Mechanistic-empirical permanent deformation models: Laboratory testing, modelling and ranking

https://doi.org/10.1016/j.trgeo.2020.100326Get rights and content

Abstract

Geomaterials exhibit elastoplastic behaviour during dynamic and repeated loading conditions. These loads are induced by the passage of a train or vehicle which then generates recoverable (resilient) deformation and/or permanent (plastic) deformation. Modelling this behaviour is still a challenge for geotechnical engineers as it implies the understanding of the complex deformation mechanism and application of advanced constitutive models. This paper reviews on the major causes of permanent deformation and the factors that influence the long-term performance of materials. It will also present the fundamental concepts of permanent deformation as well as the models and approaches used to characterise this behaviour, including: elastoplastic models, shakedown theory and mechanistic-empirical permanent deformation models. This paper will focus on the mechanistic-empirical approach and highlight the evolution of the models, and the main similarities and differences between them. A comparison between several empirical models as well as the materials used to develop the models is also discussed. These materials are compared by considering the reference conditions on the type of material and its physical state. This approach allows for an understanding of which properties can influence the performance of railway subgrade and pavement structures, as well as the main variables used to characterise this particular behaviour. An innovative ranking of geomaterials that relate to the expected permanent deformation and classification (UIC and ASTM) of soil is also discussed because it can be used as an important tool for the design process.

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.

References (85)

  • F. Salour et al.

    Characterization of permanent deformation of silty sand subgrades from multistage RLT tests

  • J. Wang et al.

    Residual stresses and shakedown in cohesive-frictional half-space under moving surface loads

    Geomech Geoeng

    (2013)
  • Shaer A. Al et al.

    Experimental settlement and dynamic behavior of a portion of ballasted railway track under high speed trains

    J Sound Vibration

    (2008)
  • I. Ara et al.

    Guide for mechanistic-empirical design of new and rehabilitated pavement structures (Final report, NCHRP project 1–37A)

    (2004)
  • M. Ba

    Correlation between resilient modulus and permanent deformation during a large scale model experiment of unbound base course

    Lecture Notes Civil Eng

    (2018)
  • R.D. Barksdale

    Laboratory evaluation of rutting in base course materials

    Proc. 3rd Int. Conf on the Structural Design of Asphalt Pavements London

    (1972)
  • S. Brown et al.

    Validation experiments for lower-bound shakedown theory applied to layered pavement systems

    Géotechnique

    (2012)
  • S.F. Brown et al.

    Significance of cycling confining stress in repeated-load triaxial testing of granular material

  • Y. Cai et al.

    Permanent deformation characteristics of saturated sand under cyclic loading

    Can Geotech J

    (2015)
  • J.-C. Chai et al.

    Traffic-load-induced permanent deformation of road on soft soil

    J Geotech Geoenviron Eng

    (2002)
  • A.H. Chan

    Permanent deformation resistance of granular layers in pavements

    (1990)
  • Chazallon, C. 2000. An elastoplastic model with kinematic hardening for unbound aggregates in roads. UNBAR 5...
  • C. Chazallon et al.

    Finite elements modelling of the long-term behaviour of a full-scale flexible pavement with the shakedown theory

    Int J Numer Anal Meth Geomech

    (2009)
  • C. Chazallon et al.

    Elastoplasticity framework for incremental or simplified methods for unbound granular materials for roads

    (2002)
  • C. Chazallon et al.

    Elastoplastic model for the long-term behavior modeling of unbound granular materials in flexible pavements

    Int J Geomech

    (2006)
  • C. Chazallon et al.

    A two-mechanism elastoplastic model for shakedown of unbound granular materials and DEM simulations

    Int J Numer Anal Meth Geomech

    (2012)
  • R. Chen et al.

    Cumulative settlement of track subgrade in high-speed railway under varying water levels

    Int J Rail Transportat

    (2014)
  • L.C. Chow et al.

    Framework for development of an improved unbound aggregate base rutting model for mechanistic-empirical pavement design

    Transport Res Record J Transport Res Board

    (2014)
  • I. Collins et al.

    Geomechanical analysis of unbound pavements based on shakedown theory

    J Geotech Geoenviron Eng

    (2000)
  • A.G. Correia

    Innovations in design and construction of granular pavements and railways. Advances in Transportation Geotechnics -

  • C.S. Desai

    A general basis for yield, failure and potential function in plasticity

    Int. J. Numer. Anal. Methods Geomech.

    (1980)
  • C.S. Desai et al.

    Constitutive model for geologic materials

    J. Eng. Mech. Div.

    (1984)
  • En13286-7 2004a. Unbound and hydraulically bound mixtures. Part 7: Cyclic load triaxial test for unbound mixtures...
  • S. Erlingsson et al.

    Evaluation of permanent deformation characteristics of unbound granular materials by means of multistage repeated-load triaxial tests

    Transport Res Rec J Transport Res Board

    (2013)
  • G. Gidel et al.

    A new approach for investigating the permanent deformation behaviour of unbound granular material using the repeated load triaxial apparatus

    Bulletin des Laboratoires des Pont et Chaussées

    (2001)
  • Gomes Correia A. Influence of compaction conditions on resilient and permanent deformations of aggregates mixtures of...
  • Gomes Correia, A. 2004. Evaluation of mechanical properties of unbound granular materials for pavements and rail...
  • Grabe PJ, Clayton CR. Permanent deformation of railway foundations under heavy axle loading. In: Conference, P. O. I....
  • C. Grégoire et al.

    Mechanical behavior of natural and recycled granular materials for roads

    J Test Evaluat

    (2011)
  • F. Gu et al.

    Development of a new mechanistic empirical rutting model for unbound granular material

    J. Mater. Civ.

    (2016)
  • Guo, L. Experimental study on the static and cyclic behavior of saturated soft clay under complex stress path. PhD...
  • P. Hornych et al.

    Selection and evaluation of models for prediction of permanent deformations of unbound granular materials in road pavements

    (2004)
  • Cited by (45)

    View all citing articles on Scopus
    View full text