Fractional viscoelastic models for power-law materials.

Soft materials often exhibit a distinctive power-law viscoelastic response arising from broad distribution of time-scales present in their complex internal structure. A promising tool to accurately describe the rheological behaviour of soft materials is fractional calculus. However, its use in the scientific community remains limited due to the unusual notation and non-trivial properties of fractional operators. This review aims to provide a clear and accessible description of fractional viscoelastic models for a broad audience and to demonstrate the ability of these models to deliver a unified approach for the characterisation of power-law materials. The use of a consistent framework for the analysis of rheological data would help classify the empirical behaviours of soft and biological materials, and better understand their response.

[1]  G. Karniadakis,et al.  Fractional-Order Viscoelasticity in One-Dimensional Blood Flow Models , 2013, Annals of Biomedical Engineering.

[2]  Gabriel Popescu,et al.  Measurement of red blood cell mechanics during morphological changes , 2010, Proceedings of the National Academy of Sciences.

[3]  S. Manneville,et al.  Power-law creep and residual stresses in a carbopol gel , 2016, Rheologica Acta.

[4]  S. Manneville,et al.  Nonlinear Viscoelasticity and Generalized Failure Criterion for Polymer Gels. , 2016, ACS macro letters.

[5]  D. Navajas,et al.  Viscoelasticity of human alveolar epithelial cells subjected to stretch. , 2004, American journal of physiology. Lung cellular and molecular physiology.

[6]  F. Mainardi,et al.  Creep, relaxation and viscosity properties for basic fractional models in rheology , 2011, 1110.3400.

[7]  Oscillations and damping in the fractional Maxwell materials , 2017, 1701.02155.

[8]  Biomechanical characterization of ex vivo human brain using ultrasound shear wave spectroscopy , 2018, Ultrasonics.

[9]  G. W. Blair,et al.  A Study of the Firmness of Soft Materials Based on Nutting's Equation , 1944 .

[10]  T. Svensson An approximation method for time domain synthesis of linear networks , 1973 .

[11]  D. Stamenović,et al.  On the imperfect elasticity of lung tissue. , 1989, Journal of applied physiology.

[12]  Gareth H. McKinley,et al.  Computing the linear viscoelastic properties of soft gels using an optimally windowed chirp protocol , 2018, Journal of Rheology.

[13]  A. Barabasi,et al.  Lung tissue viscoelasticity: a mathematical framework and its molecular basis. , 1994, Journal of applied physiology.

[14]  P. Arratia,et al.  Undulatory swimming in fluids with polymer networks , 2013, 1310.2630.

[15]  J. Lefebvre,et al.  The pattern of the linear viscoelastic behaviour of wheat flour dough as delineated from the effects of water content and high molecular weight glutenin subunits composition , 2007 .

[16]  Y. Richard Kim,et al.  VISCOELASTIC CONSTITUTIVE MODEL FOR ASPHALT CONCRETE UNDER CYCLIC LOADING , 1998 .

[17]  G. W. Scott Blair,et al.  The Subjective Conception of the Firmness of Soft Materials , 1942 .

[18]  P Vezin,et al.  A strain-hardening bi-power law for the nonlinear behaviour of biological soft tissues. , 2010, Journal of biomechanics.

[19]  D. Vlassopoulos,et al.  Decoding the viscoelastic response of polydisperse star/linear polymer blends , 2008 .

[20]  S. Gunasekaran,et al.  Linear Viscoelastic Properties of Regular- and Reduced-Fat Pasteurized Process Cheese During Heating and Cooling , 2006 .

[21]  Peter Grütter,et al.  Probing the viscoelastic behavior of cultured airway smooth muscle cells with atomic force microscopy: stiffening induced by contractile agonist. , 2005, Biophysical journal.

[22]  Jochen Guck,et al.  A comparison of methods to assess cell mechanical properties , 2018, Nature Methods.

[23]  Paris Perdikaris,et al.  Fractional modeling of viscoelasticity in 3D cerebral arteries and aneurysms , 2016, J. Comput. Phys..

[24]  G. Beylkin,et al.  On approximation of functions by exponential sums , 2005 .

[25]  G. W. Blair,et al.  Limitations of the Newtonian time scale in relation to non-equilibrium rheological states and a theory of quasi-properties , 1947, Proceedings of the Royal Society of London. Series A. Mathematical and Physical Sciences.

[26]  Guangqing Zhang,et al.  Unexpected viscoelastic deformation of tight sandstone: Insights and predictions from the fractional Maxwell model , 2017, Scientific Reports.

[27]  Y. Lai,et al.  A fractional order creep constitutive model of warm frozen silt , 2017 .

