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1.
The support vector machine (SVM) is a relatively new artificial intelligence technique which is increasingly being applied to geotechnical problems and is yielding encouraging results. In this paper SVM models are developed for predicting the ultimate axial load-carrying capacity of piles based on cone penetration test (CPT) data. A data set of 108 samples is used to develop the SVM models. These data were obtained from the literature containing pile load tests and each sample contains information regarding pile geometry, full-scale static pile load tests and CPT results. Moreover, a sensitivity analysis is carried out to examine the relative significance of each input variable with respect to ultimate strength prediction. Finally, a statistical analysis is conducted to make comparisons between predictions obtained from the SVM models and three traditional CPT-based methods for determining pile capacity. The comparison confirms that the SVM models developed in this paper outperform the traditional methods. 相似文献
2.
Piles are structural members made of steel, concrete, or wood installed into the ground to transfer superstructure loads to the soil. Nowadays, many structures are built on poor lands, and therefore piles have crucial roles in such structures. Performing in-situ tests such as cone penetration (CPT) and piezocone penetration tests (CPTu) have always been of great importance in designing piles. These tests have a brilliant consistency with reality, and as a result, the outcome data can be used in order to achieve reliable pile designing models and reduce uncertainty in this regard. In this paper, the capability of various CPT and CPTu based methods developed from 1961 to 2016 has been investigated using four statistical methods. Such CPT and CPTu based methods are adopted for direct prediction of axial bearing capacity of piles using CPT and CPTu field data. For this purpose, 61 sets of field data prepared from CPT and CPTu have been collected. The data sets were utilized in order to calculate the axial bearing capacity of piles (QE) through 25 different methods. In addition, the measured axial pile capacities (QM) have been collected, recorded and prepared from field static load tests, respectively. Then, four different statistical approaches have been applied to assess the accuracy of these methods. Finally, the most reliable and accurate methods are presented.
相似文献3.
群桩基础竖向承载力的可靠性分析 总被引：1，自引：0，他引：1
由CPT和静载试验结果综合确定钻孔灌注桩竖向极限承载力,以沿深度方向的一维平稳高斯随机场作为桩基土层土性参数的数学模型,利用相关函数法和变异函数法计算土层的相关范围,进而对相同场地各试桩的承载力进行折算后检验其概率分布,并估计有关统计参数;考虑群桩效应,由桩基沉降反算其作用效应,计算单桩及群桩的可靠度指标。并与未采用随机场模型的计算结果相比较,对竖向荷载下桩基可靠性进行了较系统的研究。 相似文献
4.
Yoon Seok Choi Jintae Lee Monica Prezzi Rodrigo Salgado 《Geotechnical and Geological Engineering》2017,35(4):1587-1604
Although the loads applied on piles are usually a combination of both vertical and lateral loads, very limited experimental research has been done on the response of pile groups subjected to combined loads. Due to pile–soil–pile interaction in pile groups, the response of a pile group may differ substantially from that of a single pile. This difference depends on soil state and pile spacing. This paper presents results of experiments designed to investigate pile interaction effects on the response of pile groups subjected to both axial and lateral loads. The experiments were load tests performed on model pile groups (2 × 2 pile groups) in calibration chamber sand samples. The model piles were driven into the sand samples prepared with different relative densities using a sand pluviator. The combined load tests were performed on the model pile groups subjected to different axial load levels, i.e., 0 (pure lateral loading), 25, 50, and 75% of the ultimate axial load capacity of the pile groups, defined as the load corresponding to a settlement of 10% of the model pile diameter. The combined load test results showed that the bending moment and lateral deflection at the head of the piles increased substantially for tests performed in the presence of axial loads, suggesting that the presence of axial loads on groups of piles driven in sand is detrimental to their lateral capacity. 相似文献
5.
