Represent a dilute polymer by two beads connected by a spring obeying Hooke's law, with stiffness and bead drag coefficient . Neglect bead inertia and hydrodynamic interactions. For component-first velocity gradient , the configuration Fokker-Planck probability current is
The factor two comes from relative motion of both beads. At rest its normalized probability density is . The conformation tensor has dimensions of length squared; is its dimensionless version. The Hookean dumbbell in planar extension is a particular imposed flow in this model.
For a locally uniform distribution of labelled connectors, a connector crosses a small surface when its midpoint lies in a slab of thickness . This gives the displayed unsigned count per unit area. Omitting the absolute value gives a signed count, or requires a restriction to one orientation. The signed spring force transmitted from the positive side to the negative side is , so multiplication by the unsigned count yields traction . Each labelled dumbbell is counted once.
For identical no-slip spheres of radius linked by a zero-rest-length spring, with and , the leading Oseen tensor interaction reduces their relative spring relaxation rate by . The midpoint follows an imposed incompressible linear velocity field. Add the two bead force balance equations to prove midpoint advection; subtract them and use to obtain the displayed equation. This deterministic far-field model omits bead inertia, thermal forcing, connector drag and near-contact lubrication.
For constant number density , constant temperature, a homogeneous incompressible linear velocity field and decaying configuration tails, define
This free energy is a relative entropy times . Differentiate it using the configuration Fokker-Planck probability current. One integration by parts gives . Substituting the probability current velocity gives the displayed balance: the diffusive affine contribution is . The polymer stress tensor has mechanical power . Its instantaneous power need not be nonnegative, because it includes changes of stored free energy. The nonnegative quantity is , and equality of stress power and dissipation requires a stationary free energy.
When the midpoint follows a linear velocity field, the two beads' slip velocities are . Summing their individual drag powers proves the displayed expression. Using a probability current velocity in place of the instantaneous relative velocity defines the corresponding overdamped dissipative functional; adding independent thermal velocities is a different stochastic description.
If the relative bead velocity is independent of its separation and has a centered Maxwell-Boltzmann distribution with , averaging the drag dissipation of a bead-spring pair gives the displayed gross loss. The cross term vanishes by the zero conditional mean. At zero velocity gradient, this remains , although mechanical stress power is zero. A thermal bath replenishes microscopic kinetic energy at equilibrium. Equating this gross loss to polymer stress power omits heat-bath input and cannot follow from the independently specified Maxwellian velocity distribution. The overdamped free-energy balance of a Hookean dumbbell uses a probability current velocity instead.
Multiply the Hookean dumbbell model configuration equation by and integrate twice by parts, with sufficient decay at large separation. The linear velocity field contributes , the spring drift contributes , and diffusion contributes . Thus the dimensionless conformation tensor obeys , with polymer relaxation time . Its left side is an upper-convected derivative for this gradient convention.
Let be the unnormalized conformation tensor, the velocity gradient, and a symmetric positive hydrodynamic mobility matrix independent of the individual connector. The connector Fokker-Planck equation has drift and diffusion matrix . Integrating its second moment twice by parts gives the displayed upper-convected derivative, . If is a polynomial in , the two matrices commute and the relaxation term simplifies to . No Gaussian distribution assumption is required for this moment closure.

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