[28]  B. Ewen Neutron spin echo spectroscopy. Viscoelasticity. Rheology , 1997 .

[29]  Junbo Duan,et al.  Modeling ramp-hold indentation measurements based on Kelvin–Voigt fractional derivative model , 2018, Measurement science & technology.

[30]  R. Poole,et al.  3D printing with 2D colloids: designing rheology protocols to predict 'printability' of soft-materials. , 2019, Soft matter.

[31]  Markus Kästner,et al.  A nonlinear fractional viscoelastic material model for polymers , 2011 .

[32]  Damian Craiem,et al.  Fractional-order viscoelasticity applied to describe uniaxial stress relaxation of human arteries , 2008, Physics in medicine and biology.

[33]  Hershel Markovitz,et al.  Theory of viscoelasticity. An introduction , 1984 .

[34]  Atef Asnacios,et al.  Microplates-based rheometer for a single living cell , 2006 .

[35]  N. Pugno,et al.  A frequency-based hypothesis for mechanically targeting and selectively attacking cancer cells , 2015, Journal of The Royal Society Interface.

[36]  A. Bondi,et al.  Effect of plasticizers on the viscoelastic properties of poly(vinyl chloride) , 1968 .

[37]  F. Mainardi Fractional Calculus and Waves in Linear Viscoelasticity: An Introduction to Mathematical Models , 2010 .

[38]  A. Pirrotta,et al.  Visco-elastic behavior through fractional calculus: An easier method for best fitting experimental results , 2011 .

[39]  B. West Fractional Calculus in Bioengineering , 2007 .

[40]  L. Kunkel,et al.  The cell biology of disease: cellular and molecular mechanisms underlying muscular dystrophy. , 2013, The Journal of cell biology.

[41]  R. Metzler,et al.  Relaxation in filled polymers: A fractional calculus approach , 1995 .

[42]  E. White Lung extracellular matrix and fibroblast function. , 2015, Annals of the American Thoracic Society.

[43]  B. Ramírez-Wong,et al.  Stress Relaxation of Wheat Kernels and Their Relationship with Milling, Rheological, and Breadmaking Quality of Wheat , 2012 .

[44]  N. Heymans,et al.  Fractal rheological models and fractional differential equations for viscoelastic behavior , 1994 .

[45]  G. Charras,et al.  Excess F-actin mechanically impedes mitosis leading to cytokinesis failure in X-linked neutropenia by exceeding Aurora B kinase error correction capacity. , 2012, Blood.

[46]  Jianxun Chen,et al.  Investigation Progresses and Applications of Fractional Derivative Model in Geotechnical Engineering , 2016 .

[47]  G. McKinley,et al.  Describing the firmness, springiness and rubberiness of food gels using fractional calculus. Part II: Measurements on semi-hard cheese , 2017 .

[48]  Hongwei Zhou,et al.  A creep constitutive model for salt rock based on fractional derivatives , 2011 .

[49]  Yingchun Ren,et al.  Sparsity Preserving Discriminant Projections with Applications to Face Recognition , 2016 .

[50]  S. Holm,et al.  Linking the fractional derivative and the Lomnitz creep law to non-Newtonian time-varying viscosity. , 2016, Physical review. E.

[51]  T. Nonnenmacher,et al.  Fractional integral operators and Fox functions in the theory of viscoelasticity , 1991 .

[52]  Zoujun Dai,et al.  A model of lung parenchyma stress relaxation using fractional viscoelasticity. , 2015, Medical engineering & physics.

[53]  J. S. Lai,et al.  Creep and Relaxation of Nonlinear Viscoelastic Materials , 2011 .

[54]  Jun Wang,et al.  An improved Maxwell creep model for rock based on variable-order fractional derivatives , 2015, Environmental Earth Sciences.

[55]  Arak M. Mathai,et al.  Mittag-Leffler Functions and Their Applications , 2009, J. Appl. Math..

[56]  S. Holm Waves with Power-Law Attenuation , 2019 .

[57]  Takaharu Okajima,et al.  Quantifying cell-to-cell variation in power-law rheology. , 2013, Biophysical journal.

[58]  Roberto Ballarini,et al.  Viscoelastic properties of isolated collagen fibrils. , 2011, Biophysical journal.

[59]  R. Hilfer Applications Of Fractional Calculus In Physics , 2000 .

[60]  Hongbin Zhan,et al.  A new shear rheological model for a soft interlayer with varying water content , 2018 .

[61]  Wei Yan,et al.  A new approach to model strain change of gelled waxy crude oil under constant stress , 2014, Rheologica Acta.

