Article

Fully-Coupled cyclic time-history analyses of monopile foundations in sand

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  • GR8 GEO Private Company
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... The model is limited to isotropic clay (not sand nor layered soils) for monopiles under cyclic loadings; the installation method effect on pile response is not considered; and simplification of foundation effect on support structure as an external force. Chaloulos et al. (2024) presented the results of 3D coupled cyclic time history numerical analyses of monopiles supporting a 12 MW OWT to assess conservatism in monopile analysis approaches and evaluate the impact of drainage conditions on monopile response accurately. The monopile is installed in dense cohesionless soils and subjected to a 600-s load history corresponding to the high phase of a 35-h design storm. ...
Thesis
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The offshore wind energy sector is growing rapidly as a means to achieving target net zero GHG (Greenhouse gas) emission by 2050. This technology is been expanded to the offshore wind turbines (OWTs) both bottom-fixed and floating foundations. The foundations of such structures have to be optimized geometrically such that they are robust and resilient against environmental loads from wind, waves and currents which are usually cyclic, multidirectional and complex in nature. Accurate modelling of the foundation behavior for bottom-fixed and floating OWTs is critical in predicting the global response of the system. This aspect of the integrated design of the entire OWT system is not very much understood in design software programs, typically resulting in empirical modelling to represent the constitutive behavior of the foundation or, and in extreme cases, models that assume the foundation is infinitely rigid (fixed) in many structural and geotechnical engineering applications. The foundation modeling for OWTs requires considering accumulated rotational deformations due to combined cyclic and sustained loading, which affects the foundation stiffness. Additionally, it needs to account for the coupling of loads from different directions. Such effects have been rarely accounted for comprehensively with simple numerical models. But, there exists certain specialized models like the Houlsby-Abadie Ratcheting Model (HARM) strongly rooted in the kinematic hardening principles within the hyperplasticity (thermo-mechanical) framework, which enables capturing of the accumulated deformations over many cycles (typically millions) of cyclic loadings. Then, there is the REDWIN model which is an acronym referring to “REDucing cost in offshore WINd by integrated structural and geotechnical design”, and it account for the multidirectional load coupling. This research focuses on programming, improving, and developing a novel constitutive model called CLAP an acronym for “Cyclic Loading & Analysis of Piles”. The output of this work can be further enhanced and used for various applications and case studies on complex multidirectional cyclic loading in the offshore industry.
... The study by Chaloulos et al. (2024) explores the response of monopile foundations for offshore wind turbines (OWTs) in dense sand under cyclic loading conditions. Utilising a three-dimensional coupled cyclic time-history numerical analysis, the research focuses on the effects of drainage conditions on the performance of monopiles. ...
Article
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This research comprises an in-depth review of monopile foundations for offshore wind turbines un-der monotonic and cyclic loads. The review study was complemented with performance evaluation of the current design methodologies using advanced finite-element analyses. Overview of intricate nature of pile-soil interactions conducted yielded inadequacy of conventional monotonic p-y curves, which were historically tailored for the oil and gas industry. The paper dives into the effects of cyclic loads on soil stiffness around monopile foundations which indicated dissensus in the scientific community. In the realm of soil damping for monopile foundations, the study underscores the com-plexities of damping and the general neglect of directly calculated soil damping ratio. Performance assessment of various design methodologies is central to this research. By comparing the conventional API p-y curves, the PISA design method, and the new ISO/API p-y curves with three-dimensional finite element analyses, a discerning evaluation emerges, pinpointing the strengths and drawbacks of the current engineering methodologies. Overall, the study concludes the pressing need for refined, evidence-based geotechnical strategies in the realm of monopile foundation de-sign and assessment.
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To evaluate lateral resistance of the rigid monopile for the wind turbine in dense sand under the lateral cyclic loading, centrifuge model tests are performed, focusing on the base resistance and degradation of the soil resistance under two-way lateral cyclic loading in short-term. The slenderness ratio (= embedded pile length to diameter) is varied from 3.75 to 8 and the loading frequency is ranging from 0.002 Hz to 0.4 Hz in the prototype scale. In cyclic loadings with a maximum horizontal displacement of 5% of the pile diameter, build-up of the excess pore water pressure is observed but the maximum value of the average excess pore water pressure ratio is around 50% in steady-state for the dense sand whose relative density is 80%. A simple analytical model for the rigid pile with considering the base resistance is derived and is used to quantify the significance of the resistance at the pile base and degradation of the soil resistance under the cyclic loading. When the slenderness ratio is less than five, the significant contribution of the moment resistance at the base is confirmed. Estimation of the degradation of the horizontal subgrade reaction coefficient using the simple analytical model suggests that, by cyclic shear tests for determination of deformation properties of soil in a laboratory, it is possible to estimate the degradation of the soil stiffness and parameters for the reduced sway-rocking type foundation model.
