Active and Driven Soft Matter - Yale UniversityA tour through living and non-living active systems...
Transcript of Active and Driven Soft Matter - Yale UniversityA tour through living and non-living active systems...
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Active and Driven Soft MatterM. Cristina MarchettiSyracuse University
Boulder School 2009
•Aphrodite Ahmadi (SU → SUNY Cortland)•Shiladitya Banerjee (SU)•Aparna Baskaran (SU → Brandeis)•Luca Giomi (SU → Brandeis/Harvard)•Tannie Liverpool (Bristol, UK)•Gulmammad Mammadov (SU)•Shraddha Mishra (SU)
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Lectures 1 & 2
Lecture 1 - Introduction• What are active systems?• Hydrodynamics: symmetries, conservation laws and brokensymmetries• Tutorial: phenomenological hydrodynamics of a fluid
Lecture 2 - Hydrodynamics of “living liquid crystals”• Tutorial: hydrodynamics of nematic liquid crystals• Active Hydrodynamics: active stresses, nematic vs polar order• Spontaneous flow in active films• Asters, vortices and spirals
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Lectures 3 & 4
Lecture 3 - From microdynamics to hydrodynamics: SProds on a substrate
• Tutorial: Langevin, Fokker-Planck and Smoluchowskidynamics• Hydrodynamics of SP hard rods• Instabilities, persistent diffusion, and enhanced order
Lecture 4 - Hydrodynamics of bacterial suspensions• The simplest "swimmer”: pullers vs pushers• Hydrodynamic interactions• Instabilities and other results• Outlook
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Today’s Lecture
A tour through living and non-living active systems
Hydrodynamics as an effective field theory:symmetries, conservation laws and brokensymmetries
Tutorial: hydrodynamics as a generic field theory -isotropic fluid
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What is active matter? Collection of interacting self-driven units with emergent behaviorat large scales
Energy input that maintains thesystem out of equilibrium is on eachunit, not at boundaries
Robust behavior in the presenceof noise (generally nonthermal)
Orientable units → states withorientational order
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Examples from Living & Non-Living World
Bacterial suspensions
In vitro mixtures of cytoskeletal filaments and motor proteins
Cell cytoskeleton
Layers of vibrated granular rods
Nanoparticles propelled by catalytically self-generated forces
Collections of robots
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Vortex patterns on all scales
E-coli from Wiebel’s lab,Wisconsin-Madison
A layer of vibrated granular rods(L=4.6mm), Narayan et al.Science 2007
20µm
10µm
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Cell cytoskeleton: polymer network that serves as skeletonand muscle to the cell - controls motility & mechanical properties
nucleus
actin cytoskeleton
200nm
Borisy &Svitkina
200nm
Fragment of lamellipodia canmove on their own in theabsence of cell body.(Verkhovsky et al. 1996)
fish keratocyte
V. Small,Vienna
Actinlamellipodium
Microtubules (MT)
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In vivo: active cytoskeleton controls cell motility
V. Small, IMBA, Vienna.
mousemelanoma(20min)
troutkeratocyte(4min)v=15µm/min
mousefibroblasts(3h)
chickfibroblasts(2h)
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Ingredients of cytoskeleton:filaments & crosslinkers
Crosslinkers: motor proteins,stationary linkers, [capping proteins],[severing proteins]
Stiff filamentary proteins:•F-actin: d ~ 6nm, lp ~ 10µm•MT : d ~ 20nm, lp ~ 1mmPolarity & Treadmilling
lpd
-+Motor proteins hydrolyze ATP to “walk”in a given direction on polar filaments:
kinesins and dyneins on MT myosin on F-actin
Motor clusters crosslink filaments anddrive filament sliding & contraction
→ Active crosslinkersmyosin II
200nm
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In vitro: activity drives pattern formationextracts of cytoskeletal filaments and motor proteins
T. Surrey et al, Science 292, 5519 (2001)
Microtubules & kinesins
Backouche et al., Phys. Biol.3, 264 (2006)
Actin, myosin II & fascin
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Long-Lived Giant Number Fluctuationsin a Swarming Granular NematicVijay Narayan, Sriram Ramaswamy, Narayanan MenonScience 317, 105 (2007)
Fluctuations in # particles expected tosatisfy central limit theorem
!N = N2" N
2
~ N #!N
N~
1
N
Active rod nematic !N ~ N !
