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The Journal of Chemical Physics logoLink to The Journal of Chemical Physics
. 2017 Nov 21;147(19):194109. doi: 10.1063/1.4997091

Statistical mechanics of transport processes in active fluids: Equations of hydrodynamics

Katherine Klymko 1,a),b), Dibyendu Mandal 2,b),c), Kranthi K Mandadapu 3,4,d)
PMCID: PMC5698043  PMID: 29166113

Abstract

The equations of hydrodynamics including mass, linear momentum, angular momentum, and energy are derived by coarse-graining the microscopic equations of motion for systems consisting of rotary dumbbells driven by internal torques. In deriving the balance of linear momentum, we find that the symmetry of the stress tensor is broken due to the presence of non-zero torques on individual particles. The broken symmetry of the stress tensor induces internal spin in the fluid and leads us to consider the balance of internal angular momentum in addition to the usual moment of momentum. In the absence of spin, the moment of momentum is the same as the total angular momentum. In deriving the form of the balance of total angular momentum, we find the microscopic expressions for the couple stress tensor that drives the spin field. We show that the couple stress contains contributions from both intermolecular interactions and the active forces. The presence of spin leads to the idea of balance of moment of inertia due to the constant exchange of particles in a small neighborhood around a macroscopic point. We derive the associated balance of moment of inertia at the macroscale and identify the moment of inertia flux that induces its transport. Finally, we obtain the balances of total and internal energy of the active fluid and identify the sources of heat and heat fluxes in the system.

I. INTRODUCTION

In this paper, we consider the hydrodynamics of active fluids consisting of structured particles subjected to internal torques (or couples). The system under consideration consists of dumbbells immersed in a fluid and rotated by an equal and opposite force perpendicular to the axis connecting the two ends of the dumbbell. For such active fluids, we derive the associated balances of mass, linear momentum, angular momentum, moment of inertia, total energy, and internal energy by systematically coarse-graining the microscopic equations of motion governing the dynamics of the active particles. We follow the Iriving-Kirkwood procedure,1 which was originally used to derive the equations of hydrodynamics of simple fluids.

Our system falls under the general field of active matter,2–7 a term used to describe individual particles capable of self-propelled motion. Active matter systems are known to exhibit non-equilibrium phase behaviors with dynamic clustering of active particles.8–17 Suspensions of active matter also lead to anomalous thermal and mechanical properties with enhanced diffusion18–20 and odd and vanishing viscosities21,22 among many others.23–29 Of particular recent interest is the concept of pressure in these systems,30–39 where it is argued that pressure behaves as a state function only for the case of spherical, torque-less active particles but not for general active fluids.31

Pressure, being a fundamentally mechanical concept, depends on the nature of the stress tensors arising out of the balance of linear momentum. Mechanically, pressure can be defined as the negative trace of the stress tensor, and much microscopic understanding can be gained by knowing the expressions for the stress tensor in terms of the molecular interactions. Microscopic expressions for the stress tensors have been developed for passive systems starting with Clausius,40 and finally with the theory proposed by Irving and Kirkwood.1 The latter work, in particular, obtained the expressions for the stress tensor by deriving the equations of hydrodynamics using the principles of classical statistical mechanics. These expressions explicitly showed the role of intermolecular forces in the stress tensor. Recently, there has been an attempt to extend the theory of Irving and Kirkwood towards active systems consisting of self-propelled Brownian particles,41,42 where the derivations are restricted to the case of balances of mass and linear momentum. However, one may think of active systems consisting of particles with internal structure, the simplest example being dumbbells rotated by force couples or internal torques. These systems introduce an additional concept of spin resulting from the coarse-grained angular momentum of the particles. The concept of spin requires development of the balance of angular momentum with the presence of surface couples and the associated couple stress tensor. In these cases, at least for passive particles, it is well known that both angular momentum and linear momentum relations are coupled to each other.43–48 Analogous continuum theories have been used to model active systems made up of particles driven by internal torque.49–52 However, rigorous derivations for the expressions of the stress and couple stress tensors in terms of molecular variables are lacking for the case of active systems, and therefore there is an incomplete understanding of the role of active forces. Moreover, equations concerning the balance of energy have not been explored to understand the sources of heat and heat fluxes at the continuum level in such active systems. Our work extends the theory proposed by Irving and Kirkwood to derive the equations of hydrodynamics for systems consisting of active dumbbell particles with expressions for the stress tensor, couple stress tensor, and heat fluxes in terms of molecular variables, thereby providing a molecular basis for understanding the generalized hydrodynamics of active polar suspensions.

Our paper is organized as follows. In Sec. II A, we describe the microscopic dynamics of the active dumbbell system, and in Secs. II A–II G, we perform the coarse-graining procedure to derive the balance laws for the active fluid. A concise report of what has been done in this paper is presented in Ref. 53.

II. IRVING-KIRKWOOD PROCEDURE

In this section, we derive the balances of mass, linear momentum, angular momentum, moment of inertia, energy, and internal energy for systems consisting of active rotating dumbbells. As mentioned before, we follow the procedure of Irving and Kirkwood,1 where equations of hydrodynamics were derived in the absence of any internal rotation.

A. Microscopic equations of motion

Our model is a simple active matter system consisting of underdamped dumbbell-like particles where the ‘atoms’ are tethered together harmonically52 (see Fig. 1). They move according to the following equations of motion:

x˙iα=piα/mi,p˙iα=ζpiαmi+j,βFijαβ+fiαus(xi1,xi2)xiα+2kBTζdWdt, (1)

where i refers to the molecule, α refers to the atom of a molecule with α{1,2}, xiα and piα are the position and momentum of atom α of molecule i, ζ is the drag coefficient, kB is Boltzmann’s constant, T is the temperature of the bath, and dWdt is Gaussian white noise.54 The term us(xi1,xi2) is the harmonic spring energy connecting atoms 1 and 2 of molecule i. Also, Fijαβ is the force on atom α of molecule i due to atom β of molecule j given by Fijαβ=u2(xiα,xjβ)xiα, where u2(xiα,xjβ) is a pair potential that describes the interaction between atom α of molecule i and atom β of molecule j. Finally, fiα is an active driving force acting on atom α of molecule i, which is assumed to act in an equal and opposite manner on atoms 1 and 2 of molecule i, i.e., fi1=fi2=fi. Here and in what follows, ()¯˙=ddt() denotes the total time derivative.