轴向荷载对斜桩水平承载特性影响试验及理论研究 总被引：1，自引：0，他引：1
斜群桩受水平荷载作用时,群桩中的基桩受到径向荷载、轴向荷载和弯矩的共同作用。为研究轴向荷载对斜桩水平承载特性的影响,完成了3根单桩以及1组1×2斜桩的大尺寸模型试验。试验结果表明：轴向拉力作用会降低斜桩的水平刚度和极限承载力;而轴向压力作用则会使其水平刚度和极限承载力提高。基于桩侧浅层土体楔形破坏假定,推导了考虑轴向荷载影响的斜桩水平极限土抗力计算公式,提出了桩侧土抗力的p-y曲线方法,并通过模型试验及现场试验验证其合理性。 相似文献
6.
Behnam Ghorbani Ehsan Sadrossadat Jafar Bolouri Bazaz Parisa Rahimzadeh Oskooei 《Geotechnical and Geological Engineering》2018,36(4):2057-2076
This study explores the potential of adaptive neuro-fuzzy inference systems (ANFIS) for prediction of the ultimate axial load bearing capacity of piles (Pu) using cone penetration test (CPT) data. In this regard, a reliable previously published database composed of 108 datasets was selected to develop ANFIS models. The collected database contains information regarding pile geometry, material, installation, full-scale static pile load test and CPT results for each sample. Reviewing the literature, several common and uncommon variables have been considered for direct or indirect estimation of Pu based on static pile load test, cone penetration test data or other in situ or laboratory testing methods. In present study, the pile shaft and tip area, the average cone tip resistance along the embedded length of the pile, the average cone tip resistance over influence zone and the average sleeve friction along the embedded length of the pile which are obtained from CPT data are considered as independent input variables where the output variable is Pu for the ANFIS model development. Besides, a notable criticism about ANFIS as a prediction tool is that it does not provide practical prediction equations. To tackle this issue, the obtained optimal ANFIS model is represented as a tractable equation which can be used via spread sheet software or hand calculations to provide precise predictions of Pu with the calculated correlation coefficient of 0.96 between predicted and experimental values for all of the data in this study. Considering several criteria, it is represented that the proposed model is able to estimate the output with a high degree of accuracy as compared to those results obtained by some direct CPT-based methods in the literature. Furthermore, in order to assess the capability of the proposed model from geotechnical engineering viewpoints, sensitivity and parametric analyses are done. 相似文献
7.
Assessment of direct CPT and CPTU methods for predicting the ultimate bearing capacity of single piles 总被引：1，自引：0，他引：1
Twelve methods to determine axial pile capacity directly based on cone penetration test (CPT) and piezocone penetration test (CPTU) data are presented, compared and evaluated. Analyses and evaluation were conducted on three types of piles of different size and length. All the tested piles have failed at the end of static load test. Both the CPT methods and the CPTU methods were used to estimate the load bearing capacities of the investigated piles (Qp). The static load test was performed to determine the measured load bearing capacities (Qm). The pile capacities determined through different methods were compared with the measured values obtained from the static load tests. Two criteria were selected as bases of evaluation: the best fit line for Qp versus Qm and the arithmetic mean and standard deviation for the ratio Qp/Qm. Results of the analyses showed that the best methods for determining pile capacity are the two CPTU methods. Furthermore, the CPTU method is simple, easy to apply, and not influenced by the subjective judgements of operating staff. Therefore, it is quite suitable for the application in pile engineering practice. 相似文献
8.