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Collective behavior of active matter
•Emergent behavior qualitatively different from that of the individualconstituents•Onset of directed large-scale motion (relation to cell motility?)•Athermal order-disorder transitions: LRO in 2d
•Pattern formation on various scales
•Novel correlations (giant number fluctuations seen in vibratedlayers of granular rods)
•Unusual mechanical and rheological properties: cells stiffen whenstresses and adapt their mechanical properties to the environment
→ “living liquid crystals”
Boulder 2009
Today’s Lecture
A tour through living and non-living active systems
Hydrodynamics as an effective field theory:symmetries, conservation laws and brokensymmetries
Tutorial: hydrodynamics as a generic field theory -isotropic fluid
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Goal of Theoretical WorkUse the tools and ideas of (soft) condensed matter physics(hydrodynamics and broken symmetries) to develop an effectivetheory describing the behavior of active matter:
Characterization of phases & ordered structures
Role of noise
Rheological and mechanical properties
What is the role of physical interactions vs biochemical orchemotactic ones?
Can we think of motility as a “material property” and of the onsetof motion as a nonequilibrium phase transition?
Understanding the microscopic mechanisms responsible forcollective behavior
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Rule-based models (Vicsek, 1995)
Numerical simulations
Symmetry-based phenomenological hydrodynamics•Toner & Tu (1998)•Ramaswamy et al (2002)•Kruse, Joanny, Julicher, Prost & Sekimoto (2004)
Theoretical work can be grouped into three classes:
Microscopic derivation of hydrodynamics for specificmodels•Liverpool & MCM (2003)•Baskaran & MCM (2008)•Aranson et al. (2005)
Lectures 1 & 2
Lectures 3 & 4
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Coarse-graining and hydrodynamicsCoarse-grained description of phases and dynamics of systems of manyinteracting degrees of freedom (liquids, solids, liquid crystals) in terms of fewmacroscopic fields:
cf. field theories in particles physics, hard CM, cosmology
Two Routes:Phenomenology: based on symmetries, generic, but with undetermined parametersDerivation from microscopic models: approximations needed, model-dependentexpression for various parametersInterplay between the two approaches crucial for full understanding
First step: identify the hydrodynamic fields as “slow variables”, withrelaxation rates ω(k)→0 when k →0 (Martin, Parodi, Pershan, PRA 6, 2401 (1972))
Two classes of hydrodynamic fields: densities of conserved variables: # particles, momentum , energy broken symmetry fields in systems with spatial order
!r
i,!p
i{ } ! ",!g,# , ...{ }
~1023
<10
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Conserved fieldsExample: colloidal fluid = large (~µm) particlesin a solvent→ only one conserved field: density ρ(r,t)
t j
j D !
"!
"
# = $% &
= $ %
! !
!!
The decay of fluctuations in timeis controlled by a conservationlaw
2 D
t
!"!"
#$ = %
# diffusion
Fluctuations form equilibrium δρ(r,t)= δρ(r,t) - ρ0occur at finite T with probability ~ exp(-F/kT)
!"(!r ,t) = !"
k(t)e
i!k #!r
!k
$
!"k(t) = !"
ke%& (k )t
& (k) = Dk2
hydrodynamic mode
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Broken symmetry fields → example ofNematic Liquid Crystals
Liquid of rod-like molecules: upon increasing density (orlowering T) the molecules order in a phase with long-rangeorientational order (Onsager 1949)
Isotropic liquid:orientational symmetry
Nematic liquid:broken orientational
symmetry
n2
1 1~
vN
exL b
! !
να
Lb
Competition of translational & rotational entropy
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Entropy at work
Elephant seals on the Californiacoast - courtesy of Arshad Kudrolli
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Ordered state
director n (|n|=1) is brokensymmetry fieldn
-n
order parameter: 1
3ˆ ˆ( )ij i j ijQ ! !
!
" " #=< $ >%
Fluctuations δnk=nk-n0 of wavelength λ=2π/k cost no energy when k→0and decay via a “slow” mode δnk(t) ~ exp[- ω(k)t], with ω(k → 0)=0.