FIG. 1.

FIG. 1.

Active dumbbell particles: (a) A schematic showing an active dumbbell particle with equal and opposite forces on the atoms of the dumbbell. It is assumed that the forces f always act perpendicular to the bond connecting the two atoms. (b) A schematic of a fluid consisting of many active dumbbell particles.

B. Microscopic-macroscopic relations

To write the balance equations for mass, linear momentum, angular momentum, moment of inertia, and energy, the relationships between microscopic and macroscopic variables need to be defined. In doing so, we follow the Irving-Kirkwood procedure1 by proposing relations between the extensive quantities. To this end, the mass density ρ(x, t) at any macroscopic spatial point x and time t is defined as

ρ(x,t)=i,αmiαΔ(xxiα), (2)

where Δ(xxiα) is a coarse-graining function that defines the contribution of atom α of molecule i at the spatial point x. Similarly, the linear momentum density ρ(x, t)v(x, t) is defined as

ρ(x,t)v(x,t)=i,αpiαΔ(xxiα), (3)

where v(x, t) is the velocity of the spatial point x. The angular momentum density ρ(x, t)L(x, t) is defined to be

ρ(x,t)L(x,t)=i,αxiα×piαΔ(xxiα). (4)

The moment of inertia I(x, t) is defined as

I(x,t)=i,αmiα(xiαx)(xiαx)imiα(xiαx)(xiαx)Δ(xxiα)=i,αIiαΔ(xxiα), (5)

where

Iiα=miα(xiαx)(xiαx)imiα(xiαx)(xiαx) (6)

and i is the identity tensor. In (5) and (6), the symbol denotes the dyadic product or tensor outer product, where ab for any two vectors a and b yields a second order tensor with elements aibj in Einstein’s indicial notation. Finally, the total energy density ρ(x, t)e(x, t) is defined to be

ρ(x,t)e(x,t)=i,αpiαpiα2miα+12j,βu2(xiα,xjβ)Δ(xxiα)+12i,αus(xi1,xi2)Δ(xxiα). (7)

The coarse-graining function Δ(xxiα) depends on the scalar distance between the macroscopic point x and xiα and satisfies the relation,

Δ(xxiα)xiα=Δ(xxiα)x, (8)

see Ref. 55 for properties of the coarse-graining functions.

C. Balance of mass

In this section, we derive the macroscopic balance of mass using relation (2). Taking the time derivative of (2) yields

ρ˙=i,αmiαΔ(xxiα)xv+Δ(xxiα)xiαviα=xi,αmiαΔ(xxiα)vxi,αmiαΔ(xxiα)viα=ρxvxρv, (9)

where the second equality in (9) is obtained by using identity (8) and the third equality is obtained by relation (3). Note that the time derivative of the continuum position yields the continuum velocity, i.e., x˙=v(x,t). Also, x in (9) denotes the divergence operator. In (9) and in what follows, we omit writing the explicit functional dependencies of the densities for clarity. Upon further simplification, Eq. (9) reduces to the local form of balance of mass at the macroscopic level given by

ρ˙+ρxv=0. (10)

D. Balance of linear momentum

In this section, we derive the balance of linear momentum at the macroscopic level using the momentum relation (3). To this end, following the same procedure as for the balance of mass, taking the time derivate of both sides of Eq. (3), and using the identity (8) yields

ρv¯˙=i,αp˙iαΔ(xxiα)+i,αpiαΔ(xxiα)xvi,αpiαΔ(xxiα)xpiαmiα=i,αp˙iαΔ(xxiα)+xi,αpiαΔ(xxiα)vxi,αpiαpiαmiαΔ(xxiα)=i,αp˙iαΔ(xxiα)+x(ρv)vxi,αmiαpiαmiαvpiαmiαvΔ(xxiα)xρvv=i,αp˙iαΔ(xxiα)ρvxv+xTK, (11)

where the third equality is obtained by using momentum relation (3) and the tensor TK in (11) is given by

TK=i,αmiαpiαmiαvpiαmiαvΔ(xxiα). (12)

Note that we have used the property x(ab) that yields a vector with components xj(aibj) in Einstein’s summation convention. Expanding the time derivative on the left-hand side of (11) and using the balance of mass (10) reduces (11) to

ρv˙=i,αp˙iαΔ(xxiα)+xTK. (13)

Using the equations of motion (1), the first term on the right-hand side of (11) can be simplified as

i,αp˙iαΔ(xxiα)=i,αζpiαmiα+2kBTζdWdtΔ(xxiα)+i,αj,βFijαβΔ(xxiα)us(xi1,xi2)xiα×Δ(xxiα)+fiαΔ(xxiα). (14)

In (14), the term i,α,j,βFijαβΔ(xxiα) arises due to the forces between all the particles in the system and can be simplified as

i,α,j,βFijαβΔ(xxiα)  =12i,α,j,βu2(xiα,xjβ)xiαΔ(xxiα)Δ(xxjβ), (15)

where use is made of the relation

u2(xiα,xjβ)xjβ=u2(xiα,xjβ)xiα (16)

since the pair potential u2(xiα,xjβ) depends only on the distances between the corresponding pair of atoms. Equation (15) can be simplified using Noll’s identity56,57 given by

