法(FA)改进支持向量机模型,并将 PCA-FA-SVM 模型与 BP 模型、FA-SVM 模型、FA-BP 模型和 SVM 模型的预测结果进行对比分析。以准确率、召回率、Macro-F1 和模型预测时间作为评价指标。结果表明主成分分析提高了 FA-SVM 模型的预测效率和准确性。PCA-FA-SVM 模型预测煤与瓦斯突出风险的准确率为 0.962,召回率为 0.955,Macro-F1 为 0.957,模型预测时间为 0.312s。与其他模型相比,PCA-FA-SVM 模型的综合性能更好。
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引用次数: 0
Study of a damage constitutive model for water-bearing coal measures sedimentary rock with nonlinear deformation during compaction stage 含水煤系沉积岩压实阶段非线性变形损伤本构模型研究
Pub Date : 2023-09-01 DOI: 10.1016/j.ghm.2023.09.002
Weinan Wang , Qiangling Yao , Aiwen Wang , Karen A. Hudson-Edwards , Chuangkai Zheng , Lun Yan , Lianpeng Dai , Yihong Liu

The problem of repeated immersion-induced fatigue damage in engineering coal measures sedimentary rock, including coal-rock pillars, reservoir bank slopes, and water-rich tunnels at the boundary of coal mine underground reservoirs, has profound implications for their stability, safety, and operation, and can even lead to geological disasters. To address this issue, this paper aims to construct a constitutive model that accurately captures the comprehensive process of deformation and failure in water-bearing coal measures sedimentary rock. It explores the deformation characteristics of these formations and provides a theoretical foundation for numerical simulations of geological disasters induced by water-rock interaction. This study integrates the deformation mechanisms of void and matrix deformation in coal seam sedimentary rocks, while considering the influence of immersion cycles. Subsequently, it formulates a segmented constitutive model to depict the entire process of deformation and failure in cyclically immersed water-bearing coal measures sedimentary rock under uniaxial compression. The proposed model's accuracy and rationality are validated through comparisons with experimental research findings and existing theoretical curves from similar models. The results demonstrate the model's effectiveness in describing the deformation behavior of non-dense water-bearing coal measures sedimentary rock under uniaxial compression or low confining pressure before reaching peak stress, although further refinements may be necessary to precisely capture post-peak deformation characteristics. Model parameters, including the deformation caused by voids (γ0) between voids, increase exponentially with immersion times, while the elastic modulus (Ev) of voids and the parameter (F0) related to the average strength of microelements decrease exponentially. The homogeneity degree (m) exhibits no discernible pattern. These research outcomes provide valuable insights for the stability control of engineering coal measures sedimentary rock under water-rock interaction and the mitigation of related geological disasters.

工程煤系沉积岩(包括煤岩矿柱、水库岸坡、煤矿地下水库边界富水隧道)的反复浸没疲劳损伤问题对其稳定性、安全性和运行具有深远的影响,甚至可能导致地质灾害。为了解决这一问题,本文旨在建立一个准确捕捉含水煤系沉积岩变形破坏综合过程的本构模型。探讨了这些地层的变形特征,为水岩相互作用诱发地质灾害的数值模拟提供了理论基础。在考虑浸没循环影响的情况下,综合考虑了煤系沉积岩中孔隙和基质的变形机制。随后,建立了分段本构模型,描述了单轴压缩下循环浸没含水煤系沉积岩的变形破坏全过程。通过与实验研究结果和已有相似模型的理论曲线的比较,验证了所提模型的准确性和合理性。结果表明,该模型在描述非致密含水煤系沉积岩在单轴压缩或低围压下达到峰值应力之前的变形行为方面是有效的,尽管可能需要进一步改进以精确捕捉峰后变形特征。随着浸泡次数的增加,孔隙的弹性模量(Ev)和与微量元素的平均强度相关的参数(F0)呈指数下降,而孔隙之间的变形量(γ0)则呈指数增长。均匀度(m)没有明显的规律。这些研究成果为水-岩相互作用下工程煤系沉积岩的稳定性控制及相关地质灾害的防治提供了有价值的见解。
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引用次数: 0
Comparison between bearing characteristics of pervious concrete pile composite foundations with different replacement ratios 不同置换率透水混凝土桩复合地基承载特性比较
Pub Date : 2023-09-01 DOI: 10.1016/j.ghm.2023.08.001
Han Xia , Guangyin Du , Jun Cai , Changshen Sun