This paper presents the results from a pile load testing program for a bridge construction project in Louisiana. The testing includes two 54-in. open-ended spun cast concrete cylinder piles, one 30-in. open-ended steel pile and two (30- and 16-in.) square prestressed concrete (PSC) piles driven at two locations with very similar soil conditions. Both cone penetration tests (CPTs) and soil borings/laboratory testing were used to characterize the subsurface soil conditions. All the test piles were instrumented with vibrating wire strain gauges to measure the load distribution along the length of the test piles and measure the skin friction and end-bearing capacity, separately. Dynamic load tests were performed on all test piles at different times after pile installations to quantify the amount of setup with time. Static load tests were also performed on the PSC and open-ended steel piles. Due to expected large pile capacities, the statnamic test method was used on the two open-ended cylinder piles. The pile capacities of these piles were evaluated using various CPT methods (such as Schmertmann, De Ruiter and Beringen, LCPC, Lehane et al. methods). The result showed that all the methods can estimate the skin friction with good accuracy, but not the end-bearing capacity. The normalized cumulative blow counts during pile installation showed that the blow count was always higher for the PSC piles compared to the large-diameter open-ended cylinder pile, regardless of pile size and hammer size. Setup was observed for all the piles, which was mainly attributed to increase in skin frictions. The setup parameters “A” were back-calculated for all the test piles and the values were between 0.31 and 0.41. 相似文献
9.
不同成桩工艺条件下冻结粉土中基桩承载性状试验研究 总被引：1，自引：1，他引：0
桩基础作为冻土工程中最适宜的基础形式,主要采用插入桩、静压桩和灌注桩三种桩型,因其成桩工艺不同对冻土地基及桩基自身造成的差异不一。为研究不同成桩工艺对冻土地基及基桩承载性状的影响,通过开展室内-1.5 ℃条件下单桩静载模型试验,分析在冻结粉土中不同成桩工艺对地温场、桩基极限承载力、桩身轴力以及桩侧摩阻（冻结力）的影响规律。试验结果表明：灌注桩对桩周地温场扰动剧烈,桩侧温度较高,地温变化幅度大。随着桩周土体的回冻,地温逐步降低,其中灌注桩桩侧降温速率最大;在承载力方面,2根灌注桩的极限承载力约为12.8 kN,静压桩为11.6 kN,插入桩极限承载力最小,仅为钻孔灌注桩的2/3。并对比4种不同成桩工艺的基桩在不同荷载条件下对应的沉降量,体现出成桩工艺对基桩沉降造成的差异性;随着桩顶荷载的逐级增加,桩侧摩阻（冻结力）和桩端阻力逐渐发挥作用,桩身上部1/3由于温度较低,致使桩侧摩阻（冻结力）较大,在10 cm深度附近温度最低,使桩侧摩阻（冻结力）达到最大值;并对比4种不同成桩工艺的基桩在荷载5.6 kN下轴力沿桩身的传递情况,发现静压桩更易把荷载传递到冻土区深层地基。 相似文献
10.
随钻跟管桩施工不能完全清除桩底岩土沉渣,从而影响桩基端承力。为揭示桩底沉渣对随钻跟管桩承载力的影响机制,开展了考虑桩底沉渣影响的随钻跟管桩竖向承载特性模型试验研究。试验结果表明:在密砂地层中,具有桩端水泥土扩大头的随钻跟管桩,其桩顶荷载-沉降曲线为缓降型,而模拟试验的其他管桩均为陡降型;桩底沉渣降低随钻跟管桩的极限承载力在22%以内,且其桩顶荷载主要由桩侧摩阻力承担,承担占比超过90%;与存在一定厚度沉渣的钻孔灌注桩相比,随钻跟管桩的桩底沉渣对降低承载力的影响相对较小;靠近桩端的轴力随着沉渣厚度的增加而减小,沉渣越厚,减少的幅度越明显;桩端水泥土扩大头施工可提高随钻跟管桩约37%的承载力,且桩端阻比均小于15%。现场原位测试(桩长为15.5 m,长径比为15.50)和室内模型试验(桩长为1 m,长径比为15.87)结果均表明:存在桩底沉渣时,随钻跟管桩是以发挥侧摩阻力为主的端承摩擦型桩。研究成果有助于进一步加深对随钻跟管桩承载性状的认识。 相似文献
11.