Δ(xxiα)Δ(xxjβ)=x(xijαβbijαβ), (17)

where xijαβ=xiαxjβ and bijαβ is the bond function defined as

bijαβ=01dλΔ(xλxiα+xijαβ). (18)

Using (17) and (18), the right-hand side of (15) can be rewritten as

i,α,j,βFijαβΔ(xxiα)=12i,j,α,βFijαβxxijαβbijαβ=12xi,j,α,βFijαβxijαβbijαβ=12xTV, (19)

where the tensor TV is given by

TV=12i,j,α,βFijαβxijαβbijαβ. (20)

Next, the term i,αus(xi1,xi2)xiαΔ(xxiα) in (14) can be rewritten as

i,αus(xi1,xi2)xiαΔ(xxiα)  =ius(xi1,xi2)xi1Δ(xxi1)us(xi1,xi2)xi2Δ(xxi2)  =ius(xi1,xi2)xi1Δ(xxi1)Δ(xxi2)  =xius(xi1,xi2)xi1xii12bii12  =xTS, (21)

where xii12=xi1xi2 and TS is given by

TS=ius(xi1,xi2)xi1xii12bii12. (22)

Finally, the remaining term in (14) due to the active driving force can be simplified using the equal and opposite forces fi acting on atoms 1 and 2 of molecule i to obtain

i,αfiαΔ(xxiα)=ifiΔ(xxi1)Δ(xxi2)=xifixii12bii12=xTA, (23)

where the tensor TA is defined as

TA=ifixii12bii12. (24)

Combining all the terms in (19), (21), and (23) and substituting them into (14) reduces (14) to

i,αp˙iαΔ(xxiα)=i,αζpiαmiα+2kBTζdWdtΔ(xxiα)+x(TV+TS+TA). (25)

Using (25), Eq. (13) can be reduced to

ρv˙=xT+ρb, (26)

where, T is the total stress tensor given by

T=TK+TV+TA+TS (27)

and ρb is the body force density given by

ρb=i,αζpiαmiα+2kBTζdWdtΔ(xxiα). (28)

Equation (26) is a statement of the macroscopic balance of linear momentum with the total stress tensor T given by the sum of the stresses coming from kinetic terms TK, virial terms that include the interatomic interactions from the pair potentials TV, harmonic spring terms TS, and the active forces TA. It can be seen that the kinetic stresses TK, virial stresses TV, and harmonic stresses TS are symmetric in nature. However, the active stress TA is not symmetric. This asymmetry is very particular to a system consisting of microscopic couples as in the case of active dumbbells considered here. Note that the stress tensor can contain non-symmetric parts in the case of multi-body potentials,58,59 for example, in the case of interactions consisting of three-body interactions,60 which are usually used to model systems such as water61,62 and silicon.60,63 Moreover, it should be noted that our work deviates from the analysis in Ref. 64, where the stress tensor is considered for systems that contain contributions from active forces but still do not have an active rotational component that can lead to the asymmetry of the stress tensor. Specifically, in Ref. 64, it is found that the active forces contribute to the deviatoric but still symmetric part of the stress tensor. This is also the case in Ref. 49, where contributions from the active forces still contain only symmetric terms.

Given the nature of the stress tensor T in (27), pressure in the system at any macroscopic point x and time t can be obtained as the negative of the trace of the stress tensor. As can be seen from the expressions of the individual components of the total stress tensor given by Eqs. (12), (20), (22), and (24), pressure consists of contributions only from kinetic and intermolecular forces and not the active forces. This is due to the assumption in the microscopic dynamics (1) that the active forces act always perpendicular to the bond connecting the two atoms of the molecules thereby making TA traceless. Hence, the active forces only contribute the deviatoric components of the stress tensor. This should be contrasted with the case of active Brownian particles,30,65 where the active forces contribute to the definition of the pressure.

E. Balance of angular momentum

The asymmetric part of the stress tensor T drives a spin angular momentum, and understanding spin requires derivation of the balance of angular momentum. The balance of angular momentum has been proposed as a law at the continuum level by43 leading to the introduction of couple stress tensors based on the application of the surface couples (see Fig. 2). In this section, we derive the balance of angular momentum from the microscopic dynamics given by (1) and identify the expressions for the couple stress tensor in terms of the microscopic variables.

FIG. 2.

FIG. 2.

Stress and couples: A schematic showing the forces and couples acting on an infinitesimal area Δs at a point on the surface of a body. Here, Δf and Δm are the surface forces and couples, related to the stress tensor and the couple stress tensor by the relations limΔs0ΔfΔs=Tn and limΔs0ΔmΔs=Cn.

The balance of angular momentum can be derived at the macroscopic level using the angular momentum relation (4) and following a procedure similar to the derivation of balance of linear momentum in Sec. II D. To this end, taking the time derivate of both sides of (4) and employing the identity (8) yields

ρL¯˙=i,αxiα×p˙iαΔ(xxiα)+i,αxiα×piαΔ(xxiα)xvi,αxiα×piαΔ(xxiα)xpiαmiα=i,αxiα×p˙iαΔ(xxiα)+xi,αxiα×piαΔ(xxiα)vxi,αxiα×piαpiαmiαΔ(xxiα)=i,αxiα×p˙iαΔ(xxiα)+xρLvxρLvxi,αxiα×piαpiαmiαvΔ(xxiα), (29)

where the third equality is obtained using the definition of macroscopic angular momentum (4). Expanding the time derivative on the left-hand side of (29), using the balance of mass (10) and the following identity

xρLv=ρxvL+xρLv, (30)

Equation (29) can be reduced to

ρL˙=i,αxiα×p˙iαΔ(xxiα)xi,αxiα×piαpiαmiαvΔ(xxiα). (31)