[62]  Christopher Gribben,et al.  Tissue curvature and apicobasal mechanical tension imbalance instruct cancer morphogenesis , 2019, Nature.

[63]  F. Nejad,et al.  Comparing various fitting models to construct the tensile relaxation modulus master curve of asphalt mixes , 2016 .

[64]  Luca Cipelletti,et al.  Power law viscoelasticity of a fractal colloidal gel , 2018, Journal of Rheology.

[65]  R. Metzler,et al.  Anomalous diffusion and power-law relaxation of the time averaged mean squared displacement in worm-like micellar solutions , 2013 .

[66]  Jochen Guck,et al.  Viscoelastic Properties of Differentiating Blood Cells Are Fate- and Function-Dependent , 2012, PloS one.

[67]  K. V. Van Vliet,et al.  Temporal Variation in Single-Cell Power-Law Rheology Spans the Ensemble Variation of Cell Population. , 2017, Biophysical journal.

[68]  S. Braybrook,et al.  On Pectin Methyl-esterification: Implications for In vitro and In vivo Viscoelasticity , 2019, bioRxiv.

[69]  Behzad Fatahi,et al.  A long term evaluation of circular mat foundations on clay deposits using fractional derivatives , 2018 .

[70]  M. Moresi,et al.  Characterisation of alginate gels using quasi-static and dynamic methods , 2007 .

[71]  R. Gorenflo,et al.  Fractional Calculus: Integral and Differential Equations of Fractional Order , 2008, 0805.3823.

[72]  Alexandra L Rutz,et al.  A bioprosthetic ovary created using 3D printed microporous scaffolds restores ovarian function in sterilized mice , 2017, Nature Communications.

[73]  Jonathan Kaplan,et al.  RHEOS.jl - A Julia Package for Rheology Data Analysis , 2019, J. Open Source Softw..

[74]  E. Messing,et al.  Quantitative characterization of viscoelastic properties of human prostate correlated with histology. , 2008, Ultrasound in medicine & biology.

[75]  Ralf Metzler,et al.  Fractional relaxation processes and fractional rheological models for the description of a class of viscoelastic materials , 2003 .

[76]  I. Podlubny Fractional differential equations : an introduction to fractional derivatives, fractional differential equations, to methods of their solution and some of their applications , 1999 .

[77]  R. Reuben,et al.  Measurement of tissue mechanical characteristics to distinguish between benign and malignant prostatic disease. , 2005, Urology.

[78]  D. Navajas,et al.  Scaling the microrheology of living cells. , 2001, Physical review letters.

[79]  Fabrizio Barpi,et al.  Creep and Fracture in Concrete: A Fractional Order Rate Approach , 2002 .

[80]  Raymond H. W. Lam,et al.  Mechanics Regulates Fate Decisions of Human Embryonic Stem Cells , 2012, PloS one.

[81]  W. Glöckle,et al.  Fractional relaxation and the time-temperature superposition principle , 1994 .

[82]  Tomoyuki Miyashita,et al.  Simple empirical model for identifying rheological properties of soft biological tissues. , 2015, Physical review. E.

[83]  R. Metzler,et al.  Inequivalence of time and ensemble averages in ergodic systems: exponential versus power-law relaxation in confinement. , 2012, Physical review. E, Statistical, nonlinear, and soft matter physics.

[84]  C. Biliaderis,et al.  Effects of hydrocolloids on dough rheology and bread quality parameters in gluten-free formulations , 2007 .

[85]  G. Odian,et al.  Principles of polymerization , 1981 .

[86]  Jordan Hristov,et al.  Linear viscoelastic responses and constitutive equations in terms of fractional operators with non-singular kernels , 2019, The European Physical Journal Plus.

[87]  Payam Rowghanian,et al.  In vivo quantification of spatially varying mechanical properties in developing tissues , 2016, Nature Methods.

[88]  A. Janshoff,et al.  Cytoskeleton remodelling of confluent epithelial cells cultured on porous substrates , 2015, Journal of The Royal Society Interface.

[89]  D. Curtis,et al.  Control of collagen gel mechanical properties through manipulation of gelation conditions near the sol-gel transition. , 2018, Soft matter.

[90]  Brenton D. Hoffman,et al.  The consensus mechanics of cultured mammalian cells , 2006, Proceedings of the National Academy of Sciences.

[91]  K. Leong,et al.  Scaffolding in tissue engineering: general approaches and tissue-specific considerations , 2008, European Spine Journal.

[92]  Michael Kuhn,et al.  Mechanical plasticity of cells. , 2016, Nature materials.

