Abstract
Magnetorheological elastomers, as a class of smart functional materials, have attracted considerable attention in various engineering and biomedical applications. Transversely isotropic MREs containing chain-like magnetic particle structures particularly exhibit enhanced mechanical and actuation properties compared with their isotropic counterparts. Employing nonlinear continuum mechanics framework together with finite strain theory, this study develops a physics-based constitutive model to predict the coupled magneto–mechanical–thermal behavior of such materials. In this formulation, the deformation gradient, magnetic induction, temperature, and particle-chain orientation are treated as independent variables in defining the total Helmholtz free energy function. In addition to the proposed theoretical framework, a series of experimental tests are performed for model validation and parameter identification. The overall behavior of transversely isotropic MREs is subsequently examined under different particle-chain orientations and loading conditions. For the cylindrical MRE specimen, the results show that the material stiffness increases with both magnetic field strength and temperature, and exhibits a peak response at a particle-chain tilt angle of approximately 45° relative to the axial direction.
Introduction
Magnetorheological elastomers (MREs) are functional composite materials in which magnetic particles are dispersed within an elastomeric matrix, imparting magnetoactive behavior to the material. Depending on the arrangement of the magnetic particles within the matrix, MREs are generally classified as either isotropic, characterized by randomly and uniformly distributed particles, or anisotropic, in which the particles exhibit a preferred directional alignment. When subjected to an external magnetic field, MREs behave as smart functional materials whose mechanical and magnetic properties can be actively tuned by varying the applied loading conditions. This tunable feature makes them promising candidates for a wide range of engineering applications. For instance, the incorporation of MREs in vibration isolators and dampers enables controllable stiffness and damping characteristics, allowing these devices to adapt in real time to varying operating conditions over a wide range of excitation frequencies and amplitudes (Bastola and Li, 2018; Choi and Wereley, 2022; Erenchun et al., 2024; Lin et al., 2023; Sun et al., 2020; Tao et al., 2018). In addition, MREs play a crucial role in the development of soft actuators and soft robotic systems by providing magnetically tunable stiffness and force output within compliant structures. This field-responsive behavior allows soft actuators to dynamically adjust their mechanical response, thereby achieving an effective balance between flexibility and load-bearing capability according to task requirements (Bellelli et al., 2025; Böse et al., 2021; Jadhav et al., 2022; Park et al., 2023; Xu et al., 2024). More recently, attention has extended toward their potential use in biomedical engineering, such as tissue engineering scaffolds (Gonzalez-Rico et al., 2021), targeted drug delivery systems (Cesmeci et al., 2023; Vakil et al., 2022), and cardiovascular surgical devices (Hooshiar et al., 2021). Understanding, characterizing, and accurately modeling the behavior of MREs under various conditions is therefore of critical importance for effective use of these emerging mart materials for design and development of MRE-based adaptive systems and structures.
Extensive experimental investigations have also been conducted to characterize the behavior of MREs with respect to various parameters such as particle size and volume fraction (Li and Sun, 2013; Winger et al., 2019), prestrain (Lejon and Kari, 2009; Vatandoost et al., 2021), type of magnetic particles used (Wu et al., 2010), and effect of particle orientation angle on magnetostrictive performance (Guan et al., 2008). It is also reported that, compared with their isotropic counterparts, anisotropic MREs exhibit a more pronounced magnetorheological (MR) effect (Bellanc and Bossis, 2002; Fakhree et al., 2022). This enhancement arises from the reduced interparticle distance, which strengthens the magnetic interactions between adjacent particles. Studying the effect of MRE matrix, Alam et al. (2021) investigated isotropic and anisotropic NR- and NBR-based MREs and demonstrated that NBR composites exhibit stronger magnetic stiffening, better particle-chain structuring, and enhanced anti-stress-relaxation behavior. However, their study remained empirical and did not provide a predictive framework for field- and orientation-dependent response.
In addition to experimental investigations, most modeling approaches for MREs have employed phenomenological techniques, whose predictive capability is typically restricted to the range of loading conditions used in the experiment for parameter identification. Gong et al. (2022) developed a torque-balance model where particle–particle and chain–chain interactions govern field-induced bending, yielding acceptable agreement with deformation experiments but applying only to slender, suspended chain-like specimens under small rotations. Tian and Nakano (2018) quantified the viscoelastic response of directional MREs with a 45° particle-chain alignment, but did not provide a constitutive model capable of predicting the material behavior under general loading conditions. For a detailed overview of these modeling strategies, readers are referred to the review paper presented in Saber and Sedaghati (2023). Among continuum-based models, which have received comparatively less attention, one of the earliest attempts to describe the behavior of transversely isotropic MREs was made by Bustamante (2010), who developed a physics-based framework using the concept of the Helmholtz free energy function to derive constitutive relations for materials with a preferred chain orientation. However, due