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Optimised design is essential to reduce the cost of monopiles for offshore wind turbines. For this purpose, an in-depth understanding of the behaviour of monopile–soil interaction is required. As more wind farms are planned in seismically active areas, the undrained behaviour of sandy soils (and the possibility of soil liquefaction) and these soils’ effects on monopile cyclic response need critical evaluation. Considering the lack of well-established test programs, implicit three-dimensional (3D) finite-element (FE) methods stand out as a robust tool to identify and highlight the governing geo-mechanisms in monopile design. In this work, an implicit 3D FE implementation of SANISAND-MS for undrained soil behaviour, termed SANISAND-MSu, is deployed in OpenSees to serve these objectives. The role of pore-water pressure on monopile performance is comprehensively investigated by comparisons between drained and undrained soil behaviour. Local soil responses are studied in detail in relation to parameters in laboratory soil testing and application to monopile geotechnical design. The results of simulations are also used to evaluate numerical p–y curves as a function of the number of load cycles on the pile. The conclusions in this work contribute to ongoing research on monopile–soil interaction and support the development of lifetime analysis for monopile–soil systems.
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The Ta-Ger constitutive model for sand implemented in the finite difference code FLAC 3D was used to simulate selected field tests of monopiles in Dunkirk sand conducted as part of the PISA program. The test piles simulated were medium diameter piles subjected to both monotonic and cyclic lateral and overturning loading. Comparison between numerical results and test measurements show that the simulations can reproduce the basic mechanisms of the monopile/soil system response, under both monotonic and cyclic loading. Features reproduced in the simulations include the increase of the system stiffness during cyclic loading and the associated decreasing rate of accumulation of lateral displacement and rotation. Lateral soil support in terms of p-y curves as well as distributed moment due to vertical shear stresses along the pile perimeter were obtained from the numerical analysis. It is shown that the numerical methodology can be used to gain insight into soil-OWT foundation interaction mechanisms and derive the soil reactions acting on the foundations as a result of lateral and overturning loads.
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Based on advanced 3D finite element modelling, this paper analyses the stress paths experienced by soil elements in the vicinity of a monopile foundation for offshore wind turbines subjected to cyclic loading with the aim of informing soil laboratory testing in support of monopile foundation design. It is shown that the soil elements in front of the laterally loaded monopile are subjected to complex stress variations, which gradually evolve towards steady stress cycles as the cyclic lateral pile loading proceeds. The amplitude, direction and average value of such steady stress cycles are dependent on the depth and radial distance from the pile of the soil element, but it also invariably involves the cyclic rotation of principal stress axes. Complementary laboratory testing using the hollow-cylinder torsional apparatus was carried out on granular soil samples imposing cyclic stress paths (with up to about 3 × 104 cycles) which resemble those determined after 3D finite element analysis. The importance of considering the cyclic rotation of principal stress axes when investigating the response of soil elements under stress conditions mimicking those around a monopile foundation subjected to cyclic lateral loading is emphasised.