[93]  M. Salehi,et al.  Mechanical, material, and biological study of a PCL/bioactive glass bone scaffold: Importance of viscoelasticity. , 2018, Materials science & engineering. C, Materials for biological applications.

[94]  K. Cunningham,et al.  The role of shear stress in the pathogenesis of atherosclerosis , 2005, Laboratory Investigation.

[95]  R. Ewoldt,et al.  A strain stiffening theory for transient polymer networks under asymptotically nonlinear oscillatory shear , 2017 .

[96]  Ben Fabry,et al.  Time scale and other invariants of integrative mechanical behavior in living cells. , 2003, Physical review. E, Statistical, nonlinear, and soft matter physics.

[97]  Y. Kim,et al.  Correspondence Principle for Characterization of Asphalt Concrete , 1995 .

[98]  Mataz Alcoutlabi,et al.  Application of fractional calculus to viscoelastic behaviour modelling and to the physical ageing phenomenon in glassy amorphous polymers , 1998 .

[99]  Kai-Nan An,et al.  Dynamic mechanical properties of agarose gels modeled by a fractional derivative model. , 2004, Journal of biomechanical engineering.

[100]  Ralph Müller,et al.  Quantitative evaluation of mechanical properties in tissue-engineered auricular cartilage. , 2014, Tissue engineering. Part B, Reviews.

[101]  K. B. Oldham,et al.  The Fractional Calculus: Theory and Applications of Differentiation and Integration to Arbitrary Order , 1974 .

[102]  Roberto Garrappa,et al.  The Prabhakar or three parameter Mittag-Leffler function: Theory and application , 2017, Commun. Nonlinear Sci. Numer. Simul..

[103]  R. Reuben,et al.  Quantitative diagnostics of soft tissue through viscoelastic characterization using time-based instrumented palpation. , 2015, Journal of the mechanical behavior of biomedical materials.

[104]  R. Tanner,et al.  Bread dough rheology and recoil: I. Rheology , 2008 .

[105]  T. Surguladze On Certain Applications of Fractional Calculus to Viscoelasticity , 2002 .

[106]  A. Hyman,et al.  Rheology of the Active Cell Cortex in Mitosis. , 2016, Biophysical journal.

[107]  A Rheological Model to Quantify Strain of Waxy Crude Oil Loaded by Linear Increased Stress , 2016 .

[108]  S. Hansson,et al.  On a Constitutive Material Model to Capture Time Dependent Behavior of Cortical Bone , 2014 .

[109]  K Darvish,et al.  Frequency dependence of complex moduli of brain tissue using a fractional Zener model , 2005, Physics in medicine and biology.

[110]  Paul A. Wiggins,et al.  Cytoplasmic RNA-Protein Particles Exhibit Non-Gaussian Subdiffusive Behavior. , 2017, Biophysical journal.

[111]  Richard L. Magin,et al.  On the fractional signals and systems , 2011, Signal Process..

[112]  Albrecht Ott,et al.  Rheological properties of the Eukaryotic cell cytoskeleton , 2007 .

[113]  Wenxue Wang,et al.  Modeling and analysis of mechanical properties of single cells , 2016, 2016 IEEE 10th International Conference on Nano/Molecular Medicine and Engineering (NANOMED).

[114]  S. N. Mahmoodi,et al.  The fractional viscoelastic response of human breast tissue cells , 2015, Physical biology.

[115]  Damian Craiem,et al.  Fractional order models of viscoelasticity as an alternative in the analysis of red blood cell (RBC) membrane mechanics , 2010, Physical biology.

[116]  Andy Collop,et al.  Experimental validation of a fractional model for creep/recovery testing of asphalt mixtures , 2012 .

[117]  S. Liberty,et al.  Linear Systems , 2010, Scientific Parallel Computing.

[118]  D. Bland,et al.  The Theory of Linear Viscoelasticity , 2016 .

[119]  J. Fredberg,et al.  Fast and slow dynamics of the cytoskeleton , 2006, Nature materials.

[120]  J. Simeon,et al.  Creep function of a single living cell. , 2005, Biophysical journal.

[121]  Steve Pawlizak,et al.  Are biomechanical changes necessary for tumor progression , 2010 .

[122]  Marcia T. Mitchell,et al.  Semantic processing of English sentences using statistical computation based on neurophysiological models , 2015, Front. Physiol..

[123]  A. Boyde,et al.  Viscoelastic properties of bone as a function of hydration state determined by nanoindentation , 2006 .

[124]  M. D. Paola,et al.  Linear and nonlinear fractional hereditary constitutive laws of asphalt mixtures , 2016 .

[125]  R. Magin,et al.  Fractional calculus in viscoelasticity: An experimental study , 2010 .