The replacement ratio is an essential factor in evaluating the bearing capacity characteristics of composite foundations. This study focuses on the bearing capacity of a pervious concrete pile with different replacement ratios. The axial force, skin friction, and settlement were evaluated using a model test to assess the performance of the pervious concrete pile composite foundation. When the replacement ratio was reduced from 9.26% to 2.32%, the characteristic bearing capacity value was only 14%. Therefore, it may be unreasonable to use the settlement ratio method to evaluate this composite foundation's bearing capacity in a model test. Appropriate loading can significantly improve the bearing capacity of a pervious concrete pile composite foundation with a low replacement ratio. The pile–soil stress ratio exhibited different decreasing ranges in the later loading stage. As the load increased, the axial force of the pervious concrete piles was small and nonobvious, and the average side friction resistance of the piles in the foundation with a lower replacement ratio slowly increased.

替换率是评价复合地基承载力特性的重要因素。本文研究了不同置换率下透水混凝土桩的承载力。采用模型试验对透水混凝土桩复合地基的轴力、表面摩擦力和沉降进行了评价。当替换率由9.26%降低到2.32%时,其特征承载力值仅为14%。因此,在模型试验中采用沉降比法评价复合地基承载力可能是不合理的。适当的荷载可以显著提高低置换率透水混凝土桩复合地基的承载力。在加载后期,桩土应力比呈现不同的减小幅度。随着荷载的增大,透水混凝土桩的轴力较小且不明显,替换率较低的基础桩的平均侧摩阻力缓慢增大。
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引用次数: 0
Unloading-slippage mechanism of coal bump in gateroad of longwall 长壁巷道煤堆卸滑机理研究
Pub Date : 2023-09-01 DOI: 10.1016/j.ghm.2023.06.003
Jun Han , Dongxu Jia , Qianjia Hui , Luyu Cui , Zhijie Zhu , Chen Cao

Coal bump seriously threatens the safe and efficient mining of coal, and the research on the occurrence mechanism of coal bump is of great significance. The roadway coal bump accounts for 86.8% of the total. The occurrence of coal bump in gateroad is summarized. It is considered that hard roof and hard coal are the geological characteristics of coal bump, and the sliding instability of rib coal mass is the failure characteristics of coal bump. Based on the elastic foundation theory, the upward deflection characteristics of the front and lateral roof of the working face under the condition of hard roof are analyzed, and compared with the engineering practice of roof rebounding. Taking the roadway coal mass as the research object, the unloading sliding mechanical model of roof-coal-floor composite structure is established. By analyzing the relationship between horizontal ground stress of coal mass, frictional force of coal-roof and coal-floor and tensile resistance of coal mass, the critical equation of coal bump is established. It is proposed that the vertical pressure of coal seam is reduced due to the upward deflection of the roof, and the coal mass loses its clamping and moves into the roadway after overcoming the friction between roof and floor and the tensile strength of coal mass under the action of horizontal ground stress, that is, the unloading and slippage mechanism of coal bump in hard roof mining roadway. The model reasonably explains the causality of coal bump in hard roof mining roadway. Based on the unloading-slippage model, the principle of influencing factors of coal bump, includes the buried depth, roof strength, roof elastic modulus and roof thickness, coal mass strength and elastic modulus. Finally, two coal bump events, ''8.2'' coal bump in Tangshan coal mine and ''11.11'' coal bump in Hongyang mine are analyzed and the unloading-slippage mechanism are the reasoning of two events.