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Bucket foundations have been increasingly used to support offshore wind turbines as alternatives to monopiles. Despite the substantial research effort on the bearing capacity and stiffness of such foundations in recent year, there is still a lack of knowledge regarding their cyclic response in saturated sand. In this paper, the multiaxial sand constitutive model Ta-Ger implemented in the finite deference code FLAC3D is employed in the analysis of the lateral response of bucket (skirted) foundations subjected to wind/wave loading. The model is reformulated to reproduce the cyclic response of sand for undrained, fully drained and partially drained conditions, using a unique set of calibration parameters. Having been calibrated against laboratory data available in literature, it is then used to predict the long-term cyclic lateral response of a bucket foundation in dry medium dense sand from a centrifuge experiment. After building confidence in the numerical approach the drainage effects are investigated. To gain qualitative insights into the effect of drainage conditions, the 3D numerical model, used to simulate the centrifuge test, was analyzed under saturated conditions and a range of soil permeabilities. It was shown that when flow is allowed the response up to a number-of-cycles threshold resembles that of fully drained conditions. Above this threshold, significant and abrupt increase of excess pore water pressures occurs causing liquefaction. Increasing the permeability delays the occurrence of liquefaction and the associated development of large deformations
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When discussing the connection of wind energy and climate change, normally, the potential of wind energy to reduce green house gas emissions is emphasised. Hence, effects of wind energy on climate change are analysed. However, what about the other direction? What is the impact of climate change on wind energy? Recently, the effect of a reversal in global terrestrial stilling,that is, an increase in global wind speeds in the last decade, on the wind energy production has been analysed. Certainly, knowledge about potential changes in energy production is essential to plan future energy supply. Nonetheless, at least similarly important is the effect on loads acting on wind turbines. Increasing loads due to higher wind speeds might reduce wind turbine lifetimes and yield higher costs. Moreover, especially for already existing turbines, it might even affect the structural reliability. Since the impact of climate change on wind turbine loads is largely unknown, it is studied in this work in more detail. For this purpose, different existing models for predicted changes in wind speed and air temperature and their uncertainties are used to forecast the environmental conditions an exemplary offshore wind turbine is exposed to. Subsequently, for this turbine, the lifetime fatigue damages are calculated for different prediction models. It is shown that the expected changes in lifetime fatigue damages are present but relatively small compared to other uncertainties in the fatigue damage calculation.
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A framework for the estimation of coseismic deformations in the postliquefaction regime is developed based on an extensive database of available cyclic undrained stress-controlled tests on clean sand samples without static shear bias, covering a wide range of relative densities. Based on fundamental experimental observations, a compliance rate is defined as the postliquefaction shear strain rate per cycle over the shear stress amplitude. Semiempirical relationships of the compliance rate as a function of relative density are developed to provide guidance for estimating postliquefaction shear strains. The proposed framework provides a basis for the calibration of advanced constitutive models capable of capturing postliquefaction strain accumulation. A calibration methodology is proposed using both existing liquefaction resistance curves and the newly developed semiempirical relationships for estimating postliquefaction shear strain accumulation. The validity of the proposed methodology is demonstrated by numerical simulations, using the PM4Sand model, of two well-documented centrifuge tests focusing on liquefaction-induced demands on engineering structures.
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This paper presents an analytical methodology for calibration of the Hyperplastic Accelerated Ratcheting Model (HARM, Houlsby et al., 2017 [3]), based on a closed-form expression for the accumulation of ratcheting strain with cyclic history. The proposed method requires the fit of one test response and of a few continuous cyclic tests. The initial motivation for this work is the calibration of models for the design of piles subjected to long-term cyclic lateral loading, and the test results from Abadie et al. (2018, 2015) [1,2] are used for calibration and proofing of the model. Nevertheless, the method is applicable to other problems of similar behaviour.
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The development of the offshore wind industry is motivating substantial research efforts worldwide, where offshore wind turbines (OWTs) of increasing size are being installed in deeper water depths. Foundation design is a major factor affecting the structural performance of OWTs, with most installations founded to date on large-diameter monopiles. This work promotes advanced 3D finite element (FE) modelling for the dynamic analysis of OWT-monopile-soil systems. A detailed FE model of a state-of-the-art 8 MW OWT is analysed by accounting for dynamic soil-monopile interaction in presence of pore pressure effects. For this purpose, the critical-state, bounding surface SANISAND model is adopted to reproduce the hydro-mechanical cyclic response of the sand deposit. The response to realistic environmental loading histories (10 min duration) are simulated, then followed by numerical rotor-stop tests for global damping estimation. While linking to existing literature, all FE results are critically inspected to gain insight relevant to geotechnical design. The modelling tools adopted (i) support the robustness of ‘soft-stiff’ foundation design with respect to natural frequency shifts, even during severe storm events; (ii) provide values of foundation damping in line with field measurements; (iii) suggest that pore pressure effects might more likely affect soil-monopile interaction under weak-to-moderate environmental loading.