[126]  Zhibing Zhang,et al.  Viscoelastic-plastic behavior of single tomato mesocarp cells in high speed compression-holding tests , 2016 .

[127]  A Bonfanti,et al.  A unified rheological model for cells and cellularised materials , 2019, bioRxiv.

[128]  M. Mackay The importance of rheological behavior in the additive manufacturing technique material extrusion , 2018, Journal of Rheology.

[129]  Delphine Dean,et al.  Role of cytoskeletal components in stress-relaxation behavior of adherent vascular smooth muscle cells. , 2009, Journal of biomechanical engineering.

[130]  Tomy Varghese,et al.  Viscoelastic characterization of in vitro canine tissue. , 2004, Physics in medicine and biology.

[131]  S. Das,et al.  Peristaltic flow of viscoelastic fluid with fractional Maxwell model through a channel , 2010, Appl. Math. Comput..

[132]  Francesco Mainardi,et al.  ON SOME PROPERTIES OF THE MITTAG-LEFFLER FUNCTION E α ( − t α ) , COMPLETELY MONOTONE FOR t > 0 WITH 0 < α < 1 , 2014 .

[133]  Ronald L. Bagley,et al.  Power law and fractional calculus model of viscoelasticity , 1989 .

[134]  S. Quek,et al.  Power-law rheology analysis of cells undergoing micropipette aspiration , 2010, Biomechanics and modeling in mechanobiology.

[135]  Farshid Guilak,et al.  Biomechanics and mechanobiology in functional tissue engineering. , 2014, Journal of biomechanics.

[136]  H. Henning Winter,et al.  Analysis of Linear Viscoelasticity of a Crosslinking Polymer at the Gel Point , 1986 .

[137]  Arvind Raman,et al.  Measuring nanoscale viscoelastic parameters of cells directly from AFM force-displacement curves , 2017, Scientific Reports.

[138]  D. O’Regan,et al.  A note on asymptotic behaviour of Mittag–Leffler functions , 2018 .

[139]  F. Guilak,et al.  Viscoelastic properties of zonal articular chondrocytes measured by atomic force microscopy. , 2006, Osteoarthritis and cartilage.

[140]  Yongming Li,et al.  A wellbore creep model based on the fractional viscoelastic constitutive equation , 2017 .

[141]  S. Das,et al.  Forced spreading and rheology of starch gel: Viscoelastic modeling with fractional calculus , 2012 .

[142]  G. W. Blair The role of psychophysics in rheology , 1947 .

[143]  L. Mo,et al.  Preparation, microstructure and rheological properties of asphalt sealants for bridge expansion joints , 2016 .

[144]  D. Zorica,et al.  A non-linear thermo-viscoelastic rheological model based on fractional derivatives for high temperature creep in concrete , 2018 .

[145]  G. McKinley,et al.  Power-law rheology in the bulk and at the interface: quasi-properties and fractional constitutive equations , 2013, Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[146]  S. Kalyanam,et al.  Fractional derivative models for ultrasonic characterization of polymer and breast tissue viscoelasticity , 2009, IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control.

[147]  H. Laborit,et al.  [Experimental study]. , 1958, Bulletin mensuel - Societe de medecine militaire francaise.

[148]  R. Metzler,et al.  Generalized viscoelastic models: their fractional equations with solutions , 1995 .

[149]  Falk Wottawah,et al.  Oral cancer diagnosis by mechanical phenotyping. , 2009, Cancer research.

[150]  C. Friedrich,et al.  Extension of a Model for Crosslinking Polymer at the Gel Point , 1988 .

[151]  P. Laurienzo,et al.  Development and Rheological Investigation of Novel Alginate/N-Succinylchitosan Hydrogels , 2008 .

[152]  John B. Shoven,et al.  I , Edinburgh Medical and Surgical Journal.

[153]  M. Weiss,et al.  Probing the nanoscale viscoelasticity of intracellular fluids in living cells. , 2007, Biophysical journal.

[154]  Xianzhong Xu,et al.  A stress relaxation model for the viscoelastic solids based on the steady-state creep equation , 2011 .

[155]  Jing Jin Shen,et al.  Fractional order viscoelasticity in characterization for atrial tissue , 2013, Korea-Australia Rheology Journal.

[156]  Jordan Yankov Hristov,et al.  Linear Viscoelastic Responses: The Prony Decomposition Naturally Leads Into the Caputo-Fabrizio Fractional Operator , 2018, Front. Phys..

[157]  Mark Miodownik,et al.  Stress relaxation in epithelial monolayers is controlled by the actomyosin cortex , 2019, Nature physics.