冲击地压严重威胁着煤炭的安全高效开采,对冲击地压发生机理的研究具有重要意义。巷道地压占总量的86.8%。总结了巷道地压的赋存规律。认为硬顶板和硬煤是冲击地压的地质特征,肋状煤体的滑动失稳是冲击地压的破坏特征。基于弹性基础理论,分析了硬顶板条件下工作面前、侧顶板的上挠度特性,并与顶板回弹的工程实践进行了比较。以巷道煤体为研究对象,建立了顶煤底板复合结构卸荷滑动力学模型。通过分析煤体水平地应力、煤顶底板摩擦力与煤体抗拉阻力之间的关系,建立了煤体冲击的临界方程。提出了在水平地应力作用下,顶板向上挠曲降低煤层垂直压力,克服顶板摩擦和煤体抗拉强度后,煤体失去夹紧进入巷道的机理,即硬顶板开采巷道煤块卸滑机理。该模型合理地解释了硬顶板开采巷道地压的因果关系。基于卸滑模型,确定了影响冲击地压的因素,包括埋深、顶板强度、顶板弹性模量和顶板厚度、煤体强度和弹性模量。最后,对唐山“8.2”和红阳“11.11”两个地压事件进行了分析,并分析了卸滑机制是两个事件发生的原因。
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引用次数: 0
Characterization and impact analysis of freezing and expansion disease of roadbed in seasonal freezing zone: A case of heavy railroads 季节性冻土区路基冻胀病特征及影响分析——以重型铁路为例
Pub Date : 2023-09-01 DOI: 10.1016/j.ghm.2023.09.003
Pei Li , Yaqian Dong

The freezing and expansion diseases of railroad roadbeds are prevalent in areas that experience seasonal freezing. This study aims to investigate the features of the freezing and expansion mechanism of seasonal frozen railroad roadbeds and the effects of the freezing and expansion diseases on the roadbeds. This article presents a study of the Shuo-Huang Heavy Duty Railway. Initially, on-site monitoring tests were conducted to analyze the roadbed temperature, water content and deformations due to freezing. Through these tests, the pattern of development of the roadbed freezing and swelling was understood, and the effect of this on the vibration response of the roadbed was investigated. Subsequently, load-free freezing tests were performed to investigate the freezing and expansion features of the roadbed. Through on-site monitoring, it has been determined that the seasonal freezing layer is approximately 0.5 ​m deep. The depth of the frozen expansion on both sides of the road shows clear differences. The frozen and expansion disease significantly amplifies the vibration acceleration of the roadbed, with a tendency towards low-frequency and high-amplitude vibrations. Through indoor testing, we compared the deformation of frozen specimens and their final freeze and expansion rates at different cold-end temperatures and various initial moisture content levels. We find that the initial moisture content has a greater impact on specimen freezing and expansion. The findings in this paper can be used as a reference for researching and addressing roadbed freezing and expansion problems.

铁路路基冻胀病是季节性冻害地区的常见病。本研究旨在探讨季节性冻结铁路路基的冻胀特征及冻胀病害对路基的影响。本文对朔黄重型铁路进行了研究。最初,进行了现场监测试验,分析了路基的温度、含水量和冻结变形。通过这些试验,了解了路基冻结和膨胀的发展规律,并研究了冻结和膨胀对路基振动响应的影响。随后进行无载冻结试验,研究路基的冻结和膨胀特性。通过现场监测,确定季节冻结层深度约为0.5 m。道路两侧的冻胀深度差异明显。冻胀病显著地放大了路基的振动加速度,并呈现出低频、高幅振动的趋势。通过室内试验,比较了不同冷端温度和不同初始含水率下冻结试样的变形和最终冻结膨胀率。我们发现初始含水率对试样的冻结和膨胀有较大的影响。研究结果可为研究和解决路基冻胀问题提供参考。
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引用次数: 0
Research on the effects of heating and cooling processes on the mechanical properties of yellow rust granite 加热和冷却工艺对黄锈花岗岩力学性能影响的研究
Pub Date : 2023-09-01 DOI: 10.1016/j.ghm.2023.09.001
Luming Zhou , Zhende Zhu , Erkan Oterkus , Selda Oterkus , Huicong Xu