to the limited availability of experimental data at that time, the material parameters could not be thoroughly identified. Saxena et al. (2014) extended the mathematical framework to incorporate the magneto-viscoelastic behavior of transversely isotropic MREs by introducing an internal variable into the constitutive equations to account for material time-dependent response. Later, Itskov and Khiêm (2016) proposed a polyconvex free-energy formulation using generalized magneto-elastic invariants and structural tensors, but this framework was purely isothermal with lack of experimental validation in thermally varying and highly anisotropic MREs. Recently, Beheshti et al. (2021) presented a refined continuum model based on a modified Lopez-Pamies energy function to describe the magneto-mechanical response of transversely isotropic MREs, supported by a series of experimental tests for parameter identification.
Experimental observations have demonstrated that temperature exerts a significant influence on both the elastic and viscoelastic responses of MREs (Saber and Sedaghati, 2025c). To capture this effect, a theoretical model incorporating temperature as an independent variable was introduced into the total energy function using the concept of constant heat capacity (Mehnert et al., 2017; Vertechy et al., 2013). More recently, Saber and Sedaghati (2025a) extended this framework and performed experimental investigations to validate their proposed magneto-hyperelastic–thermal coupled model for isotropic MREs. In this study, the temperature range examined was −10°C to 40°C, and the results showed that for an Ecoflex-0010 matrix, an increase in temperature led to higher shear stiffness. However, it has also been reported that the influence of temperature and the magnetorheological effect on the mechanical response of the matrix phase depends strongly on the specific elastomer employed (Liao et al., 2020; Poojary et al., 2024). More specifically, temperature-dependent trends in MRE stiffness are known to be matrix-sensitive and may exhibit either monotonic or non-monotonic behavior, depending on factors such as elastomer chemistry, filler–matrix bonding characteristics, and the applied loading conditions (Agirre-Olabide et al., 2015; Li et al., 2016; Wan et al., 2019; Zhang et al., 2011).
Although several studies have proposed physics-based models to describe the behavior of MREs, most have focused exclusively on their isothermal magneto-mechanical coupling, with relatively few addressing the combined magneto-mechanical–thermal interactions. Moreover, the limited number of existing thermo-magneto-mechanical models have primarily been developed for isotropic MREs. Motivated by this research gap, the present study aims to develop a coupled magneto-mechanical–thermal physics-based model capable of predicting the response of transversely isotropic MREs under various loading conditions, supported by experimental validation.
Consequently, the model is applicable to a broad class of MREs that can be idealized as (i) nearly incompressible, (ii) characterized by a single preferred direction associated with particle-chain alignment (transverse isotropy), and (iii) assuming quasi-static condition, magnetic particles with negligible remnant magnetization, an effectively linear magnetic response, and insignificant magnetostriction. Provided that these assumptions are satisfied, the proposed framework is capable of describing the MRE response under various combinations of magnetic, thermal, and mechanical loading conditions.
The rest of this paper is organized as follows. Section 2 outlines the fabrication procedure and experimental testing methods. Section 3 presents the fundamental concepts and governing equations used to describe the coupled magneto-mechanical–thermal deformation response of transversely isotropic MREs. The analytical results and model verification are discussed in Section 4, followed by the concluding remarks in Section 5.
Experiment
To characterize the response of transversely isotropic MREs and to validate the proposed model, a series of experimental tests were performed. The fabrication process and testing procedures are presented in this section. The primary objective of these experiments is to investigate the coupled magneto–mechanical–thermal behavior of a fabricated transversely isotropic MRE cylindrical specimen subjected to torque–twist loading.
MRE sample fabrication
MREs generally consist of two main components: an elastomeric matrix and dispersed magnetic particles. In some cases, additives are incorporated to facilitate fabrication or to improve the mechanical and magnetic properties of the final composite. In this study, to fabricate a transversely isotropic MRE cylindrical sample (Figure 1), a commercial silicone elastomer, Ecoflex-0010™ with a Shore hardness of 10, was used as the host matrix, while micron-sized BASF soft carbonyl iron powder (CIP) served as the ferromagnetic phase. To fabricate the transversely isotropic MRE samples, parts A and B of Ecoflex-0010 were mixed at a 1:1 ratio, and CIP was added at a volume fraction of 25%. The mixture was then blended using a planetary mixer operating at 2000 rpm for 45 s to ensure uniform dispersion of the particles. To remove trapped air bubbles, the mixture was subsequently placed in a vacuum chamber at a pressure of 27 in Hg for approximately 3 min and then slowly poured into a 3D-printed mold designed to produce cylindrical samples with a height of 10 mm and a diameter of 20 mm. To induce a chain-like alignment of the magnetic particles, the mold containing the uncured mixture was positioned between two magnetic poles and exposed to a magnetic field of 0.95 T for 2 h. This process ensured the formation of particle chains aligned along the direction of the applied field, corresponding to the cylinder’s axial (z) direction. Consequently, the particle-chain direction is represented by a single, uniform structural unit vector