The last term on the right-hand side of (31) can be rewritten as

xi,αxiα×piαpiαmiαvΔ(xxiα)=xi,α(xiαx)×piαpiαmiαvΔ(xxiα)xi,αx×piαpiαmiαvΔ(xxiα)=xCKxi,αx×piαpiαmiαvΔ(xxiα), (32)

where the tensor CK is given by

CK=i,α(xiαx)×piαpiαmiαvΔ(xxiα). (33)

The second term on the right-hand side of (32) can be simplified using Einstein’s indicial notation techniques as

xi,αx×piαpiαmiαvΔ(xxiα)  =xoi,α𝜖lmnxm(piα)npiαmiαvoΔ(xxiα)  =i,α𝜖lmnδmo(piα)npiαmiαvoΔ(xxiα)+𝜖lmnxmi,αxo(piα)n(piαmiαv)oΔ(xxiα)  =i,α𝜖lmnmiαpiαmiαvnpiαmiαvmΔ(xxiα)+i,α𝜖lmnmiαvnpiαmiαvmΔ(xxiα)    +𝜖lmnxmxoi,αmiαpiαmiαvnpiαmiαvoΔ(xxiα)+𝜖lmnxmxoi,αmiαvnpiαmiαvoΔ(xxiα), (34)

where 𝜖lmn is the permutation tensor and δmn is the Kronecker Delta. Noting that

i,αmiαvnpiαmiαvoΔ(xxiα)=0, (35)

due to the linear momentum relation (3), Eq. (34) can be reduced to

xi,αx×piαpiαmiαvΔ(xxiα)=𝜖lmnTnmK𝜖lmnxmxoTnoK=AKx×xTK, (36)

where TmnK are the components of the kinetic part of the stress tensor TK in the indicial notation and AK denotes the vector formed from the anti-symmetric part of the kinetic stress tensor with its components AlK=𝜖lmnTnmK. Using Eqs. (32), (33), and (36), Eq. (31) can be simplified to

ρL˙=i,αxiα×p˙iαΔ(xxiα)+xCK+AK+x×xTK. (37)

The remaining term that can be reduced is the first term on the right-hand side of Eq. (37), which upon using the microscopic equations of motion (1) yields

i,αxiα×p˙iαΔ(xxiα)=i,αxiα×ζpiαmi+j,βFijαβ+fiαus(xi1,xi2)xiα+2kBTζdWdt. (38)

In what follows, we manipulate the terms on the right-hand side of (38) to derive the quantities in the balance of angular momentum at the coarse-grained level. To this end, the second term on the right-hand side of (38) can be manipulated to yield

i,αxiα×j,βFijαβ=i,α,j,βxiα×u2(xiα,xjβ)xiαΔ(xxiα)=12i,α,j,βxiαΔ(xxiα)xjβΔ(xxjβ)×u2(xiα,xjβ)xiα=12i,α,j,βxiαx(xijαβbijαβ)+xijαβΔ(xxjβ)×Fijαβ=12xi,α,j,β(xiα×Fijαβ)xijαβbijαβ+12i,α,j,βxijαβ×FijαβΔ(xxjβ)=x12i,α,j,β(xiαx)×Fijαβxijαβbijαβ+x12i,α,j,βx×Fijαβxijαβbijαβ+12i,α,j,βxijαβ×FijαβΔ(xxjβ)=xCV+AV+x×xTV+12i,α,j,βxijαβ×FijαβΔ(xxjβ), (39)

where the tensor CV is given by

CV=12i,α,j,β(xiαx)×Fijαβxijαβbijαβ, (40)

AV is the vector formed by the antisymmetric parts of the virial stress tensor TV given by AlV=+𝜖lmnTnmV, and the last equality in (39) is obtained by using the pair potential contribution to the total stress tensor given in (20). The last term on the right-hand side of (39) is identically zero for systems modeled by pair potentials due to the fact that the force Fijαβ is proportional to xijαβ.

Using a similar procedure to reduce the pair potential-mediated forces in (39) and (40), the fourth term on the right-hand side of (38) can be reduced to

i,αxiα×us(xi1,xi2)xiα=ixi1×us(xi12)xi1Δ(xxi1)+xi2×us(xi12)xi2Δ(xxi2)=xCS+AS+x×xTS, (41)

where the tensor CS is given by

CS=12i(xi1x)×us(xi1,xi2)xi1xii12bii12 (42)

and AS is the vector formed from the anti-symmetric part of the stress tensor TS.

Next, the third term on the right-hand side of (39) involving the active forces can be reduced to

i,αxiα×fiα=ixi1Δ(xxi1)xi1Δ(xxi2)+xi1Δ(xxi2)xi2Δ(xxi2)×fi=ixi1x(xii12bii12)×fi+ixii12×fiΔ(xxi2)=xi(xi1×fi)xii12bii12+ixii12×fiΔ(xxi2)=xi(xi1x)×fixii12bii12xi(x×fi)xii12bii12+ixii12×fiΔ(xxi2)=xCA+AA+x×xTA+ixii12×fiΔ(xxi2), (43)

where the tensor CA is defined as

CA=i[(xi1x)×fi]xii12bii12 (44)

and AA is the vector formed by the anti-symmetric components of the active part of the stress tensor TA similar to AK and AV.