Geological hazards caused by high-temperature rocks cooling down after encountering water are closely related to underground mining and tunneling projects. To fully understand the impact of temperature changes on the mechanical properties of rocks, yellow rust granite samples were subjected to heating-natural cooling and heating-water cooling cycles to experimentally study the effects of these processes on the mechanical properties of the samples. The mechanism of the heating-cooling process on the macromechanical properties of the rock was discussed. Based on the Drucker-Prager criterion and Weibull distribution function, a damage variable correction factor was introduced to reflect the post-peak strain softening characteristics, and a thermo-mechanical coupled damage constitutive model of the granite was established. The results showed that in the natural cooling mode, the mechanical properties deteriorate significantly when the temperature exceeded 600 ​°C, and the failure mode changed from brittle failure to ductile failure. In the water cooling mode, the peak strength and deformation modulus increased at temperatures below 400 ​°C with an increase in the cycle number, while at 600 ​°C, the peak strength and elastic modulus notably decreased. The peak strain increased with the increase of the cycle number and temperature at all temperatures, and the failure mode of the granite tended to change from tensile failure mode to shear failure mode. The experimental results were used to validate the damage constitutive model. The shape parameter r and scale parameter S in the Weibull distribution function of the model were used as indicators to reflect the brittleness degree and peak strength. This study helps to understand the behavior of rocks in high-temperature environments, in order to prevent and mitigate potential geological hazards.

高温岩石遇水冷却造成的地质灾害与地下开采和隧道工程密切相关。为充分了解温度变化对岩石力学性能的影响,对黄锈花岗岩试样进行加热-自然冷却和加热-水冷却循环,实验研究了这些过程对试样力学性能的影响。讨论了加热-冷却过程对岩石宏观力学性能的影响机理。基于Drucker-Prager准则和Weibull分布函数,引入损伤变量修正因子来反映峰值后应变软化特性,建立了花岗岩的热-力耦合损伤本构模型。结果表明:在自然冷却模式下,当温度超过600℃时,力学性能明显恶化,破坏模式由脆性破坏转变为延性破坏;在水冷却模式下,当温度低于400℃时,峰值强度和变形模量随着循环次数的增加而增加,而在600℃时,峰值强度和弹性模量明显下降。在所有温度下,峰值应变随循环次数和温度的增加而增加,花岗岩的破坏模式有由拉伸破坏模式向剪切破坏模式转变的趋势。实验结果验证了损伤本构模型的正确性。采用模型威布尔分布函数中的形状参数r和尺度参数S作为反映脆性程度和峰值强度的指标。该研究有助于了解高温环境下岩石的行为,以预防和减轻潜在的地质灾害。
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引用次数: 0
Simulation of electromagnetic high-frequency wave propagation processes in multilayer geo-structures 多层大地构造中高频电磁波传播过程的模拟
Pub Date : 2023-09-01 DOI: 10.1016/j.ghm.2023.04.001
A.P. Khmelinin, A.I. Konurin, E.V. Denisova

The paper describes the research findings on georadar detection of hydraulic fractures in hydrocarbon reservoirs. Numerical and physical modeling enables studying effect exerted by the electromagnetic properties of the created fracture fill and by the properties of the enclosing formation on the coefficient of high-frequency EM wave reflection from the interface.