The schematic illustration of: (a) isotropic MRE cylinder and (b) transversely isotropic MRE cylinder with chain orientation of vector

Schematic summary of the fabrication process for the transversely isotropic MRE sample.
Testing protocols
To validate the proposed constitutive model and identify the material parameters, the torque–twist response of transversely isotropic MREs under coupled magneto–mechanical–thermal loading was examined using an advanced rotational rheometer (Discovery HR-3, TA Instruments). The device is equipped with a magnetorheology accessory and integrated with a temperature control system (Julabo F32-HE high-capacity refrigerated/heating circulator), enabling simultaneous control of magnetic induction from 0 to 1 T and temperature from −10°C to 70°C. During testing, the MRE specimen was positioned between the upper and lower plates, with the lower plate remaining fixed while the upper plate applied the mechanical deformation. The temperature control system maintained the desired thermal condition at the lower plate. Because the MRE sample height was 10 mm, it was verified that the magnetic induction varied by approximately 25% between the bottom and top surfaces of the cylindrical specimen. To account for this nonuniformity, the average magnetic induction across the sample height was used in the modeling framework, and it was verified that the resulting approximation introduced only a small error relative to the experimental measurements. After the specimen was positioned, an axial compressive force was applied by slightly reducing the gap between the plates to prevent slippage during twisting. The influence of this axial preload was incorporated into the constitutive model through an axial stretch variable in the governing equations. The final gap value was measured after considering for any potential thermal expansion. Figure 3 illustrates the main components of the experimental setup.

Test setup configuration: 1—upper plate geometry, 2—MRE sample, 3—lower plate geometry, 4—magneto-rheology accessory, 5—hall probe.
Fundamental governing equations
The developed model is applicable to a broad class of MREs that can be idealized as (i) nearly incompressible, (ii) characterized by a single preferred direction associated with particle-chain alignment, corresponding to transverse isotropy, and (iii) operating under quasi-static conditions with magnetic particles exhibiting negligible remnant magnetization, an effectively linear magnetic response, and insignificant magnetostriction. Provided that these assumptions are satisfied, the proposed framework is capable of describing the MRE response under various combinations of magnetic, thermal, and mechanical loading conditions. Accordingly, finite strain theory is employed to model the constitutive behavior of nonlinear continua undergoing large deformations. To this end, the kinematics of deformation must first be established. Assuming that MREs behave as continuous media, their deformation can be represented in two distinct configurations: the reference configuration and the current configuration, which are related through the deformation gradient tensor
here,
In this expression,
To incorporate the effect of temperature into the total Helmholtz free energy function, the assumption of a constant specific heat capacity is employed. Accordingly, the specific heat at constant volume, denoted by
With the chain-orientation vector
It is noted that in the formulation, the temperature

The thermal boundary conditions.
with
where
where in this expression,
Therefore, based on the theory of invariants and under the assumption of material incompressibility (
By proposing an appropriate form of the energy function
Results and discussion
The objective of this section is to determine the torque–twist response of the fabricated transversely isotropic MRE specimen. Before this can be accomplished, the function
In this formulation,
In this expression,
Test conditions used in parameter identification.
Identified parameters for the effective shear modulus model.
As a result, the variation of the effective shear modulus