Finally, combining all the terms in Eqs. (39)–(43), the resulting angular momentum balance given by (37) can be reduced to

i,αxiα×p˙iαΔ(xxiα)=i,αxiα×ζpiαmi+2kBTζdWdt+ixii12×fiΔ(xxi2)  +xCK+CV+CS+CS+AK+AS+AV+AA  +x×xTK+TV+TS+TA=xC+ρG+x×ρb+A+x×xT, (45)

where

ρG=ixii12×fiΔ(xxi2)+i,αxiαx×ζpiαmi+2kBTζdWdtΔ(xxiα), (46)
C=CK+CV+CS+CA, (47)

and

A=AK+AV+AS+AA. (48)

Substituting (45) in (37), the total balance of angular momentum at the coarse-grained level can be obtained as

ρL˙=xC+ρG+x×ρb+A+x×xT. (49)

Equation (49) is a statement of the macroscopic balance of angular momentum with the total couple stress tensor C given by the sum of a contribution of the couple stresses coming from kinetic CK, interatomic potential CV, harmonic spring CS, and active forces CA, and ρG being the body torque at the coarse-grained level. As can be seen from the form in (40), the couple stress is the virial contribution from the torque created by a force between the bond connecting the atoms {i, α} and {j, β} with respect to the center x of the coarse-graining volume. The physical meaning of all the other terms CK,CS, and CA can be understood in a similar way to CV. We note that the couple stress tensor can also exist for liquid-crystal systems made up of rod like molecules, which are similar to the rotary active dumbbells considered in our work.66,67

The microscopic derivation of balance of angular momentum has not been considered before by Irving and Kirkwood. It is of interest to see that even though the stress tensor from interaction potentials and kinetic terms lead to a symmetric form for the stress tensor, the corresponding couple stresses are not zero. Couple stresses are usually neglected or not considered in the case of mechanics of continuous media, even in the case of passive particles.68 This assumption is satisfied when the time scales associated with the relaxation of couple stresses are small compared to that of the stress tensor in addition to no body torques.45 In this case, the change of angular momentum and couple stresses can be ignored, and the balance of angular momentum (49) then imposes the symmetry of the stress tensor. However, should the active forces driving the dumbbell particles be non-zero, the active couple stresses CA and the asymmetric part of the stress tensor from TA need not be negligible. Moreover, the non-zero active forces also drive the body torques ρG as can be seen from (46). Therefore, the case of active dumbbells or any system consisting of microscopically rotating particles presents a unique case where the spin stresses and the non-symmetric part of the stress tensor are not negligible, and the coupling between linear and angular momentum should be considered. This can be seen explicitly from the balance of spin that is considered in Sec. II E 1.

1. Balance of spin

In this section, we introduce the concept of spin and derive the balance of spin. Following the work of Dahler and Scriven,43 the total angular momentum can be divided without loss of generality as

ρL=ρx×v+ρM, (50)

where ρx×v is moment of linear momentum (or orbital angular momentum) and M is the internal spin, as shown in Fig. 3.

FIG. 3.

FIG. 3.

A schematic showing the decomposition of the total angular momentum into orbital angular momentum and spin.

Taking the cross product of the local form of the balance of linear momentum with x yields

x×ρv˙=x×xT+ρx×b. (51)

Making use of (50) and (51) in the local form of total angular momentum (49) yields the equation for balance of spin as

ρM˙=xC+ρG+A. (52)

F. Balance of moment of inertia

Since the particles in a fluid are continuously exchanged in the neighborhood of the macroscopic point x, the moment of inertia I is transported across the system requiring the balance equation for moment of inertia. To this end, we derive the associated macroscopic balance of moment of inertia using relation (5). Taking the time derivative of both sides of (5) yields

I˙=2i,αmiαpiαmiαvxiαxiΔ(xxiα)   i,αpiαmiαvxiαx+xiαxpiαmiαv   ×miαΔ(xxiα)+i,αIiαΔ(xxiα)xv   Δ(xxiα)xpiαmiα, (53)

where we have used identity (8). The last term on the right can be simplified as

i,αIiαΔ(xxiα)xvΔ(xxiα)xpiαmiα=xi,αIiαvpiαmiαΔ(xxiα)  Ixv2i,αmiα(xxiα)vpiαmiαi  i,αmiα(xxiα)piαmiαv  +piαmiαv(xxiα)Δ(xxiα), (54)

where the dyadic product is between a tensor and a vector, which for any general tensor S and vector d yields a third order tensor with the elements Sijbk in the indicial notation. Using (54), the rate of change of moment of inertia in (53) can be reduced to

I˙+Ixv=xY, (55)

where Y is the moment of inertia flux tensor given

Y=i,αIiαpiαmiαvΔ(xxiα). (56)

Note that the moment of inertia flux tensor Y is a third order tensor owing to the second order nature of the tensor I. Equation (55) is a statement of the macroscopic balance of momentum of inertia of the system.

Finally, without loss of any generality, the spin can be rewritten as

ρM=Iω(x,t), (57)

where ω is the rotational velocity of the macroscopic point. Note that the definition of the moment of inertia I, and thus ω, depends on the choice of the coordinate system. Using (57), (55), and (10), the balance of spin in (52) can be written in terms of the rate of rotation as

Iω˙=xYω+xC+ρG+A. (58)

G. Balance of energy

In this section, we derive the balance of total energy to identify the sources of heat and heat flux at the macroscopic scale. We begin by decomposing the total energy into the internal energy and translational kinetic and rotational kinetic energies. We then derive the balance of total energy and use the decomposition of the energy to finally derive the balance of internal energy.