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We present a theoretical model to describe the response of a one dimensional mechanical system under cyclic loading. Specifically, the model addresses the non-linear response on loading, hysteretic behaviour on unloading and reloading, and the phenomenon of ratcheting under very many cycles. The methods developed are formulated within the hyperplasticity framework. The model can be expressed in the form of general incremental relationships, can therefore be applied without modification directly to any loading history, and can be readily implemented within a time-stepping numerical code. A rigorous procedure is described to accelerate the ratcheting process, so that the effects of very large numbers of cycles can be analysed through a reduced number of cycles. A generalisation from unidirectional to multidirectional loading is described, together with a tensorial form for application to material modelling. The original motivation was for the application to design of piles under lateral loading, and an example of this application is provided. However, the model is equally applicable to many other problems involving unidirectional or bi-directional cyclic loading in which the system exhibits a similar character of hysteretic behaviour, with ratcheting under large numbers of cycles.
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The Ichthys Riser Support Structure (RSS) is a large subsea structure in 250 m water depth, which comprises a 110 m tall tower with a 130 m wide arch for supporting up to 25 flexible risers and umbilical's as they transition from the seabed to the semi-submersible Central Processing Facility (CPF). The foundation for the RSS comprises a skirted raft approximately 69 m x 38 m in plan with a central cut-out and 6.8 m deep skirts installed in uncemented carbonate sediments through a combination of self penetration and suction assistance. A 40 year design life combined with the requirement for no loss of containment during a 1 in 10,000 year metocean or seismic event made the geotechnical and foundation engineering design a challenge. This paper will describe the innovations adopted in assessing the RSS foundation capacity against the design in-place loads and the key results and observations with respect to the installation of the foundation.
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A simplified design procedure for foundations of offshore wind turbines is often useful as it can provide the types and sizes of foundation required to carry out financial viability analysis of a project and can also be used for tender design. This paper presents a simplified way of carrying out the design of monopiles based on necessary data (i.e. the least amount of data), namely site characteristics (wind speed at reference height, wind turbulence intensity, water depth, wave height and wave period), turbine characteristics (rated power, rated wind speed, rotor diameter, cut-in and cut-out speed, mass of the rotor-nacelle-assembly) and ground profile (soil stiffness variation with depth and soil stiffness at one diameter depth). Other data that may be required for final detailed design are also discussed. A flowchart of the design process is also presented for visualisation of the rather complex multi-disciplinary analysis. Where possible, validation of the proposed method is carried out based on field data and references/guidance are also drawn from codes of practice and certification bodies. The calculation procedures that are required can be easily carried out either through a series of spreadsheets or simple hand calculations. An example problem emulating the design of foundations for London Array wind farm is taken to demonstrate the proposed calculation procedure. The data used for the calculations are obtained from publicly available sources and the example shows that the simplified method arrives at a similar foundation to the one actually used in the project.
Article
Commonly used simplified one-dimensional nonlinear seismic site response analyses employ constitutive models based on a variation of the hyperbolic model to represent the initial stress-strain backbone curve. Desirable features of the backbone curve include provision of (1) an initial shear modulus at zero shear strain, (2) a limiting shear stress at large shear strains, and (3) flexible control of the nonlinear behavior between those boundary conditions. Available hyperbolic models have combinations of two of these features. A new general quadratic/hyperbolic (GQ/H) model is developed from the bivariate quadratic equation to provide all desired features. Nonlinear behavior is controlled by a shear-strain-dependent curve-fitting function. The model’s unload-reload rules and coupling with pore-water pressure generation are also presented. Several total-stress site response analyses are presented to demonstrate the performance of the GQ/H model relative to a commonly used hyperbolic model in which the maximum shear stress cannot be defined. The analyses show the importance of properly representing the maximum shear stress in the constitutive model because it may lead to underestimation or overestimation of the computed site response.
Article
Four semi-empirical procedures for construction of p-y curves in cohesionless soils were developed to fit data from a particular load test or a specific set of tests on similar soils. The relative accuracy of these procedures is studied by applying each to a variety of conditions defined in a data base consisting of full-scale lateral load tests in very loose to very dense cohesionless soils and of piles with several cross-sectional shapes and a range of diameters.