本文介绍了地质雷达探测油气藏水力裂缝的研究成果。数值模拟和物理模拟可以研究裂缝充填体的电磁特性和封闭地层的电磁特性对界面高频电磁波反射系数的影响。
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引用次数: 1
Preliminary study on the determination of the Weibull modulus of strength distribution in quasi-brittle materials 准脆性材料强度分布威布尔模量测定的初步研究
Pub Date : 2023-06-01 DOI: 10.1016/j.ghm.2023.05.002
Chengzhi Qi , Chunsheng Lu , A.I. Chanyshev , Xiaozhao Li , Xiaolei Qu

In this paper, how to determine the Weibull modulus of a fracture strength distribution is discussed with its physical implications for quasi-brittle materials. Based on the Markov chain assumption, it is shown that the lifetime (i.e., the time taken for formation of a critical defect) in a quasi-brittle material can be described by a gamma probabilistic distribution function. Prior to macroscopic failure, the effective number of energy barriers to be overcome is determined by the slope of the energy barrier spectrum, which is equivalent to the Weibull modulus. Based on a fracture mechanics model, the fracture energy barrier spectral slope and Weibull modulus can be calculated theoretically. Furthermore, such a model can be extended to take into account the crack interactions and defect-induced degradation. The predicted Weibull modulus is good agreement with that derived from available experimental results.

本文讨论了如何确定断裂强度分布的威布尔模量及其对准脆性材料的物理意义。基于马尔可夫链假设,证明了准脆性材料的寿命(即形成临界缺陷所需的时间)可以用伽马概率分布函数来描述。在宏观破坏之前,需要克服的有效能垒数由能垒谱的斜率决定,相当于威布尔模量。基于断裂力学模型,理论上可以计算出裂缝能垒谱斜率和威布尔模量。此外,该模型可以扩展到考虑裂纹相互作用和缺陷引起的退化。预测的威布尔模量与已有的实验结果吻合较好。
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引用次数: 0
Piston mechanism of interaction of non-linear geomechanical and physicochemical gas exchange and mass transfer processes in coal-bearing rocks 含煤岩石非线性地质力学与物理化学气体交换与传质过程相互作用的活塞机制
Pub Date : 2023-06-01 DOI: 10.1016/j.ghm.2023.03.002
T.A. Kiryaeva

The article focuses on a theoretical and experimental framework for the quantification of interaction between nonlinear geomechnical and physicochemical processes in high-stress coal-bearing rock mass during mining under high seismic risk due to large-scale blasting and earthquakes, as well as because of structural and temperature effects. The tests were aimed to examine and study comprehensively the piston mechanism of gas exchange and mass transfer processes, revealed recently at the Institute of Mining, SB RAS, as well as to explain the fact that the earthquake-induced low-velocity (quasi-meter range) pendulum waves (velocity to 1 ​m/s and frequency of 0.5–5 ​Hz) could stimulate an increase in the gas content in coal mines. In order to perform laboratory investigation at the Institute of Mining SB RAS, special-purpose stand for analyzing gas exchange and mass transfer processes in coal-bearing geomaterials under various thermodynamic conditions (P, V, T) and gas composition was constructed in cooperation with the Institute of Semiconductors Physics SB RAS. Matching of air flow rate with compression pressures allowed to obtain relations showing that air flow rate increases at the uncertain time interval under the increasing of the compression pressure. The same measurements was carried out with another gases such as Hydrogen H2, Helium He, methane CH4, carbon dioxide CO2 and carbon oxide CO. The laboratory tests aimed to detailed investigation of the previously revealed “piston mechanism” of gas exchange and mass transfer processes in the coal specimens and their quantitative description in terms of theory of the pendulum waves were carried in the first time. Consequently, there are some arguments for the testing of the opportunity of quantitative description of the “piston mechanism” related to gas exchange and mass transfer processes in the scale of coal mines. It is relevant when pendulum waves induced by powerful earthquakes and technical blasting reaches the mine.

