Magneto-diffusion-viscohyperelasticity for magneto-active hydrogels: Rate dependences across time scales
Introduction
During the last decades, the scientific community has observed the emergence of smart materials that respond to external stimuli. These responsive materials have revolutionised the design and conceptualisation of the structures that, now, not only provide mechanical support but also specific functionalities. Some examples of these materials are thermally activated shape memory polymers (Zare et al., 2019), photo-activation polymers (Yu et al., 2019), electro-active polymers (Liao et al., 2020), and magneto-active polymers (MAPs) (Mehnert, Hossain, Steinmann, 2017, Zhao, Kim, Chester, Sharma, Zhao, 2019). Currently, responsive polymers can be found in soft robotics (Hu, Lum, Mastrangeli, Sitti, 2018, Liu, Gillen, Mishra, Evans, Tracy, 2019a), vibration controllers or dampers (Nadzharyan et al., 2018) and, especially, in bioengineering applications (Kim, Parada, Liu, Zhao, 2019, Zhao, Kim, Cezar, Huebsch, Lee, Bouhadir, Mooney, 2011). Within the bioengineering field, MAPs are of interest due to their fast activation responses and the stimulation possibilities offered in a remote and non-invasive manner. In this regard, MAPs allow for mechanical stimulation of biological tissues that overcome the limitations associated with the need for direct contact, strong alteration of biological functions (as in thermal or electrical activation systems) or low penetration depth of visible light in biological tissue (as in photo-activation systems). The concept of MAPs was motivated by the development of magnetorheological fluids, which consisted of magnetic particles dispersed within a fluid allowing for modifiable mechanical behaviour from a fluid like material to a viscoelastic solid by the application of an external magnetic field (Carlson et al., 1994). However, these materials presented important limitations due to particle sedimentation and low stiffness. To address these issues, MAPs were developed to provide an efficient solution by embedding magnetic particles within polymeric matrices (Zrnyi et al., 1996). In this regard, MAPs represent magneto-sensitive polymers that can adapt their shape, elasticity and motion by external magnetic stimuli (Odenbach, 2016). The magneto-mechanical behaviour of MAPs is determined by the interaction between magnetic forces and the internal stresses within the polymeric matrix.
Among the different MAPs, magneto-active hydrogels (MAHs) are proposed as novel smart materials that fill the gap, in terms of stiffness, between magnetorheological fluids and magnetorheological elastomers (Tang et al., 2018). MAHs consist of a soft polymeric matrix filled at the micro and nano levels with liquid solvent and magnetic particles (Li et al., 2013). The control of the polymeric network density and the magnetic particles’ volume fraction allows for mimicking the mechanical properties and deformation mechanisms of biological tissues (Li et al., 2013). In addition, they permit deformation and/or stiffness control by application of external magnetic fields. Several MAHs also possess excellent biocompatibility (i.e., alginate-based, polyacrylamide-based MAHs) which makes them ideal candidates for applications as microfluidic valves (Hwang et al., 2008), chemical adsorbent microspheres (Meng et al., 2019), and drug delivery (Hu et al., 2018b) or bioactive scaffolds (Santos et al., 2015). As a ground-breaking application, small MAH nanocapsules have been proposed to locally deliver drugs in the targeted region reducing the associated toxicity (Hu, Wang, Zhang, Xu, Zhang, Dong, 2018, Zhao, Kim, Cezar, Huebsch, Lee, Bouhadir, Mooney, 2011). In this regard, external magnetic fields can be applied to manipulate the MAHs towards the specific region to be treated and, then, such external magnetic fields can be used to induce compression states leading to the diffusion of the solvent within the MAHs, along with the drug, to the surrounding environment.