The broken symmetry fields are hydrodynamic fields.
!̂"
rods have no head/tail → cos 0!
!
"< >=#!
"
1
3( )jij i j in nSQ !"=
n → -n is a symmetry of ordered state
Boulder 2009
Today’s Lecture
A tour through living and non-living active systems
Hydrodynamics as an effective field theory:symmetries, conservation laws and brokensymmetries
Tutorial: hydrodynamics as a generic field theory -isotropic fluid
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Constructing a hydrodynamic theory1. Identify hydrodynamic variables (conserved densities and
broken symmetry fields). The hydrodynamic equations mustcontain only these variables and their gradients.
2. Identify symmetries.
3. Identify conservation laws.
4. Construct constitutive equations for the fluxes as functions ofthe hydrodynamic fields and their gradients:a) Rule out any term explicitly forbidden by symmetry or conservation
laws
b) Since one is interested in large scales and slow variation, keepterms to leading order in the gradients of the hydrodynamic fields
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Tutorial 1: isotropic fluid1. Conserved densities:
2. Symmetries:
3. Conservation laws:
4. Constitutive equation for the fluxes: !t" = #
!$ %!g !t gi = #! j& ij
!g = !
!v
density ρ momentum(energy)
rotational invariance, space & time translationalinvariance ,Galileian invariance
density flux !g = !
!v
momentum flux " ij = " ij(!,!g,#,$!,...)
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Entropy production: fluxes & forcesAssume local thermodynamics and calculate rate of entropyproduction (isothermal processes)
F =g
2
2!+ f
0(!)
"#$
%&'!
r
( "F =d
dt(U ) TS) = )T "S
R ! TdS
dt= "
!g " #
!v( ) $!%µ
m+ & ij " #viv j " ' ij p( )(iv j
)*+
,-.!
r
/
πij
ρ
ForceFluxHyd. field
!g
!!µ
!g !
ivj
R = ! flux " force#!r
$
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Constitutive Eqs & Hydrodynamics
R ! TdS
dt= "
!g " #
!v( ) $!%µ
m+ & ij " #viv j " ' ij p( )(iv j
)*+
,-.!
r
/ = " flux 0 force1!r
/
Reversible process R=0
Irreversible process R>0
! ij = "#viv j " $ ij $ ij stress tensor
$ ij
r= " p% ij $ ij
d= 2&(uij "
1
3% ijukk ) +&b% ijukk
flux=(flux)rev+ (flux)diss
!g = !
!v
!gd= 0
Crucial role of parity under time reversal
uij=1
2!ivj+ !
jvi( )
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Hydrodynamic Equations
!t" = #
!$ % ("
!v)
"(!t+!v %!$)!v = #
!$p +&$2!
v+(&b# 2
3&)!$(!$ %!v) Navier-Stokes
equation
In the context of active systems two approximationswill often be relevant:
• incompressible fluid
• flow at low Reynolds number ! = constant "
!# $!v=0
! "
t
!v +!v #!$!v( ) =
!$ #"% &
!$ #"%
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Low Reynolds number hydrodynamics
! ,"
! "
t
!v+!v #!$!v( ) = %
!$p +& $2!
v L
!v
Navier-Stokes eqn of fluid flow:
! "t
!v +!v #!$!v( )
accelaration/inertial forces
~!v2 /L
" #$$ %$$=!$ #&% = &
!$p + ' $2!
v
viscous force
~'v/L2
'
Re =inertial force
viscous force!v! L
"
•Re<<1 Stokes flow:•Re>>1 turbulent flow
To keep in mind: yet we saw that bacterialsuspensions (Re<<1) and overdamped systems(Re=0) exhibit swirling “turbulent” motion
bacteria*:L ~ micronsv ~ 10 microns/secRe~10-4-10-5
*E. M. Purcell, Am. J. Phys.45, 3 (1977)
! ,"
!v
!! ""# = 0
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Summary A tour through living and non-living active systems
Hydrodynamics as an effective field theory: symmetries,conservation laws and broken symmetries
Tutorial: hydrodynamics as a generic field theory - isotropicfluid
Next Hydrodynamics of active systems