依据某工程实例,根据其不同类型的试桩静载荷试验成果,结合桩身应力及桩身轴力数据,对钻孔灌注桩采用后注浆工艺时具体的施工工艺进行了分析。后注浆钻孔灌注桩的实际承载力与注浆具体工艺密切相关,尤其是注浆次数对其承载力的影响极为明显,注浆量、注浆终止条件等因素对承载力亦有一定影响。 相似文献
12.
在唐山LNG罐区对9根大直径钢筋混凝土灌注桩进行了竖向荷载现场试验,其中桩端后注浆工艺试桩3根,三岔双向挤扩工艺试桩3根,挤扩支盘工艺试桩3根。基于现场静荷载和桩身应力测试结果,分析了3种不同施工工艺钻孔灌注桩竖向荷载传递规律。试验结果表明：3种不同施工工艺的大直径深长钻孔灌注桩试桩荷载-沉降曲线没有明显拐点,后注浆工艺试桩荷载传递过程表现为摩擦桩的特性,桩侧阻力几乎承担全部荷载,而三岔双向挤扩支盘工艺和挤扩支盘工艺试桩荷载传递过程表现为端承摩擦桩的特性,桩端阻力占总荷载的20%～30%;3种不同施工工艺试桩的轴力及桩-土相对位移变化规律基本相似,桩侧桩端阻力非同步发挥且相互影响,桩侧摩阻力均表现出强化现象。对整个罐区要求单桩承载力特征值不小于8 100 kN。3种施工工艺的钻孔灌注桩承载力均能满足要求。 相似文献
13.
高速铁路超长桥桩承载特性试验研究 总被引：2，自引：0，他引：2
超长桩广泛已应用于土木工程各个领域,但黄土地区超长桩的承载性状和变形特性尚不十分清楚,需要进一步研究。通过对郑西铁路客运专线某特大桥的4根超长桩现场测试项目的资料分析,得出了超长桩桩身轴力及侧阻力的变化规律,对超长桩的承载特性有了更为清晰的了解。试验结果表明,在桩顶竖向荷载作用下,桩身轴力随荷载的增加发生了局部调整,砂性土层的桩侧摩阻力具有增强效应,黏性土层的桩侧摩阻力具有退化效应;单桩竖向刚度随桩顶荷载的增加而减小,单桩竖向刚度降低40 %～70 %。 相似文献
14.
15.
S. Moshfeghi 《Georisk: Assessment and Management of Risk for Engineered Systems and Geohazards》2019,13(1):1-19
Due to variety of current pile bearing capacity methods based on cone penetration test (CPT) measurements, there is always a need for evaluating performance of existing methods to make proper choices of methods as well as safety factors for optimum design. In this regard, geotechnical databases are known as useful tools which facilitate evaluation of existing methods. This paper deals with axial bearing capacity of driven piles in sand using CPT-based methods. A database of seventy-six records is employed to analyze different criteria of interpreting static pile load test results to select the most consistent approach with the CPT-based methods. Then, performance of nine commonly used direct CPT-based methods was evaluated. Finally, via a failure probability and cost optimisation approach, optimum safety factors are presented and discussed. Analysis of different failure criteria shows that the Hansen 80% criterion leads to more consistent results with the CPT-based methods. In addition, almost all of the investigated methods showed promising performance. The attained safety factors range from 1.6 to 3.1 for all records, 1.4 to 3.1 for piles in compression, and 1.4 to 2.2 for the piles in tension. Then, efficiency of methods was evaluated and the methods with higher efficiency are introduced. 相似文献
16.
