Mechanistic-empirical permanent deformation models: Laboratory testing, modelling and ranking
Introduction
Pavements and railway structures are designed for a certain lifespan and they usually require reconstruction and/or major maintenance work because the materials may experience fatigue, cracking or be under an excessive amount of cumulative permanent deformation (or rutting in the case of pavements) due to the passage of traffic. Plastic or permanent deformation usually occurs in the geomaterials (base, sub-base or subgrade soils) which are responsible for the surface rutting and that can lead to significant passenger discomfort [60]. This is why knowing and understanding the deformation and failure mechanisms of geomaterials under dynamic and cyclic loading is so important when designing and planning the maintenance of pavements and railway structures [49]. Indeed, an accurate estimation or prediction of the amount of cumulative settlement will help pavements and /or railway structures avoid a mediocre performance [6], [54], [59]. This is why the permanent deformation of geomaterials should be included in the design since otherwise, it can lead to higher annual rehabilitation costs [59].
Over the past decades, researchers have been so concerned about permanent deformation and they continually search for the most accurate methods and models that will measure and predict these values [54], [48], [72], [30], among others. To achieve these objectives, laboratory investigations using cyclic triaxial tests, simple and cyclic shear tests, resonant column and hollow cylinder tests, among others have been carried out. These tests were often used to determine shear stress–strain behaviour, resilient modulus (Mr) of subgrade geomaterials considering reversible and irreversible deformation under cyclic loads [32], [24]. The reversible (elastic) is usually described by non-linear elastic models, but since permanent deformation is more complex, it depends on the accumulation of N loading cycles.
One of the main objectives of this paper is to review on the main causes of permanent deformation on pavements and railway structures and the factors that can increase this phenomenon. It is noted that while the materials should be able to resist permanent deformation, this resistance will depend on the number of load cycles and stress levels [46], the thickness of the layer, and the granulometry of the material. This also includes other external factors such as the physical state of the soil, which is often difficult to control because it depends on other environmental aspects such as the moisture content, and degree of saturation, etc.
The behaviour of geomaterials under cyclic loads can be characterised by either using complex elastoplastic models (recoverable and permanent deformation are both considered) or by shakedown theory and mechanistic-empirical models [37]). The elastoplastic models, however, despite their ability to accurately predict permanent deformation (the loading history is considered because the equation is solved based on incremental steps), they are difficult to implement, time consuming, and complex [50]. Most of these models only consider a low number of load cycles, which is not in accordance with the in situ conditions where the number of loads is up to million cycles. Indeed, these models are very demanding computationally because they require the simulation of repeated load applications in pavements/railway structures. The development of formulations based on cyclic constitutive laws may be expressed through conventional concepts such as the yield condition, hardening and flow rules. The main problem with the numerical implementation is that the increment of permanent deformation per cycle becomes very small quickly, and this leads to problems with the computational accuracy of the results [1]. The focus of this work will be on mechanistic-empirical models. These models are based on extensive laboratory testing results, so they can correctly simulate the response of materials; they are easy to implement, and they depend on fewer parameters than conventional elastoplastic models.
In order to select the best testing approach and the most suitable model, it is important to understand the conditions needed for its development such as the properties of the materials tested, degree of compaction, moisture content, etc., as well as the main variables/factors that can influence the response of the material. This paper reviews on the existing methods used to estimate the irreversible deformation of geomaterials, followed by a parametric study that includes comparisons among some selected models on different materials with different classifications (UIC and ASTM), properties, granulometry, and physical states. This comparison allows to estimate the permanent deformation and to rank materials according to the predicted deformation data and soil classification, which is a helpful tool in the design of the pavement and railway structures. It is also noted that this ranking should be interpreted as a reference value because it depends on several properties and soil conditions.
Section snippets
Causes of permanent deformation
Permanent deformation occurs in pavements and railway lines due to repeated traffic loading; and if the volume of traffic is high enough it may lead to permanent deformation and/or structural failure. Therefore, it is crucial to identify the main causes of permanent deformation and adopt appropriate measures, even during the design process. Furthermore, transition zones are also important areas due to the possible development of differential settlement due to differences in stiffness between
Laboratory testing
There are a number of laboratory tests currently used to evaluate the permanent deformation of geomaterials; they attempt to reproduce in situ stress conditions in pavements and railway structures. The cyclic triaxial test is the most widely used to study of geomaterials subjected to cyclic loads. However, in these tests, the principal stresses are always horizontal or vertical, which may not always correspond to in situ conditions where the materials are subjected to moving loads and rotations
Modelling approaches
Permanent deformation can be predicted either by numerical simulations using elastoplastic models utilising the shakedown theory or mechanistic-empirical deformation models based on laboratory tests such as cyclic triaxial tests or hollow cylinder apparatus. In addition, the accumulated permanent deformation can be measured by the repeated load triaxial (RLT) tests developed in the laboratory.
Mechanistic-empirical permanent deformation models have become much more complex due to the inclusion
Mechanistic-empirical permanent deformation models
The mechanistic-empirical model is often derived from laboratory test results such as the triaxial cyclic tests, direct shear tests or large-scale cubical tests. There have been a number of predictive models used to study permanent deformation range from purely empirical to mechanistic and plasticity theory-based models. However, some of these models are only applicable to specific stress states or testing conditions so they have never been evaluated for a wide range of stress states, or types
A comparison of permanent deformation models – parametric study
This section attempts to compare different permanent deformation models available for different types of soils considering the model developed by Chen et al. [19]. Whereas this comparison depends on the soil classification, the results go beyond the soil type. Indeed, while two soils can be integrated into the same classification (UIC or ASTM), the laboratory conditions may differ greatly and therefore lead to different results.
It is noted that Chen et al. [19]’s model considers the stress
Ranking the materials
The materials and calibration process described in the previous section enable the results to be interpreted and the materials can be ranked according to their resistance to permanent deformation [22]. This information can then be used to predict permanent deformation during the design process. The ranking process provides reference values according to the type of material as well as the moisture content close to optimum conditions. In reality, Fig. 10 is a re-interpretation of Fig. 9. This
Conclusions
The ability to determine the permanent deformation of geomaterials is very important when modelling and evaluating the performance of pavements and railway structures; it is also a key factor when estimating future maintenance operations and the respective costs. This review paper has aimed to frame the main reasons why permanent deformation models were developed, particularly in pavements and railway structures. However, some issues related to traffic-induced permanent deformation weren’t
CRediT authorship contribution statement
Ana Ramos: Writing - original draft. António Gomes Correia: Conceptualization, Methodology, Supervision, Funding acquisition, Writing - review & editing. Buddhima Indraratna: Writing - review & editing. Trung Ngo: Writing - review & editing. Rui Calçada: Writing - review & editing. Pedro Alves Costa: Writing - review & editing.
Acknowledgments
This work was partially carried out under the framework of In2Track, a research project of Shift2Rail. It was also supported by FCT - “Fundação para a Ciência e a Tecnologia” - PD/BD/127814/2016. The Authors also wish to acknowledge the collaboration among them through the scheme of Industrial Transformation Training Centre for advancing track infrastructure (ITTC-Rail, IC170100006), funded by the Australian Research Council.
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