Conference Paper
A finite element based procedure for calculation of the behaviour of offshore foundations subjected to combined cyclic and average loads is presented. A material model called PDCAM is developed for this purpose. The input to the model is strain and pore pressure contour diagrams from undrained cyclic laboratory tests, stress-strain relationships from drained monotonic triaxial compression and extension tests, non-linear compressibility curves from oedometer tests and permeability coefficients. The applied load history is idealized by a load composition containing load parcels with average and constant cyclic loads in each parcel. The soil is assumed to be perfectly undrained during one single load cycle, while pore pressure dissipation is accounted for under the average loads by a coupled non-linear consolidation phase. The performance of the procedure is demonstrated by some idealized examples and by back calculation of a centrifuge test of a gravity base structure on very dense sand.
Article
Offshore wind turbines (OWTs) are generally supported by large-diameter monopiles, with the combination of axial forces, lateral forces, bending moments, and torsional moments generated by the OWT structure and various environmental factors resisted by earth pressures mobilized in the soil foundation. The lateral loading on the monopile foundation is essentially cyclic in nature and typically of low amplitude. This state-of-the-art review paper presents details on the geometric design, nominal size, and structural and environmental loading for existing and planned OWT structures supported by monopile foundations. Pertinent ocean-environment loading conditions, including methods of calculation using site-specific data, are described along with wave particle kinematics, focusing on correlations between the loading frequency and natural vibration frequency of the OWT structure. Existing methods for modeling soil under cyclic loading are reviewed, focusing in particular on strain accumulation models that consider pile–soil interaction under cyclic lateral loading. Inherent limitations=shortcomings of these models for the analysis and design of existing and planned OWT monopile foundations are discussed. A design example of an OWT support structure having a monopile foundation system is presented. Target areas for further research by the wind-energy sector, which would facilitate the development of improved analyses=design methods for offshore monopiles, are identified.
Article
Based on laboratory tests with constant cyclic shear stress, a method for predicting clay behaviour under storm loading which causes varying cyclic shear stresses is developed. The method is based on accumulated cyclic shear strains, and is used to predict cyclic shear stresses and in tests with strain-controlled cyclic loading.
Article
Friction between sand and steel is studied by laboratory tests under repeated loading. The interface behavior under one-way and two-way repeated loading was compared with the behavior under monotonic loading. Once a sand-steel interface slides, the coefficient of friction at the re-start of sliding becomes different from the peak value in the first. The coefficient of friction under repeated loading converges to a value close to the residual shear stress ratio of the sand mass. A shear zone formation along sand-steel interface was observed with macroscopic photographing. This shear zone formation along the sand-steel interface explains the decrease of upper-limiting value of the coefficient of friction. The amount of particle crushing was evaluated by sieving the sand before and after the friction tests.
Thesis
As part of various research projects [including the SRS (Savannah River Site) Project AA891070, EPRI (Electric Power Research Institute) Project 3302, and ROSRINE (Resolution of Site Response Issues from the Northridge Earthquake) Project], numerous geotechnical sites were drilled and sampled. Intact soil samples over a depth range of several hundred meters were recovered from 20 of these sites. These soil samples were tested in the laboratory at The University of Texas at Austin (UTA) to characterize the materials dynamically. The presence of a database accumulated from testing these intact specimens motivated a re-evaluation of empirical curves employed in the state of practice. The weaknesses of empirical curves reported in the literature were identified and the necessity of developing an improved set of empirical curves was recognized. This study focused on developing the empirical framework that can be used to generate normalized modulus reduction and material damping curves. This framework is composed of simple equations, which incorporate the key parameters that control nonlinear soil behavior. The data collected over the past decade at The University of Texas at Austin are statistically analyzed using First-order, Second-moment Bayesian Method (FSBM). The effects of various parameters (such as confining pressure and soil plasticity) on dynamic soil properties are evaluated and quantified within this framework. One of the most important aspects of this study is estimating not only the mean values of the empirical curves but also estimating the uncertainty associated with these values. This study provides the opportunity to handle uncertainty in the empirical estimates of dynamic soil properties within the probabilistic seismic hazard analysis framework. A refinement in site-specific probabilistic seismic hazard assessment is expected to materialize in the near future by incorporating the results of this study into state of practice.