钻孔灌注桩在压浆后的承载特性得到明显改善,离散程度明显降低,但目前对压浆后钻孔灌注桩的可靠度还缺乏系统研究。收集了122根未压浆的钻孔灌注桩和147根压浆后的钻孔灌注桩静载试验资料,结合可靠度分析方法中的确定性和不确定性分析方法,利用近似概率法的基于一次二阶矩法的验算点法（简称JC法）和Monte Carlo法对钻孔灌注桩压浆前和压浆后的可靠度指标进行了对比分析。结果表明：压浆后桩的可靠度指标有很大幅度提高,压浆可减少持力层对可靠度的影响,同时后压浆桩的可靠度有随桩径增大而提高的趋势,且不同荷载效应比值下可靠度随桩径变化的趋势趋于一致。 相似文献
17.
在既有桥墩桩基础周围土体堆载时,会引起土体的沉降和侧向变形,进而在桩身产生负摩阻力,对桩基变形及承载性能有很大影响。为研究围载和单侧边载作用下群桩中不同位置桩基的受力差异,以3×3群桩基础为研究对象,进行围载和单侧边载作用下的模型试验,分析了不同位置桩基轴力、侧摩阻力、中性点位置和基桩承载力安全系数等的变化规律及差异。研究结果表明：围载工况下,角桩的轴力、侧摩阻力最大,边桩次之,中心桩最小;中性点位置角桩最深,边桩略高,中心桩距桩顶最近。边载工况下,靠近边载侧和中间一排桩基轴力、侧摩阻力与围载时的变化规律类似,远离边载侧的一排桩基受边载影响较小,无负摩阻力;各桩基中性点位置变化规律类似于围载工况。与围载工况相比,边载时同一位置桩身轴力、负摩阻力均较小,中性点位置较高。与单侧边载工况相比,围载时各基桩承载力安全系数FS均较小且随荷载的增大衰减梯度较大。该研究成果为不同堆载形式下群桩基础的设计提供参考。 相似文献
18.
通过机场—西华高速大直径超长钻孔灌注桩大吨位竖向单桩静载试验,分析了该地区大直径超长钻孔灌注桩的承载性状以及荷载传递机理。试验结果表明:试桩的Q-S曲线呈缓变型,桩端承载力占总荷载的比例均<10%,即均表现为摩擦桩特性;试桩的侧摩阻力自上而下逐步发挥,侧摩阻力和桩端阻力异步发挥且互相耦合;大直径超长钻孔灌注桩桩侧摩阻力的发挥与土层性质、土层埋深及桩顶荷载水平有关;在高荷载作用下桩侧上部土层摩阻力具有不同程度的软化现象,而中下部土层侧摩阻力具有不同程度的强化现象,甚至即使在最大加载情况下,桩身下部土层的侧摩阻力也并未完全发挥,因此在根据规范计算超长桩承载力时,不同深度土层的侧摩阻力应乘以相应不同的修正系数。 相似文献
19.
大直径超长钻孔灌注桩荷载分层传递特性试验分析 总被引：3，自引：2，他引：1
基于＂上海市虹桥综合交通枢纽交通中心工程西交通广场＂工程现场静载荷试验和桩身应力测试结果,分析竖向荷载作用下大直径超长钻孔灌注桩在成层土中的荷载传递特性。本工程试桩已加载至破坏,对此试验结果进行分析,能为深入研究大直径超长钻孔灌注桩的承载性状提供有价值的工程参考。本次试验结果表明：1）大直径超长钻孔灌注桩桩端承载力所占比例较低,荷载-沉降关系为陡降型,存在明显拐点;2）桩侧与桩端阻力非同步发挥且相互影响,而上下土层侧阻力系先后发挥至极限;3）根据试桩实测数据,土层埋深对桩周具有相似物理力学性质土层的侧摩阻力影响较大。 相似文献
20.
摩擦桩的荷载传递及承载力的一些问题 总被引：38，自引：8，他引：30
本文首先讨论桩承载力的主要影响因素,分析桩的荷载传递机制,描述各类荷载传递函数的型式,介绍桩侧摩阻力和端阻力的测定方法及实测结果。接着,分析成桩方法对承载力的影响。最后,对钻孔灌注桩的下沉,失稳和承载力变化进行讨论。 相似文献