Variation of the effective shear modulus with respect to the independent parameters
Based on these results, it can be seen that the external magnetic induction and the axial stretch exert the most pronounced influence on the effective shear modulus. This observation also allows the temperature effect to be treated in a simplified manner when no significant temperature gradient exists within the MRE specimen—that is, when the temperature can be reasonably taken as the average value between the upper and lower surfaces of the cylindrical sample.
As shown in Figure 5, the effective shear modulus also increases with temperature. This behavior can be explained by considering two competing mechanisms through which temperature influences the stiffness of elastomeric materials: entropy-related and enthalpy-related contributions (Li et al., 2016; Saber and Sedaghati, 2025c). The entropy-driven mechanism is associated with ideal rubber elasticity, for which the shear modulus follows the relation
Next, for the magneto-mechanical contribution of the energy function,
The proposed form of the magneto-mechanical energy function, together with the mechanical term, enables the model to account for the magneto-mechanical contribution to the stress response. Each term is formulated in a proper manner so that the magnetostriction vanishes when no mechanical loading is applied (
Using the experimental data reported, the relative permeabilities in the directions parallel and perpendicular to the particle-chain orientation were measured as
To obtain the total stress tensor, the constitutive relations introduced earlier are applied, yielding:
where term vacuum Maxwell stress is introduced in which
here,

Comparison of torque-twist behavior obtained from proposed model with experimental data at
The model parameter identification.
With the model verified and the material parameters identified, additional analyses are carried out to investigate the torque–twist response of the transversely isotropic MRE specimens with different particle-chain orientation under different loading conditions. Regarding the different particle-chain orientation, the parameter

Torque-twist curves transversely isotropic MRE with different chain angle under different magnetic inductions at
Results show that increasing the particle-chain angle with respect to the cylinder axis leads to a higher stiffness up to approximately 45°. Beyond this angle, the trend reverses, and the stiffness decreases with further increases in the chain orientation. To provide a clearer understanding of the influence of chain angle on the overall torque–twist response of the transversely isotropic MRE, the maximum torque required to twist the top surface of the cylinder to a fixed twist level is plotted over a wider range of chain orientations, as shown in Figure 8. According to this figure, in torsional loading of a transversely isotropic MRE with negligible magnetostriction and angle-independent magnetic stiffening, the maximum torque

Max torque required at twist angle of 0.1 rad at fixed
Conclusion
In this study, a physics-based constitutive model based on nonlinear continuum mechanics was developed to predict the quasi-static magneto–mechanical–thermal behavior of transversely isotropic MREs. The effect of temperature was incorporated into the proposed model in two complementary ways. First, a temperature-dependent initial structural stiffness was introduced to account for the steady-state influence of temperature on the material response. Second, by employing the assumption of constant specific heat capacity, temperature was explicitly included in the total Helmholtz free energy function. This formulation enables the model to capture the influence of temperature gradients within the MRE sample. The model was then validated using experimental torque–twist data obtained from a cylindrical transversely isotropic MRE specimen subjected to magnetic induction levels ranging from 0 to 0.4 T and temperatures between −10°C and 40°C. Following validation, the material parameters were identified, and the model was used to examine the response under various particle-chain orientations. The results show that, for the fabricated MRE considered here, the stiffness increases with both magnetic induction and temperature. In addition, the torque–twist response exhibits two distinct maxima at chain angles of approximately 45° and 135° relative to the cylinder axis. These findings demonstrate that the proposed model is capable of accurately capturing the coupled behavior of transversely isotropic MREs under combined mechanical, magnetic, and thermal loading conditions, making it a useful tool in the early stages of magnetoactive device and structure design.
Footnotes
Author contributions
Amin Saber: Writing – original draft, Software, Validation, Methodology, Investigation, Formal analysis, Conceptualization. Ramin Sedaghati: Writing – review & editing, Validation, Supervision, Resources, Project administration, Funding acquisition, Formal analysis.
Funding
The authors disclosed receipt of the following financial support for the research, authorship, and/or publication of this article: Support from National Science and Engineering Research Council of Canada (NSERC), grant No. RGPIN-2021-03482 is gratefully acknowledged.
Declaration of conflicting interests
The authors declared no potential conflicts of interest with respect to the research, authorship, and/or publication of this article.
Data availability statement
Data will be made available on request.