Although these materials are promising candidates as relevant solutions for current biomedical challenges, their use is still limited. One of the main bottlenecks that prevents their exploitation in these applications relates to their extremely complex multi-physics behaviour. In this regard, MAHs combine numerous nonlinearities and coupled responses at different time scales. At short-time scales, MAHs present nonlinear large deformations with rate dependences that determine their instantaneous mechanical response (Nam, Stowers, Lou, Xia, Chaudhuri, 2019, Yang, Shao, Meng, 2019). Then, at intermediate-time scale, MAHs show relaxation processes associated with viscoelastic mechanisms leading to a continuous decrease in stiffness until complete relaxation (Hu, Zhou, Daniel, Vatankhah-Varnoosfaderani, Dobrynin, Sheiko, 2017, Nam, Stowers, Lou, Xia, Chaudhuri, 2019, Wang, Wiener, Fukuto, Li, Yager, Weiss, Vogt, 2019). Finally, at long-time scales, mechanical deformations can lead to heterogeneous distributions of solvent concentration that evolve via long-term solvent diffusion process with subsequent alterations in the MAH’s deformation and stress states (Delavoipire, Tran, Verneuil, Chateauminois, 2016, Esteki, Alemrajabi, Hall, Sheridan, Azadi, Moeendarbary, 2019). Additionally, the presence of the magnetic particles introduces a coupled magneto-mechanical response that, in turn, interacts with the deformation mechanisms at the short-, intermediate- and long-time scales (Safronov et al., 2012). To overcome these difficulties, theoretical and computational models can help to elucidate the deformation mechanisms underlying the mechanical alterations within the MAH during magnetic stimulation and in the later deformation stages.
To model MAHs, different physics need to be accounted for in a coupled manner: magnetics, solvent diffusion, and mechanics. Regarding the diffusion-mechanical coupling in hydrogels, relevant works can be found in the literature. Hong et al. (2008) developed a nonequilibrium thermodynamics theory for coupled diffusion and large deformation in polymeric gels. This work has served as basis for further developments in this field (Bouklas, Landis, Huang, 2015, Lucantonio, Nardinocchi, Teresi, 2013, Zhang, Zhao, Suo, Jiang, 2009). More recently, these theories have been extended to incorporate viscoelasticity (Bacca, McMeeking, 2017, Wang, Hong, 2012), crack growth (Bouklas, Landis, Huang, 2015, Yu, Landis, Huang, 2018) and the analysis of instabilities in hydrogels (Dortdivanlioglu and Linder, 2019). Moreover, the magneto-mechanics of MAPs has been modelled using hyperelastic theories based on the fundamental theory published by Pao (1978) along with further developments by Dorfmann, Ogden, 2003, Dorfmann, Ogden, 2004. More recent works incorporate additional nonlinearities (Danas, 2017), viscous and thermal effects (Mehnert, Hossain, Steinmann, 2017, Saxena, Hossain, Steinmann, 2013), and the modelling of hard-magnetic MAPs (Garcia-Gonzalez, 2019, Zhao, Kim, Chester, Sharma, Zhao, 2019). In the last three years, models of MAHs where both diffusion-mechanics and magneto-mechanics formulations are coupled have been proposed. In this regard, Liu et al. (2017) formulated a multiphysics model considering magneto-chemo-hydro-mechanical coupled fields. These authors extended this modelling framework to study hydrogel-based drug targeting systems (Liu et al., 2018) and to include pH sensitivity (Liu, Li, Lam, 2019b, Liu, Liu, Li, Lam, 2019c). Another relevant work to model the response of MAHs was published by Gebhart and Wallmersperger (2019), where a thermodynamically consistent model based on Biot’s consolidation theory is proposed. However, these frameworks are based on equilibrium theories regarding the diffusion effects and do not incorporate inelastic deformation mechanisms associated to the polymeric network. The incorporation of these effects is essential to understand the short-time response of MAHs to mechanical and/or magnetic loading. In this regard, several studies have found a strong impact of hydrogel stress relaxation or creep on cell behaviours such as cell spreading, proliferation, and differentiation of mesenchymal stem cells (Chaudhuri, 2017, Chaudhuri, Gu, Klumpers, Darnell, Bencherif, Weaver, Huebsch, Lee, Lippens, Duda, Mooney, 2016, Nam, Stowers, Lou, Xia, Chaudhuri, 2019). These viscous rate-dependences remain absent in the modelling of MAHs and are thought to be highly relevant for the aforementioned biomedical applications.