H. Decomposition of energy

We begin the decomposition of energy by rewriting the total kinetic energy arising from the particles as

i,αpiαpiα2miαΔ(xxiα)=i,α12miαpiαmiαvpiαmiαvΔ(xxiα)+ρvv2=i,α12miαpiαmiαv^iα+ω×(xiαx)piαmiαv^iα+ω×(xiαx)Δ(xxiα)+ρvv2=12i,αmiαpiαmiαv^iαpiαmiαv^iαΔ(xxiα)+i,αmiαω×(xiαx)piαmiαvΔ(xxiα)12i,αmiαω×(xiαx)ω×(xiαx)Δ(xxiα)+ρvv2, (59)

where

v^iα=v+ω×(xiαx) (60)

is the rigid-body convective velocity of a particle that is translating and rotating with the continuum point x. The third term on the right-hand side of the third equality in (59) can be rewritten as

12i,αmiαω×(xiαx)ω×(xiαx)Δ(xxiα)  =12I:ωω=12Iωω, (61)

where “:” denotes the double contraction between two second order tensors, which for any two general tensors, S and H yield a scalar SijHij with Einstein’s summation convention. In obtaining (61), we have used the identity

ω×(xiαx)ω×(xiαx)=(xiαx)(xiαx)i(xiαx)(xiαx):ωω. (62)

The second term on the right-hand side of the third equality in (59) can be rewritten as

i,αmiαω×(xiαx)piαmiαvΔ(xxiα)  =i,αmiα(xiαx)×piαmiαvωΔ(xxiα)  =ρMω  =Iωω (63)

using the definition of spin angular momentum (57) and an assumption that the continuum point x represents the center of mass of particles in its neighborhood defined by the length scale of averaging in the coarse-graining function, i.e.,

ρx=i,αmiαxiαΔ(xxiα). (64)

Making use of (61) and (63), the kinetic energy, in Eq. (59), can be reduced to

i,αpiαpiα2miαΔ(xxiα)  =12i,αmiαpiαmiαv^iαpiαmiαv^iαΔ(xxiα)   +ρvv2+Iωω2. (65)

Using (65), the total energy at macroscale (7) can be simplified to

ρe=12i,α,j,βu2(xiα,xjβ)Δ(xxiα)+12i,αus(xi1,xi2)Δ(xxiα)+12i,αmiα(viαv^iα)(viαv^iα)Δ(xxiα)+ρvv2+Iωω2. (66)

Denoting the first three terms on the right-hand side of (66) as the total internal energy ρ(x, t)𝜖(x, t) at the macroscopic point x given by

ρ𝜖=12i,α,j,βu2(xiα,xjβ)Δ(xxiα)+12i,αus(xi1,xi2)Δ(xxiα)+12i,αmiα(viαv^iα)(viαv^iα)Δ(xxiα), (67)

the total energy (7) can be decomposed into internal energy and translational and rotational kinetic energies as

ρe=ρ𝜖+ρvv2+Iωω2. (68)

1. Balance of total energy

Taking the time derivative of both sides of (7), we have

ρ˙e+ρė=i,αpiαp˙iαmiαΔ(xxiα)+i,αEiαΔ(xxiα)xvpiαmiα+12i,α,j,βu2(xiα,xjβ)xiαpiαmiα+u2(xiα,xjβ)xjβpjβmjβ×Δ(xxiα)+12i,αus(xi1,xi2)xi1pi1mi1+us(xi1,xi2)xi2pi2mi2Δ(xxiα), (69)

where Eiα is the total energy of each atom given by

Eiα=piαpiα2miα+12j,βu2(xiα,xjβ)+12us(xi1,xi2). (70)

Note that the interaction energy from the pair potential and the harmonic spring energy are equally divided between two interacting particles. Using Eqs. (10) and (1), we can rewrite (69) as

ρėρxve=i,αpiαmiαζpiαmi+j,βFijαβ+fiαus(xi1,xi2)xiα+2kBTζdWdtΔ(xxiα)+i,αEiαΔ(xxiα)xvpiαmiα+12i,α,j,βu2(xiα,xjβ)xiαpiαmiα+u2(xiα,xjβ)xjβpjβmjβΔ(xxiα)+12i,αus(xi1,xi2)xi1pi1mi1+us(xi1,xi2)xi2pi2mi2Δ(xxiα). (71)

We now simplify each term in (71). To this end, the second term on the right-hand side of (71) can be rewritten as

i,αEiαΔ(xxiα)xvpiαmiα=xi,αEiαΔ(xxiα)vxi,αEiαpiαmiαΔ(xxiα)=ρxvexi,αEiαpiαmiαvΔ(xxiα), (72)

where use is made of relation (7). Equation (72) can be further simplified by manipulating the kinetic energy part of the atomic energy Eiα in (70) to yield

i,αEiαΔ(xxiα)xvpiαmiα=ρxvexi,α(piαmiαv)(piαmiαv)2miα+12j,βu2(xiα,xjβ)+12us(xi1,xi2)piαmiαvΔ(xxiα)+xTKTv, (73)

where the last term represents the contribution from the kinetic part of stress tensor (12).

Next, the third term on the right-hand side of (71) can be rewritten as

12i,α,j,βu2(xiα,xjβ)xiαpiαmiα+u2(xiα,xjβ)xjβpjβmjβΔ(xxiα)  =12i,α,j,βFijαβpiαmiαΔ(xxiα)+12i,α,j,βu2(xiα,xiβ)xiαpiαmiαΔ(xxjβ)+Δ(xxiα)Δ(xxiα)  =i,α,j,βFijαβpiαmiαΔ(xxiα)12i,α,j,βFijαβpiαmiαxxijαβbijαβ  =i,α,j,βFijαβpiαmiαΔ(xxiα)x12i,α,j,βFijαβpiαmivxijαβbijαβ+xTVTv, (74)

where TV is the virial stress in (20).

Employing similar procedures in deriving (74), the fourth term on the right-hand side of (71) can be modified to yield

12i,αus(xi1,xi2)xi1pi1mi1+us(xi1,xi2)xi2pi2mi2Δ(xxiα)=ius(xi1,xi2)xi1pi1mi1Δ(xxi1)+us(xi1,xi2)xi2pi2mi2Δ(xxi2)=x12ius(xi1,xi2)xi1pi1mivxii12bii12+us(xi1,xi2)xi2pi2mivxii21bii21+xTSTv, (75)

where TS is the stress due to the harmonic spring terms given by (22).

The active forces term in (71) can be simplified as

i,αpiαmiαfiαΔ(xxiα)=ipi1mi1pi2mi2fiΔ(xxi1)xifipi2mi2vxii12bii12+xTATv, (76)

where TA is the active stress in (24).