本文建立了一个理论和实验框架,用于量化在大规模爆破和地震以及结构和温度影响下高应力煤岩体开采过程中非线性地质力学和物理化学过程之间的相互作用。该试验旨在全面考察和研究SB RAS矿业研究所最近公布的气体交换和传质过程的活塞机制,并解释地震诱发的低速(准米范围)摆波(速度为1 m/s,频率为0.5-5 Hz)可以刺激煤矿瓦斯含量增加的事实。为了在中国矿业科学院进行实验室研究,与中国矿业科学院半导体物理研究所合作,建立了用于分析不同热力学条件(P、V、T)和气体成分下含煤岩土材料气体交换和传质过程的专用台架。将空气流量与压缩压力进行匹配,可以得到在不确定的时间间隔内,随着压缩压力的增大,空气流量增大的关系。对氢气H2、氦气He、甲烷CH4、二氧化碳CO2和氧化碳CO等气体进行了同样的测量。首次进行了室内测试,旨在详细研究之前发现的煤样气体交换和传质过程的“活塞机制”,并从摆波理论角度对其进行定量描述。因此,对于在煤矿尺度上对气体交换和传质过程的“活塞机制”进行定量描述的机会进行测试,存在一些争论。强地震和技术爆破引起的摆波到达矿山时具有一定的相关性。
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引用次数: 0
Assessment of seismic retrofitting interventions in reinforced concrete structures 钢筋混凝土结构抗震加固干预措施评估
Pub Date : 2023-06-01 DOI: 10.1016/j.ghm.2023.04.003
Naveen Avulapalle , Rajaram Chenna , Jayaprakash Vemuri

Destruction of reinforced concrete (RC) structures, particularly non-ductile RC structures, in recent earthquakes demonstrate their vulnerability under lateral forces generated in an earthquake. Despite the extensive literature on the subject and the wide variety of strengthening techniques available, there is no consensus on the efficiency of these techniques in improving the seismic performance of RC structures. In this study, a five-storeyed RC-framed building is considered to evaluate its seismic performance through static non-linear pushover analysis. To examine the effect of various cases encountered in practice, the pushover analysis is carried out on the RC frame for various cases, i.e. a bare RC frame, an RC frame with masonry infills but with an open ground storey, and RC frames with shear walls with a variety of thicknesses and steel reinforcement ratios. Further, to investigate the effect of retrofitting, the RC frame is strengthened using local jacketing and bracings. From the results, it is observed that the initial stiffness and base shear of masonry infilled RC frame with an open ground storey exhibit an increase of 2.6%, and 19%, respectively, as compared to the bare frame. The use of shear walls increases the initial stiffness and base shears, and they increase by 6–14% and 8–20%, respectively, with an increase in the reinforcement ratio in the shear wall. Retrofitting with the use of both diagonal bracings causes the base shear to increase by a factor of 7.7 as compared to that of the open ground storey. Finally, the probability of damage to the RC frame in all cases was compared using seismic fragility curves.

在最近的地震中,钢筋混凝土(RC)结构,特别是非延性RC结构的破坏表明它们在地震产生的侧向力下的脆弱性。尽管关于这一主题的大量文献和各种各样的加固技术可供使用,但这些技术在提高RC结构抗震性能方面的效率并没有达成共识。本文以一栋五层rc框架建筑为研究对象,通过静力非线性推覆分析对其抗震性能进行评价。为了检验实践中遇到的各种情况的影响,对各种情况下的RC框架进行了推覆分析,即裸RC框架,砌体填充但开放地面层的RC框架,以及具有各种厚度和钢筋配筋率的剪力墙的RC框架。此外,为了研究改造的效果,RC框架使用局部护套和支撑进行加固。结果表明,与裸框架相比,地面开放层砌筑混凝土框架的初始刚度和基础剪力分别增加2.6%和19%。随着剪力墙配筋率的增加,初始刚度和基础剪力分别增加了6-14%和8-20%。与开放的地面层相比,使用两个对角支撑的改造使基础剪力增加了7.7倍。最后,利用地震易损性曲线对所有情况下RC框架的损伤概率进行了比较。
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引用次数: 1
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Geohazard Mechanics
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