Article
In order to examine the effects of fabric anisotropy on the relationships between the cyclic triaxial and torsional shear strengths, a series of cyclic undrained triaxial and torsional shear tests was performed on three kinds of sands made by three different sample preparation methods. The test results showed that the cyclic undrained strengths varied with sample preparation methods. In particular, the effects of sample preparation methods were clearly observed in the triaxial test. The relationships between the cyclic triaxial and torsional shear strengths also varied with sample preparation methods. In addition, it was found that the effects of fabric anisotropy due to the difference in the sample preparation methods appear in the axial deformation and the developed pore water pressure characteristics during the cyclic triaxial test. In order to evaluate quantitatively the effects of fabric anisotropy on the relationships between the cyclic triaxial and torsional strengths, new index parameters were introduced, which express the degree of the anisotropy of specimens. Consequently, it was indicated that there exists a unique rule between these parameters and the ratio of torsional strengths to triaxial strengths.
Article
A cooperative test program of cyclic undrained triaxial tests was performed by five laboratories for both loose (D//r equals 50%) and dense (D//r equals 80%) air-pluviated specimens of Toyoura Sand, which is a clean fine uniform sand having sub-angular to angular shaped particles. This test material has been widely used in Japan for the study of sand liquefaction. The tests were performed following the specified test procedures described in this paper. It was found that the cyclic undrained strength value for a specimen diameter of 5 cm is slightly larger than that for a specimen diameter of 7-10 cm. The major part of the scattering of the data was found due to different specimen diameters. For a similar specimen diameter, a very good degree of agreement for cyclic undrained strength value was obtained.
Article
The effects of sample preparation methods on the cyclic undrained stress-strain behavior of sands were investigated by means of triaxial and torsional shear tests using two kinds of clean sands and one kind of sand including fines, with a wide variation in the sample density. Four different sample preparation methods were adopted; air-pluviation, wet-tamping, wet-vibration, and water-vibration. The differences in the effects of sample preparation methods were found to be significant in both testing methods. However, specific ways in which the sample preparation methods affected the results were not consistent between the triaxial and torsional shear tests. This indicates that the process of estimating cyclic undrained simple shear strengths from triaxial strengths is not as simple as has previously been considered. It was found that in torsional shear tests the shapes of strength curves in the planes of the cyclic stress ratio and the logarithm of the number of cycles Nc are similar for different sample preparation methods, in the sense that the different curves collapse into a single curve when these curves are moved appropriately along the log Nc-axis. It was also found that for the same sample density the effects of the sample preparation method on the cyclic undrained stress-strain behavior decrease with the increase in strain. A new density index is proposed, from which the cyclic undrained behavior can be estimated for different sample preparation methods and for different kinds of sands until the shear strain becomes around 3% in double amplitude.
Article
A comprehensive numerical model for the analysis of offshore foundations under a general transient loading is presented here. The theoretical basis of the model lies on the Swansea formulation of Biot’s equations of dynamic poroelasticity combined with a constitutive model that reproduces key aspects of cyclic soil behaviour in the frame of the theory of generalised plasticity. On the practical side, the adoption of appropriate finite element formulations may prevent the appearance of spurious numerical instabilities of the pore pressure field. In this respect, the use of a coupled enhanced-strain element is here proposed. On the other hand, the practicality of the presented model depends ultimately on its computational efficiency. Some practical recommendations concerning the solution strategies, the matrix storage/handling procedures and the parallel multi-processor computation are here provided. Finally, the performance of the model with a benchmark study case and its practical application to analyse the soil-structure interaction of an offshore monopile under a realistic transient storm loading are discussed.
Article
A study on the influence of the plasticity index (PI) on the cyclic stress-strain parameters of saturated soils needed for site-response evaluations and seismic microzonation is presented. Ready-to-use charts are included, showing the effect of PI on the location of the modulus reduction curve G/G(max) versus cyclic shear strain-gamma-c, and on the material damping ration gamma-versus-lambda-c curve. The charts are based on experimental data from 16 publications encompassing normally and overconsolidated clays (OCR = 1-15), as well as sands. It is shown that PI is the main factor controlling G/G(max) and lambda for a wide variety of soils; if for a given gamma-c PI increases, G/G(max) rises and lambda is reduced. Similar evidence is presented showing the influence of PI on the rate of modulus degradation with the number of cycles in normally consolidated clays. It is concluded that soils with higher plasticity tend to have a more linear cyclic stress-strain response at small strains and to degrade less at larger gamma-c than soils with a lower PI. Possible reasons for this behavior are discussed. A parametric study is presented showing the influence of the plasticity index on the seismic response of clay sites excited by the accelerations recorded on rock in Mexico City during the 1985 earthquake.