Combining the results from (72) to (76) and rearranging the terms, the total energy balance in (71) reduces to

ρė=i,αpiαmiαζpiαmi+2kBTζdWdtΔ(xxiα)+xTTv+ipi1mi1pi2mi2fiΔ(xxiα)xi,α(piαmiαv)(piαmiαv)2miα+12j,βu2(xiα,xjβ)+12us(xi1,xi2)piαmiαvΔ(xxiα)x12i,α,j,βFijαβpiαmivxijαβbijαβxifipi2mi2vxii12bii12+x12ius(xi1,xi2)xi1pi1mivxii12bii12+us(xi1,xi2)xi2pi2mivxii21bii21, (77)

where the last four terms contain divergence terms that are the fluxes of energy in the system.

At this stage, it can be seen that the second term on the right-hand side of the energy balance in (77) contains the rate of work done due to the applied forces in terms of the stress tensor. What remains to be seen is the form for the rate of work performed by the surface couples in the system. To this end, we modify each of the last four terms of (77) by subtracting the rotational parts of the velocity from the individual atomic velocities. Beginning with the fifth term on the right-hand side of (77), it can be seen that

i,α,j,β12Fijαβpiαmiαvxijαβbijαβ=i,α,j,β12Fijαβpiαmiαv^iαxijαβbijαβ+i,α,j,β12Fijαβω×xiαxxijαβbijαβ=i,α,j,β12Fijαβpiαmiαv^iαxijαβbijαβ+i,α,j,β12xijαβxiαx×Fijαβbijαβω=JqV(CV)Tω, (78)

where

JqV=i,α,j,β12Fijαβpiαmiαv^iαxijαβbijαβ (79)

and CV is the virial part of the couple stress given by (40). Following similar procedures used to obtain Eqs. (78) and (79), the last term on the right-hand side of (77) is reduced to

12ius(xi1,xi2)xi1pi1mivxii12bii12  +us(xi1,xi2)xi2pi2mivxii21bii21=JqS(CS)Tω, (80)

where

JqS=ius(xi1,xi2)xi1pi1mi1v^i1xii12bii12+us(xi1,xi2)xi2pi2mi2v^i2xii21bii21 (81)

and CS is the spring part of the couple stress given by (42).

Next, the active terms contained in the sixth term on the right-hand side of (77) can be reduced to

ifipi2mi2vxii12bii12=ifipi2mi2v^i2xii12bii12+ifiω×(xi2x)xii12bii12=JqA(CA)Tω, (82)

where

JqA=ifipi2mi2v^i2xii12bii12 (83)

and CA is the active part of the couple stress given by (44).

The fourth term on the right-hand side of (77) can be manipulated by subtracting and adding the rigid rotational components of velocity ω×(xiαx) from the relative kinetic energy term to yield

i,α(piαmiαv)(piαmiαv)2miα+12j,βu2(xiα,xjβ)+12us(xi1,xi2)piαmiαvΔ(xxiα)  =i,αK^iα+12j,βu2(xiα,xjβ)+12us(xi1,xi2)miαvω×(xiαx)piαmiαvΔ(xxiα)   +i,αmiαω×(xiαx)piαmiαpiαmiαvΔ(xxiα)12i,αIiαωωpiαmiαvΔ(xxiα)  =JqK(CK)Tω+12Y:ωω, (84)

where

K^iα=12miαpiαmiαv^iαpiαmiαv^iα (85)

is the kinetic energy of the particle relative to the translational and the rotational motion of the continuum point,

JqK=i,αK^iα+12j,βu2(xiα,xjβ)+12us(xi1,xi2)miαvω×(xiαx)piαmiαvΔ(xxiα), (86)

and CK is the kinetic part of the couple stress given by (33).

With the manipulations from (78)–(86), the balance of total energy at the macroscopic point in (77) is reduced to

ρė=i,αpiαmiαζpiαmi+2kBTζdWdtΔ(xxiα)+ipi1mi1pi2mi2fiΔ(xxiα)xJq+xTTv+xCTω12xY:ωω, (87)

where

Jq=JqK+JqV+JqS+JqA. (88)

We can further reduce the first term on the right-hand side of (87) by adding and subtracting the terms corresponding to the rotational velocity of the particle moving with the continuum point ω×(xiαx) to obtain

i,αpiαmiαζpiαmi+2kBTζdWdtΔ(xxiα)   +ipi1mi1pi2mi2fiΔ(xxiα)  =i,αpiαmiαv^iαζpiαmiα+2kBTζdWdtΔ(xxiα)   +iv^i1v^i2fiΔ(xxiα)+ρbv+ρGω  =Λ+ρbv+ρGω, (89)

where

Λ=i,αpiαmiαv^iαζpiαmi+2kBTζdWdtΔ(xxiα)+i,αv^i1v^i2fiΔ(xxiα) (90)

and ρb and ρG are the body forces and the body torques given by (28) and (46), respectively.

Using (89) and (90), the total energy balance at macroscale (87) can be obtained as

ρė=xJq+xTTv+xCTω12xY:ωω+Λ+ρbv+ρGω. (91)

Equation (91) can be considered as a generalization of the balance of energy from microscopic dynamics as originally conceived by Irving and Kirkwood,1 where only the effects of linear momentum were considered. It can be seen from (91) that the extension to include internal spin effects leads to additional terms corresponding to the rate of work or power from spin stresses C and body torques G. Moreover, the effect of transport of moment of inertia due to the existence of a moment of inertia flux is explicit in the balance of energy, in addition to being implicitly part of the definition of total energy ρe. Importantly, the existence of spin affects the contributions to the heat flux in comparison to the original expression for heat flux derived by Irving and Kirkwood.1 One direct difference is the way in which the convection of energy by interaction forces and active forces occurs mainly by the momentum of the particles relative to the convective translational and rotational velocities of the continuum point x. However, it is interesting to see that the convection of energy through kinetic and potential energies is still affected by means of the momentum relative to the translational velocity of the continuum point. It is unclear to us at this moment physically why there exist two distinct modes of convection for interaction and energetic terms.