This work aims to provide a modelling framework to account for the most relevant physics of MAHs across different time scales. To this end, a general continuum model is presented accounting for magnetics, solvent diffusion, and nonlinear visco-mechanics. To the best of the authors’ knowledge, this is the first work to couple all of these deformation mechanisms together to model the mechanical behaviour of MAHs. This model is framed within an implicit finite element formulation and, then, implemented for 3D problems. We use this computational framework to analyse different rate-dependent responses and remark on their influence at three time scales: (i) short-time scale: strain rate dependency on the instantaneous response to magnetic fields applied at different rates (stiffening due to rate dependency); (ii) intermediate-time scale: relaxation mechanisms associated to the viscoelastic response of the polymeric network occurring after the complete application of the magnetic field; (iii) long-time scale: deformation mechanisms arising from solvent diffusion processes. Finally, we provide a discussion on potential applications of the proposed modelling framework within the bioengineering field. We therefore provide a flexible computational framework that accounts for the main coupled physics governing the behaviour of MAHs, highlighting the importance of rate dependences at different time scales. This computational model establishes the bases for further developments to aid in the design and optimisation of MAH-based applications such as bioactive scaffolds, drug delivery systems, and microfluidic valves.
Section snippets
Magneto-diffusion-mechanics: Generalised continuum framework
This section presents a general continuum framework to couple magnetics and diffusion processes to the mechanical response of hydrogels. First, the kinematics of the model are presented together with diffusion and magnetic variables definition. Then, the balance equations for the three physics considered are formulated and, finally, a nonequilibrium thermodynamic theory is used to derive the constitutive relations.
Magneto-diffusion-mechanics: Generalised finite element framework
To facilitate the implementation of the finite element (FE) formulation, this section is presented in index notation. The independent variables of the FE problem are the mechanical displacement u, a scalar magnetic potential ϕ, and the chemical potential μs.
Specification of the constitutive equations
This section provides specific energy functions, their derivatives and the specific mobility tensor and viscous flow rule used to define the constitutive relations.
Numerical implementation and results
This section introduces the numerical implementation of the proposed magneto-diffusion-mechanical framework for the FE simulations conducted. Then, we present numerical results analysing rate-dependent responses at different time scales and their interplay with other effects.
Discussion on potential applications
The numerical simulations presented in this work show the importance of accounting for the different rate-dependent processes occurring during magneto-mechanical activation of MAHs. In this regard, numerical frameworks are essential for intelligent design of MAH devices and structures that allow for the prediction of field heterogeneities (fringing effects), transient deformations, and controlled instabilities or instantaneous responses. Depending on the specific application, different physical
Conclusions
This work develops a multiphysics modelling framework for the prediction of the mechanical response of magneto-active hydrogels (MAHs) across different time scales. We first present a general continuum framework that accounts for magnetics, solvent diffusion, mechanics, and their interplay. Then, a finite element framework is provided for the implementation of the model for 3D finite deformation problems. The proposed model is particularised and used to numerically study different
Author contribution
Both authors contributed equally to this work.
Declaration of Competing Interest
The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.
Acknowledgments
The authors acknowledge support from Programa de Apoyo a la Realización de Proyectos Interdiscisplinares de I+D para Jóvenes Investigadores de la Universidad Carlos III de Madrid and Comunidad de Madrid (project: BIOMASKIN). D. Garcia-Gonzalez acknowledges support from the Talent Attraction grant (CM 2018 - 2018-T2/IND-9992) from the Comunidad de Madrid and from Ministerio de Ciencia, Innovación y Universidades, Agencia Estatal de Investigación y Fondo Europeo de Desarrollo Regional
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