Lastly, the balance of energy (91) includes a term Λ that can be interpreted as the source of heat with contributions from both the friction from the bath and associated thermal forces and the active torques. This term may be understood as an extension of the concept of heat in the stochastic energetics framework69,70 to extended continuous media and active matter. This shows how the bath and the active rotations can appear as internal sources of energy changes when viewed from a coarse-grained perspective.

2. Balance of internal energy

In what follows, we use the decomposition of the total energy given in (68) and derive the balance of internal energy. We start by taking the time derivative of (68) which can be written as

ρė=ρ𝜖˙+ρvv˙+12I˙+Ixvωω+Iωω˙. (92)

Taking the dot product of the balance of linear momentum with the velocity vector v, Eq. (26) yields

ρvv˙=xTTvT:v+ρbv, (93)

where use is made of the identity

xAb=xATbA:b, (94)

with A and b being any arbitrary tensor and vector, respectively.

Taking the total time derivative of Eq. (57) corresponding to the definition of the rotational velocity of the continuum point yields

ρM˙ρxvM=I˙ω+Iω˙, (95)

where use is made of (9). Taking the dot product of (95) with ω and rearranging the terms yields

ρM˙ω=I˙+Ixvωω+Iωω˙ (96)

using (57). Substituting (52) for the left-hand side of (96) yields

I˙+Ixvωω+Iωω˙=xCTωC:ω+ρGω+Aω. (97)

Combining (97), (55), and (91), yields the balance of internal energy as

ρ𝜖˙=xJq+T:v+C:ωAω+ΛY:(ωω)2, (98)

where we have used the following tensor calculus identity:

Y:(ωω)212xY:ωω+12xYωω. (99)

III. CONCLUSION

The coarse-graining procedure presented in this paper can be considered as a generalization of the Irving and Kirkwood procedure to systems with internal rotational degrees of freedom. A summary of the balance equations is presented in Table I. The expressions for the stress tensor, couple stress tensor, and the heat flux vector, summarized in Table II, and their dependence on the active forces (or torques) may lead to a better understanding of the novel mechanical and rheological properties found in active matter systems. Specifically, it is of interest to understand the effects of the active forces on the resulting effective transport coefficients such as viscosities and thermal conductivities. Having the expressions for the stress, couple stress, and heat flux vectors in terms of the molecular variables may facilitate calculations of the transport coefficients provided there exist Green-Kubo relations71 for these out of equilibrium systems. Finally, we note that our coarse-graining procedure and equations are generalizable to other active models such as self-propelled active Brownian particles.

TABLE I.

Summary of balance equations.

Mass ρ˙+ρxv=0
Linear momentum ρv˙=xT+ρb
Angular momentum ρL˙=xC+ρG+x×ρb+A+x×xT
Spin ρM˙=xC+ρG+A
Moment of inertia I˙+Ixv=xY
Total energy ρė=xJq+xTTv+xCTω
12xY:ωω+Λ+ρbv+ρGω

TABLE II.

Microscopic expressions for stress and couple stress tensors and heat flux vectors.

Linear momentum
Stress tensor T=TK+TV+TS+TA
(i) Kinetic TK=i,αmiαpiαmiαvpiαmiαvΔ(xxiα)
(ii) Virial TV=12i,j,α,βFijαβxijαβbijαβ
(iii) Spring TS=ius(xi1,xi2)xi1xii12bii12
(iv) Active TA=ifixii12bii12
Body force ρb=i,αζpiαmiα+2kBTζdWdtΔ(xxiα)
Angular momentum
Couple stress tensor C=CK+CV+CS+CA
(i) Kinetic CK=i,α(xiαx)×piαpiαmiαvΔ(xxiα)
(ii) Virial CV=12i,α,j,β(xiαx)×Fijαβxijαβbijαβ
(iii) Spring CS=12i(xi1x)×us(xi1,xi2)xi1xii12bii12
(iv) Active CA=i[(xi1x)×fi]xii12bii12
Body torque ρG=ixii12×fiΔ(xxi2)+i,αxiαx×ζpiαmi+2kBTζdWdtΔ(xxiα)
Energy
Heat flux vector Jq=JqK+JqV+JqS+JqA
(i) Kinetic JqK=i,αK^iα+12j,βu2(xiα,xjβ)+12us(xi1,xi2)
miαvω×(xiαx)piαmiαvΔ(xxiα)
(ii) Virial JqV=i,α,j,β12Fijαβpiαmiαv^iαxijαβbijαβ
(iii) Spring JqS=ius(xi1,xi2)xi1pi1mi1v^i1xii12bii12+us(xi1,xi2)xi2pi2mi2v^i2xii21bii21
(iv) Active JqA=ifipi2mi2v^i2xii12bii12

ACKNOWLEDGMENTS

The authors would like to thank Frédéric van Wijland, Steve Granick, Michael Hagan, David Limmer, Robert Jack, Michael R. DeWeese, and Panayiotis Papadopoulos for useful discussions. K.K.M. acknowledges support from a National Institutes of Health Grant No. R01-GM110066. He is also supported by the Director, Office of Science, Office of Basic Energy Sciences, Chemical Sciences Division, of the U.S. Department of Energy under Contract No. DE-AC02-05CH11231. D.M. acknowledges support from the U.S. Army Research Laboratory and the U.S. Army Research Office under Contract No. W911NF-13-1-0390. K.K. acknowledges support from an NSF Graduate Research Fellowship.

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